From 60f0dcaac44841f69a7b517f39c796f43d0277f1 Mon Sep 17 00:00:00 2001 From: hoshikawa2 Date: Wed, 18 Feb 2026 20:34:33 -0300 Subject: [PATCH] first commit --- README.md | 37 +- README_COMPLETE_TUTORIAL.md | 295 ++ files/app.py | 126 +- files/config.json | 26 + files/faiss_to_oracle_vector.py | 205 ++ files/graphrag_rerank.py | 1104 ------- files/index.html | 297 -- files/modules/admin/routes.py | 160 + files/modules/architecture/routes.py | 83 + files/modules/architecture/service.py | 56 + files/modules/architecture/store.py | 4 + files/modules/auth/routes.py | 64 + files/modules/chat/routes.py | 82 + files/modules/chat/service.py | 44 + files/modules/chat/store.py | 4 + files/modules/core/audit.py | 11 + files/modules/core/security.py | 92 + files/modules/excel/queue_manager.py | 113 + files/modules/excel/routes.py | 110 + files/modules/excel/service.py | 115 + files/modules/excel/storage.py | 67 + files/modules/excel/store.py | 4 + files/modules/health/routes.py | 8 + files/modules/home/routes.py | 16 + files/modules/rest/routes.py | 29 + files/modules/rest/security.py | 30 + files/modules/users/__init__.py | 4 + files/modules/users/db.py | 50 + files/modules/users/email_service.py | 72 + files/modules/users/model.py | 27 + files/modules/users/routes.py | 157 + files/modules/users/service.py | 204 ++ files/modules/users/token_service.py | 14 + files/oci_genai_llm_graphrag_rerank_rfp.py | 3095 ++++++++++++++++++++ files/pgql_oracle23ai.sql | 112 + files/process_excel_rfp.py | 286 ++ files/rfp_process.py | 428 +++ files/source_code.zip | Bin 0 -> 128792 bytes files/templates/admin_menu.html | 67 + files/templates/base.html | 321 ++ files/templates/excel/job_status.html | 82 + files/templates/index.html | 1023 +++++++ files/templates/invalidate.html | 203 ++ files/templates/users/form.html | 25 + files/templates/users/list.html | 33 + files/templates/users/login.html | 114 + files/templates/users/set_password.html | 20 + files/templates/users/signup.html | 51 + img_3.png | Bin 0 -> 505602 bytes img_4.png | Bin 0 -> 220821 bytes 50 files changed, 8099 insertions(+), 1471 deletions(-) create mode 100644 README_COMPLETE_TUTORIAL.md create mode 100644 files/config.json create mode 100644 files/faiss_to_oracle_vector.py delete mode 100644 files/graphrag_rerank.py delete mode 100644 files/index.html create mode 100644 files/modules/admin/routes.py create mode 100644 files/modules/architecture/routes.py create mode 100644 files/modules/architecture/service.py create mode 100644 files/modules/architecture/store.py create mode 100644 files/modules/auth/routes.py create mode 100644 files/modules/chat/routes.py create mode 100644 files/modules/chat/service.py create mode 100644 files/modules/chat/store.py create mode 100644 files/modules/core/audit.py create mode 100644 files/modules/core/security.py create mode 100644 files/modules/excel/queue_manager.py create mode 100644 files/modules/excel/routes.py create mode 100644 files/modules/excel/service.py create mode 100644 files/modules/excel/storage.py create mode 100644 files/modules/excel/store.py create mode 100644 files/modules/health/routes.py create mode 100644 files/modules/home/routes.py create mode 100644 files/modules/rest/routes.py create mode 100644 files/modules/rest/security.py create mode 100644 files/modules/users/__init__.py create mode 100644 files/modules/users/db.py create mode 100644 files/modules/users/email_service.py create mode 100644 files/modules/users/model.py create mode 100644 files/modules/users/routes.py create mode 100644 files/modules/users/service.py create mode 100644 files/modules/users/token_service.py create mode 100644 files/oci_genai_llm_graphrag_rerank_rfp.py create mode 100644 files/pgql_oracle23ai.sql create mode 100644 files/process_excel_rfp.py create mode 100644 files/rfp_process.py create mode 100644 files/source_code.zip create mode 100644 files/templates/admin_menu.html create mode 100644 files/templates/base.html create mode 100644 files/templates/excel/job_status.html create mode 100644 files/templates/index.html create mode 100644 files/templates/invalidate.html create mode 100644 files/templates/users/form.html create mode 100644 files/templates/users/list.html create mode 100644 files/templates/users/login.html create mode 100644 files/templates/users/set_password.html create mode 100644 files/templates/users/signup.html create mode 100644 img_3.png create mode 100644 img_4.png diff --git a/README.md b/README.md index 75db6ae..64b31e7 100644 --- a/README.md +++ b/README.md @@ -64,15 +64,23 @@ Each question is parsed into a structured requirement: Facts are extracted **only when explicitly stated** in documentation and stored as graph triples: ``` -REQUIREMENT -[HAS_METRIC]-> messages per hour -REQUIREMENT -[HAS_VALUE]-> < 1 hour -REQUIREMENT -[SUPPORTED_BY]-> Document section + SERVICE -[SUPPORTS_CAPABILITY]-> CAPABILITY + SERVICE -[DOES_NOT_SUPPORT]-> CAPABILITY + SERVICE -[HAS_LIMITATION]-> LIMITATION + SERVICE -[HAS_SLA]-> SLA_VALUE ``` -There are three types of information: -- What metric: HAS_METRIC -- Value of metric: HAS_VALUE -- Font of information: SUPPORTED_BY +There are four types of structured relationships extracted explicitly from documentation: +* Capability support: SERVICE -[SUPPORTS_CAPABILITY]-> CAPABILITY +* Capability exclusion: SERVICE -[DOES_NOT_SUPPORT]-> CAPABILITY +* Technical limitation: SERVICE -[HAS_LIMITATION]-> LIMITATION +* Service level definition: SERVICE -[HAS_SLA]-> SLA_VALUE + +Each relationship is: +* Extracted strictly from explicit documentary evidence +* Linked to a specific document chunk (CHUNK_HASH) +* Associated with structured JSON node properties +* Backed by an evidence table for full auditability This ensures: - No hallucination @@ -178,7 +186,7 @@ POST /chat This code implements a **GraphRAG-based pipeline focused on RFP (Request for Proposal) validation**, not generic Q&A. ->**Download** the code [graphrag_rerank.py](./files/graphrag_rerank.py) +>**Download** here the [Source Code](./files/source_code.zip) The main goal is to: - Extract **explicit, verifiable facts** from large PDF contracts and datasheets @@ -212,7 +220,7 @@ This represents a **strategic shift** from concept-based LLM answers to **compli - `REQUIREMENT -[HAS_VALUE]-> 1 hour` - Stored in Oracle Property Graph tables -![img_1.png](img_1.png) +![img_3.png](img_3.png) 5. **RFP Requirement Parsing** - Each user question is converted into a structured requirement: @@ -294,8 +302,7 @@ FIrst of all, you need to run the code to prepare the Vector and Graph database. ![img.png](img.png) -![img_1.png](img_1.png) - +![img_3.png](img_3.png) After the execution, the code will chat with you to test. You can give some questions like: @@ -368,13 +375,13 @@ root Call the http://localhost:8100 in your browser. -![img_2.png](img_2.png) +![img_4.png](img_4.png) There is also a REST Service implemented in the code, so you can automatize a RFP list calling item by item and obtain the responses you want: YES/NO - curl -X POST http://localhost:8100/chat \ - -H "Content-Type: application/json" \ - -d '{"question": "What is the RTO of Oracle Application?"}' + curl -X POST http://demo-orcl-api-ai.hoshikawa.com.br:8100/rest/chat \ + -H "Content-Type: application/json" -u app_user:app_password \ + -d '{ "question": "Does Oracle Cloud Infrastructure (OCI) Compute support online resizing of memory for running virtual machine instances?" }' --- diff --git a/README_COMPLETE_TUTORIAL.md b/README_COMPLETE_TUTORIAL.md new file mode 100644 index 0000000..06f147d --- /dev/null +++ b/README_COMPLETE_TUTORIAL.md @@ -0,0 +1,295 @@ +# 🧠 Oracle GraphRAG RFP AI -- Complete Tutorial + +Enterprise-grade deterministic RFP validation engine built with: + +- Oracle Autonomous Database 23ai +- Oracle Property Graph +- OCI Generative AI (LLMs + Embeddings) +- FAISS Vector Search +- Flask REST API +- Hybrid Graph + Vector + JSON reasoning + +------------------------------------------------------------------------ + +# πŸ“Œ Introduction + +This project implements a **deterministic RFP validation engine**. + +Unlike traditional RAG systems that generate conceptual answers, this +solution is designed to: + +- Validate contractual and compliance requirements +- Produce only: YES / NO / PARTIAL +- Provide exact documentary evidence +- Eliminate hallucination risk +- Ensure full traceability + +This tutorial walks through the full architecture and implementation. + +------------------------------------------------------------------------ + +# πŸ—οΈ Full Architecture + + PDF Documents + └─► Semantic Chunking + β”œβ”€β–Ί FAISS Vector Index + β”œβ”€β–Ί LLM Triple Extraction + β”‚ └─► Oracle 23ai Property Graph + β”‚ β”œβ”€β–Ί Structured JSON Node Properties + β”‚ β”œβ”€β–Ί Edge Confidence Weights + β”‚ └─► Evidence Table + └─► Hybrid Retrieval Layer + β”œβ”€β–Ί Vector Recall + β”œβ”€β–Ί Graph Filtering + β”œβ”€β–Ί Oracle Text + └─► Graph-aware Reranking + └─► Deterministic LLM Decision + └─► REST Response + +------------------------------------------------------------------------ + +# 🧩 Step 1 -- Environment Setup + +You need: + +- Oracle Autonomous Database 23ai +- OCI Generative AI enabled +- Python 3.10+ +- FAISS installed +- Oracle Python driver (`oracledb`) + +Install dependencies: + + pip install oracledb langchain faiss-cpu flask pypandoc + +------------------------------------------------------------------------ + +# πŸ“„ Step 2 -- PDF Ingestion + +- Load PDFs +- Perform semantic chunking +- Normalize headings and tables +- Store chunk metadata including: + - chunk_hash + - source_url + +Chunks feed both: + +- FAISS +- Graph extraction + +------------------------------------------------------------------------ + +# 🧠 Step 3 -- Triple Extraction (Graph Creation) + +The function: + + create_knowledge_graph(chunks) + +Uses LLM to extract ONLY explicit relationships: + + SERVICE -[SUPPORTS_CAPABILITY]-> CAPABILITY + SERVICE -[DOES_NOT_SUPPORT]-> CAPABILITY + SERVICE -[HAS_LIMITATION]-> LIMITATION + SERVICE -[HAS_SLA]-> SLA_VALUE + +No inference allowed. + +------------------------------------------------------------------------ + +# πŸ›οΈ Step 4 -- Oracle Property Graph Setup + +Graph is created automatically: + + CREATE PROPERTY GRAPH GRAPH_NAME + VERTEX TABLES (...) + EDGE TABLES (...) + +Nodes are stored in: + + KG_NODES_GRAPH_NAME + +Edges in: + + KG_EDGES_GRAPH_NAME + +Evidence in: + + KG_EVIDENCE_GRAPH_NAME + +------------------------------------------------------------------------ + +# 🧩 Step 5 -- Structured Node Properties (Important) + +Each node includes structured JSON properties. + +Default structure: + +``` json +{ + "metadata": { + "created_by": "RFP_AI_V2", + "version": "2.0", + "created_at": "UTC_TIMESTAMP" + }, + "analysis": { + "confidence_score": null, + "source": "DOCUMENT_RAG", + "extraction_method": "LLM_TRIPLE_EXTRACTION" + }, + "governance": { + "validated": false, + "review_required": false + } +} +``` + +Implementation: + +``` python +def build_default_node_properties(): + return { + "metadata": { + "created_by": "RFP_AI_V2", + "version": "2.0", + "created_at": datetime.utcnow().isoformat() + }, + "analysis": { + "confidence_score": None, + "source": "DOCUMENT_RAG", + "extraction_method": "LLM_TRIPLE_EXTRACTION" + }, + "governance": { + "validated": False, + "review_required": False + } + } +``` + +This guarantees: + +- No empty `{}` stored +- Auditability +- Governance extension capability +- Enterprise extensibility + +------------------------------------------------------------------------ + +# πŸ”Ž Step 6 -- Hybrid Retrieval Strategy + +The system combines: + +1. FAISS semantic recall +2. Graph filtering via Oracle Text +3. Graph-aware reranking +4. Deterministic LLM evaluation + +This ensures: + +- High recall +- High precision +- No hallucination + +------------------------------------------------------------------------ + +# 🎯 Step 7 -- RFP Requirement Parsing + +Each question becomes structured: + +``` json +{ + "requirement_type": "NON_FUNCTIONAL", + "subject": "authentication", + "expected_value": "MFA", + "keywords": ["authentication", "mfa"] +} +``` + +This structure guides retrieval and evaluation. + +------------------------------------------------------------------------ + +# πŸ“Š Step 8 -- Deterministic Decision Engine + +LLM output format: + +``` json +{ + "answer": "YES | NO | PARTIAL", + "confidence": "HIGH | MEDIUM | LOW", + "justification": "Short factual explanation", + "evidence": [ + { + "quote": "Exact document text", + "source": "Document reference" + } + ] +} +``` + +Rules: + +- If not explicitly stated β†’ NO +- No inference +- Must provide documentary evidence + +------------------------------------------------------------------------ + +# 🌐 Step 9 -- Running the Application + +Run preprocessing once: + + python graphrag_rerank.py + +Run web UI: + + python app.py + +Open: + + http://localhost:8100 + +Or use REST: + + curl -X POST http://localhost:8100/chat -H "Content-Type: application/json" -d '{"question": "Does the platform support MFA?"}' + +------------------------------------------------------------------------ + +# πŸ§ͺ Example RFP Questions + +Security, SLA, Performance, Compliance, Vendor Lock-in, Backup, +Governance. + +The engine validates each with deterministic logic. + +------------------------------------------------------------------------ + +# πŸ” Design Principles + +- Evidence-first +- Deterministic outputs +- Zero hallucination tolerance +- Enterprise auditability +- Structured graph reasoning + +------------------------------------------------------------------------ + +# πŸš€ Future Extensions + +- Confidence scoring via graph density +- Weighted edge scoring +- SLA numeric comparison engine +- JSON-based filtering +- PGQL advanced reasoning +- Enterprise governance workflows + +------------------------------------------------------------------------ + +# πŸ“Œ Conclusion + +Oracle GraphRAG RFP AI is not a chatbot. + +It is a compliance validation engine built for enterprise RFP +automation, legal due diligence, and procurement decision support. + +Deterministic. Traceable. Expandable. diff --git a/files/app.py b/files/app.py index 077e50d..9831ede 100644 --- a/files/app.py +++ b/files/app.py @@ -1,67 +1,83 @@ -from flask import Flask, render_template, request, jsonify -import traceback -import json +from flask import Flask -# πŸ”₯ IMPORTA SEU PIPELINE -from graphrag_rerank import answer_question +from modules.users import users_bp +from modules.home.routes import home_bp +from modules.chat.routes import chat_bp +from modules.excel.routes import excel_bp +from modules.health.routes import health_bp +from modules.architecture.routes import architecture_bp +from modules.admin.routes import admin_bp +from modules.auth.routes import auth_bp +from modules.rest.routes import rest_bp -app = Flask(__name__) - -def parse_llm_json(raw: str) -> dict: - try: - raw = raw.replace("```json", "") - raw = raw.replace("```", "") - return json.loads(raw) - except Exception: - return { - "answer": "ERROR", - "justification": "LLM returned invalid JSON", - "raw_output": raw - } - -# ========================= -# Health check (Load Balancer) -# ========================= -@app.route("/health", methods=["GET"]) -def health(): - return jsonify({"status": "UP"}), 200 +from config_loader import load_config +from modules.excel.queue_manager import start_excel_worker +from modules.users.service import create_user +from modules.users.db import get_pool +import bcrypt +import oracledb +from werkzeug.security import generate_password_hash -# ========================= -# PΓ‘gina Web -# ========================= -@app.route("/", methods=["GET"]) -def index(): - return render_template("index.html") +def ensure_default_admin(): + """ + Cria admin default direto no Oracle (sem SQLAlchemy) + """ + + pool = get_pool() + + sql_check = "SELECT id FROM app_users WHERE user_role='admin'" + sql_insert = """ + INSERT INTO app_users (name,email,user_role,password_hash,active) + VALUES (:1,:2,'admin',:3,1) \ + """ + + with pool.acquire() as conn: + with conn.cursor() as cur: + cur.execute(sql_check) + if not cur.fetchone(): + pwd = generate_password_hash("admin123") + cur.execute(sql_insert, ["Admin", "admin@local", pwd]) + conn.commit() + print("Default admin created: admin@local / admin123") -# ========================= -# Endpoint de Chat -# ========================= -@app.route("/chat", methods=["POST"]) -def chat(): - try: - data = request.get_json() - question = data.get("question", "").strip() +def create_app(): - if not question: - return jsonify({"error": "Empty question"}), 400 + app = Flask(__name__) + app.secret_key = "super-secret" - raw_answer = answer_question(question) - parsed_answer = parse_llm_json(raw_answer) + # NΓƒO EXISTE MAIS SQLite + # NΓƒO EXISTE MAIS SQLAlchemy - return jsonify({ - "question": question, - "result": parsed_answer - }) + start_excel_worker() - except Exception as e: - traceback.print_exc() - return jsonify({"error": str(e)}), 500 + # cria admin no Oracle + ensure_default_admin() + + app.register_blueprint(users_bp, url_prefix="/admin/users") + app.register_blueprint(chat_bp) + app.register_blueprint(excel_bp) + app.register_blueprint(health_bp) + app.register_blueprint(architecture_bp) + app.register_blueprint(home_bp) + app.register_blueprint(admin_bp, url_prefix="/admin") + app.register_blueprint(auth_bp) + app.register_blueprint(rest_bp) + + from modules.core.security import get_current_user + + @app.context_processor + def inject_user(): + return dict(current_user=get_current_user()) + + return app + + +app = create_app() + +config = load_config() +API_BASE_URL = f"{config.app_base}:{config.service_port}" if __name__ == "__main__": - app.run( - host="0.0.0.0", - port=8100, - debug=False - ) \ No newline at end of file + app.run(host="0.0.0.0", port=config.service_port) \ No newline at end of file diff --git a/files/config.json b/files/config.json new file mode 100644 index 0000000..0ead701 --- /dev/null +++ b/files/config.json @@ -0,0 +1,26 @@ +{ + "wallet_path": "Wallet_oradb23aiDev", + "db_alias": "oradb23aiDev_high", + "username": "admin", + "password": "Moniquinha1972", + + "service_endpoint": "https://inference.generativeai.us-chicago-1.oci.oraclecloud.com", + "compartment_id": "ocid1.compartment.oc1..aaaaaaaaexpiw4a7dio64mkfv2t273s2hgdl6mgfvvyv7tycalnjlvpvfl3q", + "auth_profile": "LATINOAMERICA", + + "llm_model": "meta.llama-3.1-405b-instruct", + "embedding_model": "cohere.embed-multilingual-v3.0", + + "index_path": "./faiss_index", + "docs_path": "./docs", + + "graph_name": "OCI_5", + "service_port": 8102, + "app_base": "http://127.0.0.1", + "dev_mode": 0, + "service_server": "10.0.1.136", + + "bucket_profile": "LATINOAMERICA-SaoPaulo", + "oci_bucket": "genai_hoshikawa_bucket", + "oci_namespace": "idi1o0a010nx" +} diff --git a/files/faiss_to_oracle_vector.py b/files/faiss_to_oracle_vector.py new file mode 100644 index 0000000..86053cf --- /dev/null +++ b/files/faiss_to_oracle_vector.py @@ -0,0 +1,205 @@ +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- + +""" +FAISS β†’ Oracle 23ai Vector migration (FULL GOVERNANCE VERSION) + +Migra: +- content +- source +- chunk_hash +- origin +- created_at +- status +- embedding + +""" + +import json +import argparse +import hashlib +import datetime +import oracledb + +from langchain.vectorstores import FAISS +from langchain.embeddings import HuggingFaceEmbeddings +from tqdm import tqdm + + +# ===================================================== +# CONFIG +# ===================================================== + +VECTOR_DIM = 1024 +TABLE_NAME = "RAG_DOCS" +BATCH_SIZE = 500 + + +# ===================================================== +# CLI +# ===================================================== + +parser = argparse.ArgumentParser() +parser.add_argument("--faiss", required=True) +parser.add_argument("--dsn", required=True) +parser.add_argument("--user", required=True) +parser.add_argument("--password", required=True) +args = parser.parse_args() + + +# ===================================================== +# HELPERS +# ===================================================== + +def chunk_hash(text: str) -> str: + return hashlib.sha256(text.encode("utf-8")).hexdigest() + + +# ===================================================== +# 1) LOAD FAISS +# ===================================================== + +print("πŸ”„ Loading FAISS index...") + +dummy_embeddings = HuggingFaceEmbeddings( + model_name="sentence-transformers/all-MiniLM-L6-v2" +) + +vs = FAISS.load_local( + args.faiss, + dummy_embeddings, + allow_dangerous_deserialization=True +) + +docs = vs.docstore._dict +index = vs.index +vectors = index.reconstruct_n(0, index.ntotal) + +print(f"βœ… Loaded {len(docs)} vectors") + +# ========================= +# Oracle Autonomous Configuration +# ========================= +WALLET_PATH = "Wallet_oradb23aiDev" +DB_ALIAS = "oradb23aiDev_high" +USERNAME = "admin" +PASSWORD = "Moniquinha1972" +os.environ["TNS_ADMIN"] = WALLET_PATH + +# ===================================================== +# 2) CONNECT ORACLE +# ===================================================== + +print("πŸ”Œ Connecting to Oracle...") + +conn = oracledb.connect( + user=USERNAME, + password=PASSWORD, + dsn=DB_ALIAS, + config_dir=WALLET_PATH, + wallet_location=WALLET_PATH, + wallet_password=PASSWORD +) + +cur = conn.cursor() + + +# ===================================================== +# 3) CREATE TABLE (FULL SCHEMA) +# ===================================================== + +print("πŸ“¦ Creating table if not exists...") + +cur.execute(f""" +BEGIN + EXECUTE IMMEDIATE ' + CREATE TABLE {TABLE_NAME} ( + ID NUMBER GENERATED BY DEFAULT AS IDENTITY, + CONTENT CLOB, + SOURCE VARCHAR2(1000), + CHUNK_HASH VARCHAR2(64), + STATUS VARCHAR2(20), + ORIGIN VARCHAR2(50), + CREATED_AT TIMESTAMP, + EMBED VECTOR({VECTOR_DIM}) + )'; +EXCEPTION + WHEN OTHERS THEN + IF SQLCODE != -955 THEN RAISE; +END; +""") + +conn.commit() + + +# ===================================================== +# 4) INSERT BATCH +# ===================================================== + +print("⬆️ Migrating vectors...") + +sql = f""" +INSERT INTO {TABLE_NAME} +(CONTENT, SOURCE, CHUNK_HASH, STATUS, ORIGIN, CREATED_AT, EMBED) +VALUES (:1, :2, :3, :4, :5, :6, :7) +""" + +batch = [] + +for i, (doc_id, doc) in enumerate(tqdm(docs.items())): + + content = doc.page_content + source = doc.metadata.get("source", "") + origin = doc.metadata.get("origin", "FAISS") + created = doc.metadata.get( + "created_at", + datetime.datetime.utcnow() + ) + + h = doc.metadata.get("chunk_hash") or chunk_hash(content) + + batch.append(( + content, + source, + h, + "ACTIVE", + origin, + created, + json.dumps(vectors[i].tolist()) + )) + + if len(batch) >= BATCH_SIZE: + cur.executemany(sql, batch) + batch.clear() + +if batch: + cur.executemany(sql, batch) + +conn.commit() + +print("βœ… Insert finished") + + +# ===================================================== +# 5) CREATE VECTOR INDEX +# ===================================================== + +print("⚑ Creating HNSW index...") + +cur.execute(f""" +BEGIN + EXECUTE IMMEDIATE ' + CREATE VECTOR INDEX {TABLE_NAME}_IDX + ON {TABLE_NAME}(EMBED) + ORGANIZATION HNSW + DISTANCE COSINE + '; +EXCEPTION + WHEN OTHERS THEN + IF SQLCODE != -955 THEN RAISE; +END; +""") + +conn.commit() + +print("πŸŽ‰ Migration complete!") \ No newline at end of file diff --git a/files/graphrag_rerank.py b/files/graphrag_rerank.py deleted file mode 100644 index e7be703..0000000 --- a/files/graphrag_rerank.py +++ /dev/null @@ -1,1104 +0,0 @@ -from langchain_community.chat_models.oci_generative_ai import ChatOCIGenAI -from langchain_core.prompts import PromptTemplate -from langchain.schema.output_parser import StrOutputParser -from langchain_community.embeddings import OCIGenAIEmbeddings -from langchain_community.vectorstores import FAISS -from langchain.schema.runnable import RunnableMap -from langchain_community.document_loaders import UnstructuredPDFLoader, PyMuPDFLoader -from langchain_core.documents import Document -from langchain_core.runnables import RunnableLambda -from pathlib import Path -from tqdm import tqdm -import os -import pickle -import re -import atexit -import oracledb -import json -import base64 - -# ========================= -# Oracle Autonomous Configuration -# ========================= -WALLET_PATH = "Wallet_oradb23ai" -DB_ALIAS = "oradb23ai_high" -USERNAME = "admin" -PASSWORD = "**********" -os.environ["TNS_ADMIN"] = WALLET_PATH - -# ========================= -# Global Configurations -# ========================= -INDEX_PATH = "./faiss_index" -PROCESSED_DOCS_FILE = os.path.join(INDEX_PATH, "processed_docs.pkl") -chapter_separator_regex = r"^(#{1,6} .+|\*\*.+\*\*)$" -GRAPH_NAME = "OCI_GRAPH" - -# ========================= -# LLM Definitions -# ========================= -llm = ChatOCIGenAI( - model_id="meta.llama-3.1-405b-instruct", - service_endpoint="https://inference.generativeai.us-chicago-1.oci.oraclecloud.com", - compartment_id="ocid1.compartment.oc1..aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa", - auth_profile="DEFAULT", - model_kwargs={"temperature": 0, "top_p": 1, "max_tokens": 4000}, -) - -llm_for_rag = ChatOCIGenAI( - model_id="meta.llama-3.1-405b-instruct", - service_endpoint="https://inference.generativeai.us-chicago-1.oci.oraclecloud.com", - compartment_id="ocid1.compartment.oc1..aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa", - auth_profile="DEFAULT", -) - -embeddings = OCIGenAIEmbeddings( - model_id="cohere.embed-multilingual-v3.0", - service_endpoint="https://inference.generativeai.us-chicago-1.oci.oraclecloud.com", - compartment_id="ocid1.compartment.oc1..aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa", - auth_profile="DEFAULT", -) - -oracle_conn = oracledb.connect( - user=USERNAME, - password=PASSWORD, - dsn=DB_ALIAS, - config_dir=WALLET_PATH, - wallet_location=WALLET_PATH, - wallet_password=PASSWORD -) -atexit.register(lambda: oracle_conn.close()) - -def filename_to_url(filename: str, suffix: str = ".pdf") -> str: - if filename.endswith(suffix): - filename = filename[: -len(suffix)] - decoded = base64.urlsafe_b64decode(filename.encode("ascii")) - return decoded.decode("utf-8") - -# ========================= -# Oracle Graph Client -# ========================= -def ensure_oracle_text_index( - conn, - table_name: str, - column_name: str, - index_name: str -): - cursor = conn.cursor() - - cursor.execute(""" - SELECT status - FROM user_indexes - WHERE index_name = :idx - """, {"idx": index_name.upper()}) - - row = cursor.fetchone() - index_exists = row is not None - index_status = row[0] if row else None - - if not index_exists: - print(f"πŸ› οΈ Creating Oracle Text index {index_name}") - - cursor.execute(f""" - CREATE INDEX {index_name} - ON {table_name} ({column_name}) - INDEXTYPE IS CTXSYS.CONTEXT - """) - - conn.commit() - cursor.close() - print(f"βœ… Index {index_name} created (sync deferred)") - return - - if index_status != "VALID": - print(f"⚠️ Index {index_name} is {index_status}. Recreating...") - - try: - cursor.execute(f"DROP INDEX {index_name}") - conn.commit() - except Exception as e: - print(f"❌ Failed to drop index {index_name}: {e}") - cursor.close() - return - - cursor.execute(f""" - CREATE INDEX {index_name} - ON {table_name} ({column_name}) - INDEXTYPE IS CTXSYS.CONTEXT - """) - conn.commit() - cursor.close() - print(f"♻️ Index {index_name} recreated (sync deferred)") - return - - print(f"πŸ”„ Syncing Oracle Text index: {index_name}") - try: - cursor.execute(f""" - BEGIN - CTX_DDL.SYNC_INDEX('{index_name}', '2M'); - END; - """) - conn.commit() - print(f"βœ… Index {index_name} synced") - except Exception as e: - print(f"⚠️ Sync failed for {index_name}: {e}") - print("⚠️ Continuing without breaking pipeline") - - cursor.close() - -def create_tables_if_not_exist(conn): - cursor = conn.cursor() - - try: - cursor.execute(f""" - BEGIN - EXECUTE IMMEDIATE ' - CREATE TABLE ENTITIES_{GRAPH_NAME} ( - ID NUMBER GENERATED BY DEFAULT ON NULL AS IDENTITY PRIMARY KEY, - NAME VARCHAR2(500) - ) - '; - EXCEPTION - WHEN OTHERS THEN - IF SQLCODE != -955 THEN - RAISE; - END IF; - END; - """) - cursor.execute(f""" - BEGIN - EXECUTE IMMEDIATE ' - CREATE TABLE RELATIONS_{GRAPH_NAME} ( - ID NUMBER GENERATED BY DEFAULT ON NULL AS IDENTITY PRIMARY KEY, - SOURCE_ID NUMBER, - TARGET_ID NUMBER, - RELATION_TYPE VARCHAR2(100), - SOURCE_TEXT VARCHAR2(4000) - ) - '; - EXCEPTION - WHEN OTHERS THEN - IF SQLCODE != -955 THEN - RAISE; - END IF; - END; - """) - conn.commit() - print("βœ… ENTITIES and RELATIONS tables created or already exist.") - except Exception as e: - print(f"[ERROR] Failed to create tables: {e}") - finally: - cursor.close() - - -create_tables_if_not_exist(oracle_conn) - -# IF GRAPH INDEX PROBLEM, Reindex -# ensure_oracle_text_index( -# oracle_conn, -# "ENTITIES_" + GRAPH_NAME, -# "NAME", -# "IDX_ENT_" + GRAPH_NAME + "_NAME" -# ) -# -# ensure_oracle_text_index( -# oracle_conn, -# "RELATIONS_" + GRAPH_NAME, -# "RELATION_TYPE", -# "IDX_REL_" + GRAPH_NAME + "_RELTYPE" -# ) - -def create_knowledge_graph(chunks): - cursor = oracle_conn.cursor() - - # Creates graph if it does not exist - try: - cursor.execute(f""" - BEGIN - EXECUTE IMMEDIATE ' - CREATE PROPERTY GRAPH {GRAPH_NAME} - VERTEX TABLES (ENTITIES_{GRAPH_NAME} - KEY (ID) - LABEL ENTITIES - PROPERTIES (NAME)) - EDGE TABLES (RELATIONS_{GRAPH_NAME} - KEY (ID) - SOURCE KEY (SOURCE_ID) REFERENCES ENTITIES_{GRAPH_NAME}(ID) - DESTINATION KEY (TARGET_ID) REFERENCES ENTITIES_{GRAPH_NAME}(ID) - LABEL RELATIONS - PROPERTIES (RELATION_TYPE, SOURCE_TEXT)) - '; - EXCEPTION - WHEN OTHERS THEN - IF SQLCODE != -55358 THEN -- ORA-55358: Graph already exists - RAISE; - END IF; - END; - """) - print(f"🧠 Graph '{GRAPH_NAME}' created or already exists.") - except Exception as e: - print(f"[GRAPH ERROR] Failed to create graph: {e}") - - # Inserting vertices and edges into the tables - for doc in chunks: - text = doc.page_content - source = doc.metadata.get("source", "unknown") - - if not text.strip(): - continue - - prompt = f""" - You are extracting structured RFP evidence from technical documentation. - - Given the text below, identify ONLY explicit, verifiable facts. - - Text: - {text} - - Extract triples in ONE of the following formats ONLY: - - 1. REQUIREMENT -[HAS_SUBJECT]-> - 2. REQUIREMENT -[HAS_METRIC]-> - 3. REQUIREMENT -[HAS_VALUE]-> - 4. REQUIREMENT -[SUPPORTED_BY]-> - - Rules: - - Use REQUIREMENT as the source entity - - Use UPPERCASE relation names - - Do NOT infer or assume - - If nothing explicit is found, return NONE - """ - try: - response = llm_for_rag.invoke(prompt) - result = response.content.strip() - except Exception as e: - print(f"[ERROR] Gen AI call error: {e}") - continue - - if result.upper() == "NONE": - continue - - triples = result.splitlines() - for triple in triples: - parts = triple.split("-[") - if len(parts) != 2: - continue - - right_part = parts[1].split("]->") - if len(right_part) != 2: - continue - - raw_relation, entity2 = right_part - relation = re.sub(r'\W+', '_', raw_relation.strip().upper()) - entity1 = parts[0].strip() - entity2 = entity2.strip() - - if entity1.upper() != "REQUIREMENT": - entity1 = "REQUIREMENT" - - try: - # Insertion of entities (with existence check) - cursor.execute(f"MERGE INTO ENTITIES_{GRAPH_NAME} e USING (SELECT :name AS NAME FROM dual) src ON (e.name = src.name) WHEN NOT MATCHED THEN INSERT (NAME) VALUES (:name)", [entity1, entity1]) - cursor.execute(f"MERGE INTO ENTITIES_{GRAPH_NAME} e USING (SELECT :name AS NAME FROM dual) src ON (e.name = src.name) WHEN NOT MATCHED THEN INSERT (NAME) VALUES (:name)", [entity2, entity2]) - # Retrieve the IDs - cursor.execute(f"SELECT ID FROM ENTITIES_{GRAPH_NAME} WHERE NAME = :name", [entity1]) - source_id = cursor.fetchone()[0] - cursor.execute(f"SELECT ID FROM ENTITIES_{GRAPH_NAME} WHERE NAME = :name", [entity2]) - target_id = cursor.fetchone()[0] - # Create relations - cursor.execute(f""" - INSERT INTO RELATIONS_{GRAPH_NAME} (SOURCE_ID, TARGET_ID, RELATION_TYPE, SOURCE_TEXT) - VALUES (:src, :tgt, :rel, :txt) - """, [source_id, target_id, relation, source]) - print(f"βœ… {entity1} -[{relation}]-> {entity2}") - except Exception as e: - print(f"[INSERT ERROR] {e}") - - oracle_conn.commit() - cursor.close() - print("πŸ’Ύ Knowledge graph updated.") - -def parse_rfp_requirement(question: str) -> dict: - prompt = f""" - You are an RFP requirement NORMALIZER for Oracle Cloud Infrastructure (OCI). - - Your job is NOT to summarize the question. - Your job is to STRUCTURE the requirement so it can be searched in: - - Technical documentation - - Knowledge Graph - - Vector databases - - ──────────────────────────────── - STEP 1 β€” Understand the requirement - ──────────────────────────────── - From the question, identify: - 1. The PRIMARY OCI SERVICE CATEGORY involved - 2. The MAIN TECHNICAL SUBJECT (short and precise) - 3. The EXPECTED TECHNICAL CAPABILITY or CONDITION (if any) - - IMPORTANT: - - Ignore marketing language - - Ignore phrases like "possui", "permite", "oferece" - - Focus ONLY on concrete technical meaning - - ──────────────────────────────── - STEP 2 β€” Mandatory service classification - ──────────────────────────────── - You MUST choose ONE primary technology from the list below - and INCLUDE IT EXPLICITLY in the keywords list. - - Choose the MOST SPECIFIC applicable item. - - ServiΓ§os da Oracle Cloud Infrastructure (OCI): - - Compute (IaaS) - β€’ Compute Instances (VM) - β€’ Bare Metal Instances - β€’ Dedicated VM Hosts - β€’ GPU Instances - β€’ Confidential Computing - β€’ Capacity Reservations - β€’ Autoscaling (Instance Pools) - β€’ Live Migration - β€’ Oracle Cloud VMware Solution (OCVS) - β€’ HPC (High Performance Computing) - β€’ Arm-based Compute (Ampere) - - Storage - - Object Storage - β€’ Object Storage - β€’ Object Storage – Archive - β€’ Pre-Authenticated Requests - β€’ Replication - - Block & File - β€’ Block Volume - β€’ Boot Volume - β€’ Volume Groups - β€’ File Storage - β€’ File Storage Snapshots - β€’ Data Transfer Service - - Networking - β€’ Virtual Cloud Network (VCN) - β€’ Subnets - β€’ Internet Gateway - β€’ NAT Gateway - β€’ Service Gateway - β€’ Dynamic Routing Gateway (DRG) - β€’ FastConnect - β€’ Load Balancer (L7 / L4) - β€’ Network Load Balancer - β€’ DNS - β€’ Traffic Management Steering Policies - β€’ IP Address Management (IPAM) - β€’ Network Firewall - β€’ Web Application Firewall (WAF) - β€’ Bastion - β€’ Capture Traffic (VTAP) - β€’ Private Endpoints - - Security, Identity & Compliance - β€’ Identity and Access Management (IAM) - β€’ Compartments - β€’ Policies - β€’ OCI Vault - β€’ OCI Key Management (KMS) - β€’ OCI Certificates - β€’ OCI Secrets - β€’ OCI Bastion - β€’ Cloud Guard - β€’ Security Zones - β€’ Vulnerability Scanning Service - β€’ Data Safe - β€’ Logging - β€’ Audit - β€’ OS Management / OS Management Hub - β€’ Shielded Instances - β€’ Zero Trust Packet Routing - - Databases - - Autonomous - β€’ Autonomous Database (ATP) - β€’ Autonomous Data Warehouse (ADW) - β€’ Autonomous JSON Database - - Databases Gerenciados - β€’ Oracle Database Service - β€’ Oracle Exadata Database Service - β€’ Exadata Cloud@Customer - β€’ Base Database Service - β€’ MySQL Database Service - β€’ MySQL HeatWave - β€’ NoSQL Database Cloud Service - β€’ TimesTen - β€’ PostgreSQL (OCI managed) - β€’ MongoDB API (OCI NoSQL compatibility) - - Analytics & BI - β€’ Oracle Analytics Cloud (OAC) - β€’ OCI Data Catalog - β€’ OCI Data Integration - β€’ OCI Streaming Analytics - β€’ OCI GoldenGate - β€’ OCI Big Data Service (Hadoop/Spark) - β€’ OCI Data Science - β€’ OCI AI Anomaly Detection - β€’ OCI AI Forecasting - - AI & Machine Learning - - Generative AI - β€’ OCI Generative AI - β€’ OCI Generative AI Agents - β€’ OCI Generative AI RAG - β€’ OCI Generative AI Embeddings - β€’ OCI AI Gateway (OpenAI-compatible) - - AI Services - β€’ OCI Vision (OCR, image analysis) - β€’ OCI Speech (STT / TTS) - β€’ OCI Language (NLP) - β€’ OCI Document Understanding - β€’ OCI Anomaly Detection - β€’ OCI Forecasting - β€’ OCI Data Labeling - - Containers & Cloud Native - β€’ OCI Container Engine for Kubernetes (OKE) - β€’ Container Registry (OCIR) - β€’ Service Mesh - β€’ API Gateway - β€’ OCI Functions (FaaS) - β€’ OCI Streaming (Kafka-compatible) - β€’ OCI Queue - β€’ OCI Events - β€’ OCI Resource Manager (Terraform) - - Integration & Messaging - β€’ OCI Integration Cloud (OIC) - β€’ OCI Service Connector Hub - β€’ OCI Streaming - β€’ OCI GoldenGate - β€’ OCI API Gateway - β€’ OCI Events Service - β€’ OCI Queue - β€’ Real Applications Clusters (RAC) - - Developer Services - β€’ OCI DevOps (CI/CD) - β€’ OCI Code Repository - β€’ OCI Build Pipelines - β€’ OCI Artifact Registry - β€’ OCI Logging Analytics - β€’ OCI Monitoring - β€’ OCI Notifications - β€’ OCI Bastion - β€’ OCI CLI - β€’ OCI SDKs - - Observability & Management - β€’ OCI Monitoring - β€’ OCI Alarms - β€’ OCI Logging - β€’ OCI Logging Analytics - β€’ OCI Application Performance Monitoring (APM) - β€’ OCI Operations Insights - β€’ OCI Management Agent - β€’ OCI Resource Discovery - - Enterprise & Hybrid - β€’ Oracle Cloud@Customer - β€’ Exadata Cloud@Customer - β€’ Compute Cloud@Customer - β€’ Dedicated Region Cloud@Customer - β€’ OCI Roving Edge Infrastructure - β€’ OCI Alloy - - Governance & FinOps - β€’ OCI Budgets - β€’ Cost Analysis - β€’ Usage Reports - β€’ Quotas - β€’ Tagging - β€’ Compartments - β€’ Resource Search - - Regions & Edge - β€’ OCI Regions (Commercial, Government, EU Sovereign) - β€’ OCI Edge Services - β€’ OCI Roving Edge - β€’ OCI Dedicated Region - - ──────────────────────────────── - STEP 3 β€” Keywords rules (CRITICAL) - ──────────────────────────────── - The "keywords" field MUST: - - ALWAYS include at least ONE OCI service keyword (e.g. "compute", "object storage", "oke") - - Include technical capability terms (e.g. resize, autoscaling, encryption) - - NEVER include generic verbs (permitir, possuir, oferecer) - - NEVER include full sentences - - ──────────────────────────────── - STEP 4 β€” Output rules - ──────────────────────────────── - Return ONLY valid JSON between tags. - Do NOT explain your reasoning. - - Question: - {question} - - - {{ - "requirement_type": "COMPLIANCE | FUNCTIONAL | NON_FUNCTIONAL", - "subject": "", - "expected_value": "", - "decision_type": "YES_NO | YES_NO_PARTIAL", - "keywords": ["mandatory_oci_service", "technical_capability", "additional_term"] - }} - - """ - - resp = llm_for_rag.invoke(prompt) - raw = resp.content.strip() - - try: - # remove ```json ``` ou ``` ``` - raw = re.sub(r"```json|```", "", raw).strip() - - match = re.search(r"\s*(\{.*?\})\s*", raw, re.DOTALL) - if not match: - raise ValueError("No JSON block found") - json_text = match.group(1) - - return json.loads(json_text) - - except Exception as e: - print("⚠️ RFP PARSER FAILED") - print("RAW RESPONSE:") - print(raw) - - return { - "requirement_type": "UNKNOWN", - "subject": question, - "expected_value": "", - "decision_type": "YES_NO_PARTIAL", - "keywords": re.findall(r"\b\w+\b", question.lower())[:5] - } - -def extract_graph_keywords_from_requirement(req: dict) -> str: - keywords = set(req.get("keywords", [])) - if req.get("subject"): - keywords.add(req["subject"].lower()) - if req.get("expected_value"): - keywords.add(str(req["expected_value"]).lower()) - return ", ".join(sorted(keywords)) - -def build_oracle_text_query(text: str) -> str | None: - ORACLE_TEXT_STOPWORDS = { - "and", "or", "the", "with", "between", "of", "to", "for", - "in", "on", "by", "is", "are", "was", "were", "be", "within", "between" - } - - tokens = [] - text = text.lower() - text = re.sub(r"[^a-z0-9\s]", " ", text) - - for token in text.split(): - if len(token) >= 4 and token not in ORACLE_TEXT_STOPWORDS: - tokens.append(f"{token}") - - tokens = sorted(set(tokens)) - return " OR ".join(tokens) if tokens else None - -def query_knowledge_graph(raw_keywords: str, top_k: int = 20, min_score: int = 50): - cursor = oracle_conn.cursor() - - safe_query = build_oracle_text_query(raw_keywords) - if not safe_query: - cursor.close() - return [] - - sql = f""" - SELECT - e1.NAME AS source_name, - r.RELATION_TYPE, - e2.NAME AS target_name, - GREATEST(SCORE(1), SCORE(2)) AS relevance_score - FROM RELATIONS_{GRAPH_NAME} r - JOIN ENTITIES_{GRAPH_NAME} e1 ON e1.ID = r.SOURCE_ID - JOIN ENTITIES_{GRAPH_NAME} e2 ON e2.ID = r.TARGET_ID - WHERE e1.NAME = 'REQUIREMENT' - AND ( - CONTAINS(e2.NAME, '{safe_query}', 1) > 0 - OR CONTAINS(r.RELATION_TYPE, '{safe_query}', 2) > 0 - ) - AND GREATEST(SCORE(1), SCORE(2)) >= {min_score} - ORDER BY relevance_score DESC - FETCH FIRST {top_k} ROWS ONLY - """ - - print("πŸ”Ž GRAPH QUERY (ranked):") - print(sql) - - cursor.execute(sql) - rows = cursor.fetchall() - cursor.close() - - print(f"πŸ“Š GRAPH FACTS (top {top_k}):") - for s, r, t, sc in rows: - print(f" [{sc:>3}] REQUIREMENT -[{r}]-> {t}") - - # mantΓ©m compatibilidade com o pipeline atual - return [(s, r, t) for s, r, t, _ in rows] - -# RE-RANK - -def extract_terms_from_graph_text(graph_context): - if not graph_context: - return set() - - if isinstance(graph_context, list): - terms = set() - for row in graph_context: - for col in row: - if isinstance(col, str): - terms.add(col.lower()) - return terms - - if isinstance(graph_context, str): - terms = set() - pattern = re.findall(r"([\w\s]+)-$begin:math:display$\[\\w\_\]\+$end:math:display$->([\w\s]+)", graph_context) - for e1, e2 in pattern: - terms.add(e1.strip().lower()) - terms.add(e2.strip().lower()) - return terms - - return set() - -def rerank_documents_with_graph_terms(docs, query, graph_terms): - query_terms = set(re.findall(r'\b\w+\b', query.lower())) - all_terms = query_terms.union(graph_terms) - - scored_docs = [] - for doc in docs: - doc_text = doc.page_content.lower() - score = sum(1 for term in all_terms if term in doc_text) - scored_docs.append((score, doc)) - - top_docs = sorted(scored_docs, key=lambda x: x[0], reverse=True)[:5] - return [doc.page_content for _, doc in top_docs] - -# SEMANTIC CHUNKING - -def split_llm_output_into_chapters(llm_text): - chapters = [] - current_chapter = [] - lines = llm_text.splitlines() - - for line in lines: - if re.match(chapter_separator_regex, line): - if current_chapter: - chapters.append("\n".join(current_chapter).strip()) - current_chapter = [line] - else: - current_chapter.append(line) - - if current_chapter: - chapters.append("\n".join(current_chapter).strip()) - - return chapters - - -def semantic_chunking(text): - prompt = f""" - You received the following text extracted via OCR: - - {text} - - Your task: - 1. Identify headings (short uppercase or bold lines, no period at the end) putting the Product Name (Application Name) and the Subject - 2. Separate paragraphs by heading - 3. Indicate columns with [COLUMN 1], [COLUMN 2] if present - 4. Indicate tables with [TABLE] in markdown format - 5. ALWAYS PUT THE URL if there is a Reference - 6. Indicate explicity metrics (if it exists) - Examples: - - Oracle Financial Services RTO is 1 hour - - The Oracle Banking Supply Chain Finance Cloud Service A maximum number of 10K Hosted Transactions - - The Oracle Banking Payments Cloud Service, Additional Non-Production Environment: You may purchase up to a maximum of ten (10) additional Non-Production Environments - """ - - get_out = False - while not get_out: - try: - response = llm_for_rag.invoke(prompt) - get_out = True - except: - print("[ERROR] Gen AI call error") - - return response - -def read_pdfs(pdf_path): - if "-ocr" in pdf_path: - doc_pages = PyMuPDFLoader(str(pdf_path)).load() - else: - doc_pages = UnstructuredPDFLoader(str(pdf_path)).load() - full_text = "\n".join([page.page_content for page in doc_pages]) - return full_text - - -def smart_split_text(text, max_chunk_size=10_000): - chunks = [] - start = 0 - text_length = len(text) - - while start < text_length: - end = min(start + max_chunk_size, text_length) - split_point = max( - text.rfind('.', start, end), - text.rfind('!', start, end), - text.rfind('?', start, end), - text.rfind('\n\n', start, end) - ) - if split_point == -1 or split_point <= start: - split_point = end - else: - split_point += 1 - - chunk = text[start:split_point].strip() - if chunk: - chunks.append(chunk) - - start = split_point - - return chunks - - -def load_previously_indexed_docs(): - if os.path.exists(PROCESSED_DOCS_FILE): - with open(PROCESSED_DOCS_FILE, "rb") as f: - return pickle.load(f) - return set() - - -def save_indexed_docs(docs): - with open(PROCESSED_DOCS_FILE, "wb") as f: - pickle.dump(docs, f) - - -# ========================= -# Main Function -# ========================= -def chat(): - PDF_FOLDER = Path("docs") # pasta onde estΓ£o os PDFs - - pdf_paths = sorted( - str(p) for p in PDF_FOLDER.glob("*.pdf") - ) - - already_indexed_docs = load_previously_indexed_docs() - updated_docs = set() - - try: - vectorstore = FAISS.load_local(INDEX_PATH, embeddings, allow_dangerous_deserialization=True) - print("βœ”οΈ FAISS index loaded.") - except Exception: - print("⚠️ FAISS index not found, creating a new one.") - vectorstore = None - - new_chunks = [] - - for pdf_path in tqdm(pdf_paths, desc=f"πŸ“„ Processing PDFs"): - print(f" {os.path.basename(pdf_path)}") - if pdf_path in already_indexed_docs: - print(f"βœ… Document already indexed: {pdf_path}") - continue - full_text = read_pdfs(pdf_path=pdf_path) - path_url = filename_to_url(os.path.basename(pdf_path)) - - text_chunks = smart_split_text(full_text, max_chunk_size=10_000) - overflow_buffer = "" - - for chunk in tqdm(text_chunks, desc=f"πŸ“„ Processing text chunks", dynamic_ncols=True, leave=False): - current_text = overflow_buffer + chunk - - treated_text = semantic_chunking(current_text) - - if hasattr(treated_text, "content"): - chapters = split_llm_output_into_chapters(treated_text.content) - - last_chapter = chapters[-1] if chapters else "" - - if last_chapter and not last_chapter.strip().endswith((".", "!", "?", "\n\n")): - print("πŸ“Œ Last chapter seems incomplete, saving for the next cycle") - overflow_buffer = last_chapter - chapters = chapters[:-1] - else: - overflow_buffer = "" - - for chapter_text in chapters: - reference_url = "Reference: " + path_url - chapter_text = chapter_text + "\n" + reference_url - doc = Document(page_content=chapter_text, metadata={"source": pdf_path, "reference": reference_url}) - new_chunks.append(doc) - print(f"βœ… New chapter indexed:\n{chapter_text}...\n") - - else: - print(f"[ERROR] semantic_chunking returned unexpected type: {type(treated_text)}") - - updated_docs.add(str(pdf_path)) - - if new_chunks: - if vectorstore: - vectorstore.add_documents(new_chunks) - else: - vectorstore = FAISS.from_documents(new_chunks, embedding=embeddings) - - vectorstore.save_local(INDEX_PATH) - save_indexed_docs(already_indexed_docs.union(updated_docs)) - print(f"πŸ’Ύ {len(new_chunks)} chunks added to FAISS index.") - - print("🧠 Building knowledge graph...") - create_knowledge_graph(new_chunks) - - else: - print("πŸ“ No new documents to index.") - - retriever = vectorstore.as_retriever(search_type="similarity", search_kwargs={"k": 50, "fetch_k": 100}) - - RFP_DECISION_TEMPLATE = """ - You are answering an RFP requirement with risk awareness. - - Requirement: - Type: {requirement_type} - Subject: {subject} - Expected value: {expected_value} - - Document evidence: - {text_context} - - Graph evidence: - {graph_context} - - Decision rules: - - Answer ONLY with YES, NO or PARTIAL - - If value differs, answer PARTIAL - - If not found, answer NO - - Interpretation rules (MANDATORY): - - If a capability is supported but requires reboot, downtime, or restart, it STILL counts as YES unless the requirement explicitly forbids it. - - "Servidor em funcionamento" means the resource exists and is active before the operation, not that it must remain online without interruption. - - Only answer NO if the operation is NOT supported at all or requires destroying and recreating the resource. - - Reboot, restart, or brief unavailability MUST NOT be interpreted as lack of support. - - Confidence rules: - - HIGH: Explicit evidence directly answers the requirement - - MEDIUM: Evidence partially matches or requires light interpretation - - LOW: Requirement is ambiguous OR evidence is indirect OR missing - - Ambiguity rules: - - ambiguity_detected = true if: - - The requirement can be interpreted in more than one way - - Keywords are vague (e.g. "support", "integration", "capability") - - Evidence does not clearly bind to subject + expected value - - Service scope rules (MANDATORY): - - Do NOT use evidence from a different Oracle Cloud service to justify another. - - OUTPUT CONSTRAINTS (MANDATORY): - - Return ONLY a valid JSON object - - Do NOT include explanations, comments, markdown, lists, or code fences - - Do NOT write any text before or after the JSON - - The response must start with an opening curly brace and end with a closing curly brace - - JSON schema (return exactly this structure): - {{ - "answer": "YES | NO | PARTIAL", - "confidence": "HIGH | MEDIUM | LOW", - "ambiguity_detected": true, - "confidence_reason": "", - "justification": "", - "evidence": [ - {{ - "quote": "", - "source": "" - }} - ] - }} - """ - prompt = PromptTemplate.from_template(RFP_DECISION_TEMPLATE) - - def get_context_from_requirement(req: dict): - query_terms = extract_graph_keywords_from_requirement(req) - - docs = retriever.invoke(query_terms) - graph_context = query_knowledge_graph(query_terms) - - return { - "text_context": "\n\n".join(doc.page_content for doc in docs), - "graph_context": graph_context, - "requirement_type": req["requirement_type"], - "subject": req["subject"], - "expected_value": req.get("expected_value", "") - } - - parse_requirement_runnable = RunnableLambda( - lambda q: parse_rfp_requirement(q) - ) - chain = ( - parse_requirement_runnable - | RunnableMap({ - "text_context": RunnableLambda( - lambda req: get_context_from_requirement(req)["text_context"] - ), - "graph_context": RunnableLambda( - lambda req: get_context_from_requirement(req)["graph_context"] - ), - "requirement_type": lambda req: req["requirement_type"], - "subject": lambda req: req["subject"], - "expected_value": lambda req: req.get("expected_value", "") - }) - | prompt - | llm - | StrOutputParser() - ) - - print("βœ… READY") - - while True: - query = input("❓ Question (or 'quit' to exit): ") - if query.lower() == "quit": - break - response = chain.invoke(query) - print("\nπŸ“œ RESPONSE:\n") - print(response) - print("\n" + "=" * 80 + "\n") - -def get_context_from_requirement(req: dict): - query_terms = extract_graph_keywords_from_requirement(req) - - docs = retriever.invoke(query_terms) - graph_context = query_knowledge_graph(query_terms) - - graph_terms = extract_terms_from_graph_text(graph_context) - reranked_chunks = rerank_documents_with_graph_terms( - docs, - query_terms, - graph_terms - ) - - return { - "text_context": "\n\n".join(reranked_chunks), - "graph_context": graph_context, - "requirement_type": req["requirement_type"], - "subject": req["subject"], - "expected_value": req.get("expected_value", "") - } - -try: - vectorstore = FAISS.load_local( - INDEX_PATH, - embeddings, - allow_dangerous_deserialization=True - ) - - retriever = vectorstore.as_retriever( - search_type="similarity", - search_kwargs={"k": 50, "fetch_k": 100} - ) -except: - print("No Faiss") - -RFP_DECISION_TEMPLATE = """ -You are answering an RFP requirement with risk awareness. - -Requirement: -Type: {requirement_type} -Subject: {subject} -Expected value: {expected_value} - -Document evidence: -{text_context} - -Graph evidence: -{graph_context} - -Decision rules: -- Answer ONLY with YES, NO or PARTIAL -- If value differs, answer PARTIAL -- If not found, answer NO - -Interpretation rules (MANDATORY): -- If a capability is supported but requires reboot, downtime, or restart, it STILL counts as YES unless the requirement explicitly forbids it. -- "Servidor em funcionamento" means the resource exists and is active before the operation, not that it must remain online without interruption. -- Only answer NO if the operation is NOT supported at all or requires destroying and recreating the resource. -- Reboot, restart, or brief unavailability MUST NOT be interpreted as lack of support. - -Confidence rules: -- HIGH: Explicit evidence directly answers the requirement -- MEDIUM: Evidence partially matches or requires light interpretation -- LOW: Requirement is ambiguous OR evidence is indirect OR missing - -Ambiguity rules: -- ambiguity_detected = true if: - - The requirement can be interpreted in more than one way - - Keywords are vague (e.g. "support", "integration", "capability") - - Evidence does not clearly bind to subject + expected value - -Service scope rules (MANDATORY): -- Do NOT use evidence from a different Oracle Cloud service to justify another. - -OUTPUT CONSTRAINTS (MANDATORY): -- Return ONLY a valid JSON object -- Do NOT include explanations, comments, markdown, lists, or code fences -- Do NOT write any text before or after the JSON -- The response must start with an opening curly brace and end with a closing curly brace - -JSON schema (return exactly this structure): -{{ - "answer": "YES | NO | PARTIAL", - "confidence": "HIGH | MEDIUM | LOW", - "ambiguity_detected": true, - "confidence_reason": "", - "justification": "", - "evidence": [ - {{ - "quote": "", - "source": "" - }} - ] -}} -""" -prompt = PromptTemplate.from_template(RFP_DECISION_TEMPLATE) - -parse_requirement_runnable = RunnableLambda( - lambda q: parse_rfp_requirement(q) -) - -chain = ( - parse_requirement_runnable - | RunnableMap({ - "text_context": RunnableLambda( - lambda req: get_context_from_requirement(req)["text_context"] - ), - "graph_context": RunnableLambda( - lambda req: get_context_from_requirement(req)["graph_context"] - ), - "requirement_type": lambda req: req["requirement_type"], - "subject": lambda req: req["subject"], - "expected_value": lambda req: req.get("expected_value", "") -}) - | prompt - | llm - | StrOutputParser() -) - -def answer_question(question: str) -> str: - return chain.invoke(question) - -# πŸš€ Run -if __name__ == "__main__": - chat() \ No newline at end of file diff --git a/files/index.html b/files/index.html deleted file mode 100644 index f5ae32a..0000000 --- a/files/index.html +++ /dev/null @@ -1,297 +0,0 @@ - - - - - Oracle AI RFP Response - - - - - -

🧠 Oracle AI RFP Response

- - -
- -

- Oracle LAD A-Team
- Cristiano Hoshikawa
- cristiano.hoshikawa@oracle.com -

- -

- Tutorial: - https://docs.oracle.com/en/learn/oci-genai-pdf
- REST Service Endpoint: - http://demo-orcl-api-ai.hoshikawa.com.br:8101/chat -

- -
- -

Overview

- -

- This application provides an AI-assisted RFP response engine for - Oracle Cloud Infrastructure (OCI). - It analyzes natural language requirements and returns a - structured, evidence-based technical response. -

- -
    -
  • Official Oracle technical documentation
    • -
  • Semantic search using vector embeddings
    • -
  • Knowledge Graph signals
    • -
  • Large Language Models (LLMs)
    • -
- -
- - -
- -

Try It β€” Live RFP Question

- -

- Enter an RFP requirement or technical question below. - The API will return a structured JSON response. -

- - - - -

AI Response

- 

-
-

-
-
-

-
-    
REST API Usage

-
-    

-        The service exposes a POST endpoint that accepts a JSON payload.
-    

-
-    
-        curl -X POST http://demo-orcl-api-ai.hoshikawa.com.br:8101/chat \
-        -H "Content-Type: application/json" \
-        -d '{
-        "question": "Does Oracle Cloud Infrastructure (OCI) Compute support online resizing of memory for running virtual machine instances?"
-        }'
-    
-
-    
Request Parameters

-
-    

-        question (string)

-        Natural language description of an RFP requirement or technical capability.
-        Small wording changes may affect how intent and evidence are interpreted.
-    

-
-

-
-
-

-
-    
AI Response JSON Structure

-
-    

-        The API always returns a strict and normalized JSON structure,
-        designed for traceability, auditing, and human validation.
-    

-
-    
answer

-    

-        Final assessment of the requirement:
-        YES, NO, or PARTIAL.
-        A NO means the requirement is not explicitly satisfied as written.
-    

-
-    
confidence

-    

-        Indicates the strength of the supporting evidence:
-        HIGH, MEDIUM, or LOW.
-    

-
-    
ambiguity_detected

-    

-        Flags whether the requirement is vague, overloaded, or open to interpretation.
-    

-
-    
confidence_reason

-    

-        Short explanation justifying the confidence level.
-    

-
-    
justification

-    

-        Technical rationale connecting the evidence to the requirement.
-        This is not marketing text.
-    

-
-    
evidence

-    

-        List of supporting references:
-    

-    
    
-        
  • quote – Exact extracted text
    • 
-        
  • source – URL or document reference
    • 
-    

-
-

-
-
-

-
-    
Important Notes

-
-    
    
-        
  • 
-            Responses are generated by an LLM.
-            Even with low temperature, minor variations may occur across executions.
-        
    • 
-        
  • 
-            Results depend on wording, terminology, and framing of the requirement.
-        
    • 
-        
  • 
-            In many RFPs, an initial NO can be reframed into a valid
-            YES by mapping the requirement to the correct OCI service.
-        
    • 
-        
  • 
-            Human review is mandatory.
-            This tool supports architects and RFP teams β€” it does not replace them.
-        
    • 
-    

-
-    

-        GraphRAG β€’ Oracle Autonomous Database 23ai β€’ Embeddings β€’ Knowledge Graph β€’ LLM β€’ Flask API
-    

-
-

-
-
-
-
-
\ No newline at end of file
diff --git a/files/modules/admin/routes.py b/files/modules/admin/routes.py
new file mode 100644
index 0000000..c76b4c9
--- /dev/null
+++ b/files/modules/admin/routes.py
@@ -0,0 +1,160 @@
+from flask import Blueprint, render_template, request, jsonify, redirect, flash
+from modules.core.security import requires_admin_auth
+from modules.core.audit import audit_log
+import threading
+from modules.core.audit import audit_log
+
+from oci_genai_llm_graphrag_rerank_rfp import (
+    search_chunks_for_invalidation,
+    revoke_chunk_by_hash,
+    get_chunk_metadata,
+    add_manual_knowledge_entry,
+    reload_all
+)
+
+admin_bp = Blueprint("admin", __name__)
+
+
+# =========================
+# ADMIN HOME (invalidate UI)
+# =========================
+@admin_bp.route("/")
+@requires_admin_auth
+def admin_home():
+    return render_template("admin_menu.html")
+
+@admin_bp.route("/invalidate")
+@requires_admin_auth
+def invalidate_page():
+    return render_template(
+        "invalidate.html",
+        results=[],
+        statement=""
+    )
+
+# =========================
+# SEARCH CHUNKS
+# =========================
+@admin_bp.route("/search", methods=["POST"])
+@requires_admin_auth
+def search_for_invalidation():
+
+    statement = request.form["statement"]
+
+    docs = search_chunks_for_invalidation(statement)
+
+    hashes = [d.metadata.get("chunk_hash") for d in docs if d.metadata.get("chunk_hash")]
+    meta = get_chunk_metadata(hashes)
+
+    results = []
+
+    for d in docs:
+        h = d.metadata.get("chunk_hash")
+        m = meta.get(h, {})
+
+        results.append({
+            "chunk_hash": h,
+            "source": d.metadata.get("source"),
+            "text": d.page_content,
+            "origin": m.get("origin"),
+            "status": m.get("status")
+        })
+
+    return render_template(
+        "invalidate.html",
+        statement=statement,
+        results=results
+    )
+
+
+# =========================
+# REVOKE
+# =========================
+@admin_bp.route("/revoke", methods=["POST"])
+@requires_admin_auth
+def revoke_chunk_ui():
+
+    data = request.get_json()
+
+    chunk_hash = str(data["chunk_hash"])
+    reason = str(data.get("reason", "Manual revoke"))
+    audit_log("INVALIDATE", f"chunk_hash={chunk_hash}")
+
+    print("chunk_hash", chunk_hash)
+    print("reason", reason)
+
+    revoke_chunk_by_hash(chunk_hash, reason)
+
+    return {"status": "ok", "chunk_hash": chunk_hash}
+
+
+# =========================
+# ADD MANUAL KNOWLEDGE
+# =========================
+@admin_bp.route("/add-knowledge", methods=["POST"])
+@requires_admin_auth
+def add_manual_knowledge():
+
+    data = request.get_json(force=True)
+
+    chunk_hash = add_manual_knowledge_entry(
+        text=data["text"],
+        author="ADMIN",
+        reason=data.get("reason"),
+        source="MANUAL_INPUT",
+        origin="MANUAL",
+        also_update_graph=True
+    )
+    audit_log("ADD_KNOWLEDGE", f"chunk_hash={chunk_hash}")
+
+    return jsonify({
+        "status": "OK",
+        "chunk_hash": chunk_hash
+    })
+
+# =========================
+# UPDATE CHUNK
+# =========================
+@admin_bp.route("/update-chunk", methods=["POST"])
+@requires_admin_auth
+def update_chunk():
+
+    data = request.get_json() or {}
+
+    chunk_hash = str(data.get("chunk_hash", "")).strip()
+    text = str(data.get("text", "")).strip()
+
+    print("chunk_hash", chunk_hash)
+    print("text", text)
+
+    if not chunk_hash:
+        return {"status": "error", "message": "missing hash"}, 400
+
+    reason = str(data.get("reason", "Manual change"))
+
+    revoke_chunk_by_hash(chunk_hash, reason=reason)
+    chunk_hash = add_manual_knowledge_entry(
+        text=text,
+        author="ADMIN",
+        reason=reason,
+        source="MANUAL_INPUT",
+        origin="MANUAL",
+        also_update_graph=True
+    )
+    audit_log("UPDATE CHUNK", f"chunk_hash={chunk_hash}")
+
+    return jsonify({
+        "status": "OK",
+        "chunk_hash": chunk_hash
+    })
+
+@admin_bp.route("/reboot", methods=["POST"])
+@requires_admin_auth
+def reboot_service():
+    # roda em background pra nΓ£o travar request
+    threading.Thread(target=reload_all, daemon=True).start()
+
+    return jsonify({
+        "status": "ok",
+        "message": "Knowledge reload started"
+    })
\ No newline at end of file
diff --git a/files/modules/architecture/routes.py b/files/modules/architecture/routes.py
new file mode 100644
index 0000000..c9378a6
--- /dev/null
+++ b/files/modules/architecture/routes.py
@@ -0,0 +1,83 @@
+from flask import Blueprint, request, jsonify
+import uuid
+import json
+from pathlib import Path
+from modules.core.audit import audit_log
+
+from modules.core.security import requires_app_auth
+from .service import start_architecture_job
+from .store import ARCH_JOBS, ARCH_LOCK
+
+architecture_bp = Blueprint("architecture", __name__)
+
+ARCH_FOLDER = Path("architecture")
+
+@architecture_bp.route("/architecture/start", methods=["POST"])
+@requires_app_auth
+def architecture_start():
+    data = request.get_json(force=True) or {}
+    question = (data.get("question") or "").strip()
+
+    if not question:
+        return jsonify({"error": "Empty question"}), 400
+
+    job_id = str(uuid.uuid4())
+    audit_log("ARCHITECTURE", f"job_id={job_id}")
+
+    with ARCH_LOCK:
+        ARCH_JOBS[job_id] = {
+            "status": "RUNNING",
+            "logs": []
+        }
+
+    start_architecture_job(job_id, question)
+    return jsonify({"job_id": job_id})
+
+
+@architecture_bp.route("/architecture//status", methods=["GET"])
+@requires_app_auth
+def architecture_status(job_id):
+    job_dir = ARCH_FOLDER / job_id
+    status_file = job_dir / "status.json"
+
+    # fallback 1: status persistido
+    if status_file.exists():
+        try:
+            return jsonify(json.loads(status_file.read_text(encoding="utf-8")))
+        except Exception:
+            return jsonify({"status": "ERROR", "detail": "Invalid status file"}), 500
+
+    # fallback 2: status em memΓ³ria
+    with ARCH_LOCK:
+        job = ARCH_JOBS.get(job_id)
+
+    if job:
+        return jsonify({"status": job.get("status", "PROCESSING")})
+
+    return jsonify({"status": "NOT_FOUND"}), 404
+
+
+@architecture_bp.route("/architecture//logs", methods=["GET"])
+@requires_app_auth
+def architecture_logs(job_id):
+    with ARCH_LOCK:
+        job = ARCH_JOBS.get(job_id, {})
+    return jsonify({"logs": job.get("logs", [])})
+
+@architecture_bp.route("/architecture//result", methods=["GET"])
+@requires_app_auth
+def architecture_result(job_id):
+    job_dir = ARCH_FOLDER / job_id
+    result_file = job_dir / "architecture.json"
+
+    # ainda nΓ£o terminou
+    if not result_file.exists():
+        return jsonify({"error": "not ready"}), 404
+
+    try:
+        raw = result_file.read_text(encoding="utf-8")
+        plan = json.loads(raw)
+        return jsonify(plan)
+
+    except Exception as e:
+        return jsonify({"error": str(e)}), 500
\ No newline at end of file
diff --git a/files/modules/architecture/service.py b/files/modules/architecture/service.py
new file mode 100644
index 0000000..1bfedeb
--- /dev/null
+++ b/files/modules/architecture/service.py
@@ -0,0 +1,56 @@
+import threading
+import json
+from pathlib import Path
+
+from .store import ARCH_JOBS, ARCH_LOCK
+from oci_genai_llm_graphrag_rerank_rfp import call_architecture_planner, architecture_to_mermaid
+
+ARCH_FOLDER = Path("architecture")
+ARCH_FOLDER.mkdir(exist_ok=True)
+
+def make_job_logger(job_id: str):
+    def _log(msg):
+        with ARCH_LOCK:
+            job = ARCH_JOBS.get(job_id)
+            if job:
+                job["logs"].append(str(msg))
+    return _log
+
+def start_architecture_job(job_id: str, question: str):
+    job_dir = ARCH_FOLDER / job_id
+    job_dir.mkdir(parents=True, exist_ok=True)
+
+    status_file = job_dir / "status.json"
+    result_file = job_dir / "architecture.json"
+
+    def write_status(state: str, detail: str | None = None):
+        payload = {"status": state}
+        if detail:
+            payload["detail"] = detail
+        status_file.write_text(json.dumps(payload, ensure_ascii=False, indent=2), encoding="utf-8")
+
+        with ARCH_LOCK:
+            if job_id in ARCH_JOBS:
+                ARCH_JOBS[job_id]["status"] = state
+                if detail:
+                    ARCH_JOBS[job_id]["detail"] = detail
+
+    write_status("PROCESSING")
+
+    def background():
+        try:
+            logger = make_job_logger(job_id)
+
+            plan = call_architecture_planner(question, log=logger)
+            if not isinstance(plan, dict):
+                raise TypeError(f"Planner returned {type(plan)}")
+
+            plan["mermaid"] = architecture_to_mermaid(plan)
+
+            result_file.write_text(json.dumps(plan, ensure_ascii=False, indent=2), encoding="utf-8")
+            write_status("DONE")
+
+        except Exception as e:
+            write_status("ERROR", str(e))
+
+    threading.Thread(target=background, daemon=True).start()
\ No newline at end of file
diff --git a/files/modules/architecture/store.py b/files/modules/architecture/store.py
new file mode 100644
index 0000000..a3346e5
--- /dev/null
+++ b/files/modules/architecture/store.py
@@ -0,0 +1,4 @@
+from threading import Lock
+
+ARCH_LOCK = Lock()
+ARCH_JOBS = {}
\ No newline at end of file
diff --git a/files/modules/auth/routes.py b/files/modules/auth/routes.py
new file mode 100644
index 0000000..ea40e2c
--- /dev/null
+++ b/files/modules/auth/routes.py
@@ -0,0 +1,64 @@
+from flask import Blueprint, render_template, request, redirect, url_for, flash, jsonify, session
+from modules.users.service import signup_user
+from config_loader import load_config
+from modules.users.service import create_user, authenticate_user
+
+auth_bp = Blueprint(
+    "auth",
+    __name__,
+    template_folder="../../templates/users"
+)
+
+config = load_config()
+
+@auth_bp.route("/signup", methods=["GET", "POST"])
+def signup():
+
+    if request.method == "POST":
+        email = request.form.get("email")
+        name = request.form.get("name")
+
+        try:
+            link = signup_user(email, name)
+
+            if link and config.dev_mode == 1:
+                flash(f"DEV MODE: password link β†’ {link}", "success")
+            else:
+                flash("User created and email sent", "success")
+        except Exception as e:
+            flash(str(e), "danger")
+
+        return redirect(url_for("auth.signup"))
+
+    return render_template("users/signup.html")
+
+@auth_bp.route("/register", methods=["POST"])
+def register():
+    data = request.json
+    create_user(data["username"], data["password"])
+    return jsonify({"status": "ok"})
+
+@auth_bp.route("/login", methods=["POST"])
+def login():
+
+    email = request.form.get("username")
+    password = request.form.get("password")
+
+    ok = authenticate_user(email, password)
+
+    if not ok:
+        flash("Invalid credentials")
+        return redirect("/login")
+
+    session["user_email"] = email
+
+    return redirect("/")
+
+@auth_bp.route("/login", methods=["GET"])
+def login_page():
+    return render_template("users/login.html")
+
+@auth_bp.route("/logout")
+def logout():
+    session.clear()   # remove tudo da sessΓ£o
+    return redirect("/login")
diff --git a/files/modules/chat/routes.py b/files/modules/chat/routes.py
new file mode 100644
index 0000000..95efc05
--- /dev/null
+++ b/files/modules/chat/routes.py
@@ -0,0 +1,82 @@
+import json
+from flask import Blueprint, request, jsonify
+from modules.core.security import requires_app_auth
+from oci_genai_llm_graphrag_rerank_rfp import answer_question, search_active_chunks
+from modules.core.audit import audit_log
+from .service import start_chat_job
+from .store import CHAT_JOBS, CHAT_LOCK
+
+chat_bp = Blueprint("chat", __name__)
+
+def parse_llm_json(raw: str) -> dict:
+    try:
+        if not isinstance(raw, str):
+            return {"answer": "ERROR", "justification": "LLM output is not a string", "raw_output": str(raw)}
+        raw = raw.replace("```json", "").replace("```", "").strip()
+        return json.loads(raw)
+    except Exception:
+        return {"answer": "ERROR", "justification": "LLM returned invalid JSON", "raw_output": raw}
+
+@chat_bp.route("/chat", methods=["POST"])
+@requires_app_auth
+def chat():
+    data = request.get_json(force=True) or {}
+    question = (data.get("question") or "").strip()
+
+    if not question:
+        return jsonify({"error": "Empty question"}), 400
+
+    raw_answer = answer_question(question)
+    parsed_answer = parse_llm_json(raw_answer)
+    audit_log("RFP_QUESTION", f"question={question}")
+
+    # (opcional) manter comportamento antigo de evidence/full_text se vocΓͺ quiser
+    # docs = search_active_chunks(question)
+
+    return jsonify({
+        "question": question,
+        "result": parsed_answer
+    })
+
+@chat_bp.post("/chat/start")
+def start():
+
+    question = request.json["question"]
+
+    job_id = start_chat_job(question)
+
+    return jsonify({"job_id": job_id})
+
+@chat_bp.get("/chat//status")
+def status(job_id):
+
+    with CHAT_LOCK:
+        job = CHAT_JOBS.get(job_id)
+
+    if not job:
+        return jsonify({"error": "not found"}), 404
+
+    return jsonify({"status": job["status"]})
+
+@chat_bp.get("/chat//result")
+def result(job_id):
+
+    with CHAT_LOCK:
+        job = CHAT_JOBS.get(job_id)
+
+    if not job:
+        return jsonify({"error": "not found"}), 404
+
+    return jsonify({
+        "result": parse_llm_json(job["result"]),
+        "error": job["error"]
+    })
+
+@chat_bp.get("/chat//logs")
+def logs(job_id):
+
+    with CHAT_LOCK:
+        job = CHAT_JOBS.get(job_id)
+
+    return jsonify({"logs": job["logs"]})
+
diff --git a/files/modules/chat/service.py b/files/modules/chat/service.py
new file mode 100644
index 0000000..0ba1cd4
--- /dev/null
+++ b/files/modules/chat/service.py
@@ -0,0 +1,44 @@
+import threading
+import uuid
+from .store import CHAT_JOBS, CHAT_LOCK
+from oci_genai_llm_graphrag_rerank_rfp import answer_question
+
+
+def start_chat_job(question: str):
+
+    job_id = str(uuid.uuid4())
+
+    with CHAT_LOCK:
+        CHAT_JOBS[job_id] = {
+            "status": "PROCESSING",
+            "result": None,
+            "error": None,
+            "logs": []
+        }
+
+    def log(msg):
+        with CHAT_LOCK:
+            CHAT_JOBS[job_id]["logs"].append(str(msg))
+
+    def background():
+        try:
+            log("Starting answer_question()")
+
+            result = answer_question(question)
+
+            with CHAT_LOCK:
+                CHAT_JOBS[job_id]["result"] = result
+                CHAT_JOBS[job_id]["status"] = "DONE"
+
+            log("DONE")
+
+        except Exception as e:
+            with CHAT_LOCK:
+                CHAT_JOBS[job_id]["error"] = str(e)
+                CHAT_JOBS[job_id]["status"] = "ERROR"
+
+            log(f"ERROR: {e}")
+
+    threading.Thread(target=background, daemon=True).start()
+
+    return job_id
\ No newline at end of file
diff --git a/files/modules/chat/store.py b/files/modules/chat/store.py
new file mode 100644
index 0000000..8787749
--- /dev/null
+++ b/files/modules/chat/store.py
@@ -0,0 +1,4 @@
+import threading
+
+CHAT_JOBS = {}
+CHAT_LOCK = threading.Lock()
\ No newline at end of file
diff --git a/files/modules/core/audit.py b/files/modules/core/audit.py
new file mode 100644
index 0000000..484f3f0
--- /dev/null
+++ b/files/modules/core/audit.py
@@ -0,0 +1,11 @@
+from flask import session, request
+from datetime import datetime
+
+def audit_log(action: str, detail: str = ""):
+    email = session.get("user_email", "anonymous")
+    ip = request.remote_addr
+
+    line = f"{datetime.utcnow().isoformat()} | {email} | {ip} | {action} | {detail}\n"
+
+    with open("audit.log", "a", encoding="utf-8") as f:
+        f.write(line)
\ No newline at end of file
diff --git a/files/modules/core/security.py b/files/modules/core/security.py
new file mode 100644
index 0000000..2b78874
--- /dev/null
+++ b/files/modules/core/security.py
@@ -0,0 +1,92 @@
+from functools import wraps
+from flask import request, Response, url_for, session, redirect
+from werkzeug.security import check_password_hash
+from modules.core.audit import audit_log
+from modules.users.db import get_pool
+
+# =========================
+# Base authentication
+# =========================
+
+def authenticate():
+    return redirect(url_for("auth.login_page"))
+
+def get_current_user():
+
+    email = session.get("user_email")
+    if not email:
+        return None
+
+    sql = """
+          SELECT id, username, email, user_role, active
+          FROM app_users
+          WHERE email = :1 \
+          """
+
+    pool = get_pool()
+
+    with pool.acquire() as conn:
+        with conn.cursor() as cur:
+            cur.execute(sql, [email])
+            row = cur.fetchone()
+
+    if not row:
+        return None
+
+    return {
+        "id": row[0],
+        "username": row[1],
+        "email": row[2],
+        "role": row[3],
+        "active": row[4]
+    }
+
+
+# =========================
+# Decorators
+# =========================
+
+def requires_login(f):
+    @wraps(f)
+    def wrapper(*args, **kwargs):
+        user = get_current_user()
+        if not user:
+            return authenticate()
+        return f(*args, **kwargs)
+    return wrapper
+
+
+def requires_app_auth(f):
+    @wraps(f)
+    def wrapper(*args, **kwargs):
+        user = get_current_user()
+
+        if not user:
+            return authenticate()
+
+        role = (user.get("role") or "").strip().lower()
+
+        if role not in ["user", "admin"]:
+            return authenticate()
+
+        audit_log("LOGIN_SUCCESS", f"user={user}")
+
+        return f(*args, **kwargs)
+    return wrapper
+
+
+def requires_admin_auth(f):
+    @wraps(f)
+    def wrapper(*args, **kwargs):
+        user = get_current_user()
+
+        if not user:
+            return authenticate()
+
+        if user.get("role") != "admin":
+            return authenticate()
+
+        audit_log("LOGIN_ADMIN_SUCCESS", f"user={user}")
+
+        return f(*args, **kwargs)
+    return wrapper
\ No newline at end of file
diff --git a/files/modules/excel/queue_manager.py b/files/modules/excel/queue_manager.py
new file mode 100644
index 0000000..632bb74
--- /dev/null
+++ b/files/modules/excel/queue_manager.py
@@ -0,0 +1,113 @@
+from queue import Queue
+import threading
+import logging
+
+logger = logging.getLogger(__name__)
+
+# =========================================
+# CONFIG
+# =========================================
+
+MAX_CONCURRENT_EXCEL = 10
+
+# =========================================
+# STATE
+# =========================================
+
+EXCEL_QUEUE = Queue()
+EXCEL_LOCK = threading.Lock()
+
+ACTIVE_JOBS = set()   # jobs em execução
+
+# =========================================
+# Helpers
+# =========================================
+
+def get_queue_position(job_id: str) -> int:
+    """
+    Retorna:
+    0 = jΓ‘ estΓ‘ executando
+    1..N = posição na fila
+    -1 = nΓ£o encontrado
+    """
+    with EXCEL_LOCK:
+
+        if job_id in ACTIVE_JOBS:
+            return 0
+
+        items = list(EXCEL_QUEUE.queue)
+
+        for i, item in enumerate(items):
+            if item["job_id"] == job_id:
+                return i + 1
+
+        return -1
+
+
+# =========================================
+# WORKER
+# =========================================
+
+def _worker(worker_id: int):
+    logger.info(f"🟒 Excel worker-{worker_id} started")
+
+    while True:
+        job = EXCEL_QUEUE.get()
+
+        job_id = job["job_id"]
+
+        try:
+            with EXCEL_LOCK:
+                ACTIVE_JOBS.add(job_id)
+
+            logger.info(f"πŸš€ [worker-{worker_id}] Processing {job_id}")
+
+            job["fn"](*job["args"], **job["kwargs"])
+
+            logger.info(f"βœ… [worker-{worker_id}] Finished {job_id}")
+
+        except Exception as e:
+            logger.exception(f"❌ [worker-{worker_id}] Failed {job_id}: {e}")
+
+        finally:
+            with EXCEL_LOCK:
+                ACTIVE_JOBS.discard(job_id)
+
+            EXCEL_QUEUE.task_done()
+
+
+# =========================================
+# START POOL
+# =========================================
+
+def start_excel_worker():
+    """
+    Inicia pool com N workers simultΓ’neos
+    """
+    for i in range(MAX_CONCURRENT_EXCEL):
+        threading.Thread(
+            target=_worker,
+            args=(i + 1,),
+            daemon=True
+        ).start()
+
+    logger.info(f"πŸ”₯ Excel queue started with {MAX_CONCURRENT_EXCEL} workers")
+
+
+# =========================================
+# ENQUEUE
+# =========================================
+
+def enqueue_excel_job(job_id, fn, *args, **kwargs):
+    job = {
+        "job_id": job_id,
+        "fn": fn,
+        "args": args,
+        "kwargs": kwargs
+    }
+
+    with EXCEL_LOCK:
+        EXCEL_QUEUE.put(job)
+        position = EXCEL_QUEUE.qsize()
+
+    return position
\ No newline at end of file
diff --git a/files/modules/excel/routes.py b/files/modules/excel/routes.py
new file mode 100644
index 0000000..a19a234
--- /dev/null
+++ b/files/modules/excel/routes.py
@@ -0,0 +1,110 @@
+from flask import Blueprint, request, jsonify, send_file, render_template
+from pathlib import Path
+import uuid
+import json
+from config_loader import load_config
+from modules.core.audit import audit_log
+from modules.core.security import get_current_user
+
+from modules.core.security import requires_app_auth
+from .service import start_excel_job
+from .store import EXCEL_JOBS, EXCEL_LOCK
+
+excel_bp = Blueprint("excel", __name__)
+config = load_config()
+API_BASE_URL = f"{config.app_base}:{config.service_port}"
+
+UPLOAD_FOLDER = Path("./uploads")
+UPLOAD_FOLDER.mkdir(exist_ok=True)
+
+ALLOWED_EXTENSIONS = {"xlsx"}
+API_URL = API_BASE_URL + "/chat"
+
+
+def allowed_file(filename):
+    return "." in filename and filename.rsplit(".", 1)[1].lower() in ALLOWED_EXTENSIONS
+
+
+# =========================
+# Upload + start processing
+# =========================
+@excel_bp.route("/upload/excel", methods=["POST"])
+@requires_app_auth
+def upload_excel():
+    file = request.files.get("file")
+    email = request.form.get("email")
+
+    if not file or not email:
+        return jsonify({"error": "file and email required"}), 400
+
+    if not allowed_file(file.filename):
+        return jsonify({"error": "invalid file type"}), 400
+
+    job_id = str(uuid.uuid4())
+    audit_log("UPLOAD_EXCEL", f"job_id={job_id}")
+
+    job_dir = UPLOAD_FOLDER / job_id
+    job_dir.mkdir(parents=True, exist_ok=True)
+
+    input_path = job_dir / "input.xlsx"
+    file.save(input_path)
+
+    with EXCEL_LOCK:
+        EXCEL_JOBS[job_id] = {"status": "RUNNING"}
+
+    user = get_current_user()
+
+    start_excel_job(
+        job_id=job_id,
+        input_path=input_path,
+        email=email,
+        auth_user=None,
+        auth_pass=None,
+        api_url=API_URL
+    )
+
+    return jsonify({"status": "STARTED", "job_id": job_id})
+
+
+# =========================
+# Status
+# =========================
+@excel_bp.route("/job//status")
+@requires_app_auth
+def job_status(job_id):
+    status_file = UPLOAD_FOLDER / job_id / "status.json"
+
+    if not status_file.exists():
+        return jsonify({"status": "PROCESSING"})
+
+    return jsonify(json.loads(status_file.read_text()))
+
+
+# =========================
+# Download result
+# =========================
+@excel_bp.route("/download/")
+@requires_app_auth
+def download(job_id):
+    result_file = UPLOAD_FOLDER / job_id / "result.xlsx"
+
+    if not result_file.exists():
+        return jsonify({"error": "not ready"}), 404
+
+    return send_file(
+        result_file,
+        as_attachment=True,
+        download_name=f"RFP_result_{job_id}.xlsx"
+    )
+
+@excel_bp.route("/job//logs", methods=["GET"])
+@requires_app_auth
+def excel_logs(job_id):
+    with EXCEL_LOCK:
+        job = EXCEL_JOBS.get(job_id, {})
+    return jsonify({"logs": job.get("logs", [])})
+
+@excel_bp.route("/excel/job/")
+@requires_app_auth
+def job_page(job_id):
+    return render_template("excel/job_status.html", job_id=job_id)
\ No newline at end of file
diff --git a/files/modules/excel/service.py b/files/modules/excel/service.py
new file mode 100644
index 0000000..51d02f2
--- /dev/null
+++ b/files/modules/excel/service.py
@@ -0,0 +1,115 @@
+import threading
+import json
+from pathlib import Path
+from datetime import datetime
+from flask import jsonify
+from .storage import upload_file, generate_download_url
+
+from rfp_process import process_excel_rfp
+from .store import EXCEL_JOBS, EXCEL_LOCK
+from modules.users.email_service import send_completion_email
+from modules.excel.queue_manager import enqueue_excel_job
+
+EXECUTION_METHOD = "QUEUE" # THREAD OR QUEUE
+
+UPLOAD_FOLDER = Path("uploads")
+UPLOAD_FOLDER.mkdir(exist_ok=True)
+
+
+def make_job_logger(job_id: str):
+    """Logger simples: guarda logs na memΓ³ria (igual ao arquiteto)."""
+    def _log(msg):
+        with EXCEL_LOCK:
+            job = EXCEL_JOBS.get(job_id)
+            if job is not None:
+                job.setdefault("logs", []).append(str(msg))
+    return _log
+
+
+def start_excel_job(job_id: str, input_path: Path, email: str, auth_user: str, auth_pass: str, api_url: str):
+
+    job_dir = UPLOAD_FOLDER / job_id
+    job_dir.mkdir(parents=True, exist_ok=True)
+
+    output_path = job_dir / "result.xlsx"
+    status_file = job_dir / "status.json"
+    object_name = f"{job_id}/result.xlsx"
+
+    logger = make_job_logger(job_id)
+
+    def write_status(state: str, detail: str | None = None):
+        payload = {
+            "status": state,
+            "updated_at": datetime.utcnow().isoformat(),
+        }
+        if detail:
+            payload["detail"] = detail
+
+        status_file.write_text(
+            json.dumps(payload, ensure_ascii=False, indent=2),
+            encoding="utf-8"
+        )
+
+        with EXCEL_LOCK:
+            job = EXCEL_JOBS.get(job_id)
+            if job is not None:
+                job["status"] = state
+                if detail:
+                    job["detail"] = detail
+
+    # garante estrutura do job na memΓ³ria
+    with EXCEL_LOCK:
+        EXCEL_JOBS.setdefault(job_id, {})
+        EXCEL_JOBS[job_id].setdefault("logs", [])
+        EXCEL_JOBS[job_id]["status"] = "PROCESSING"
+
+    write_status("PROCESSING")
+    logger(f"Starting Excel job {job_id}")
+    logger(f"Input: {input_path}")
+    logger(f"Output: {output_path}")
+
+    def background():
+        try:
+            # processamento principal
+            process_excel_rfp(
+                input_excel=input_path,
+                output_excel=output_path,
+                api_url=api_url,
+                auth_user=auth_user,
+                auth_pass=auth_pass,
+            )
+
+            write_status("DONE")
+            logger("Excel processing DONE")
+
+            upload_file(output_path, object_name)
+            download_url = generate_download_url(object_name)
+
+            write_status("DONE", download_url)
+
+            # email / dev message
+            dev_message = send_completion_email(email, download_url, job_id)
+            if dev_message:
+                logger(f"DEV email message/link: {dev_message}")
+
+        except Exception as e:
+            logger(f"ERROR: {e}")
+            write_status("ERROR", str(e))
+
+            try:
+                dev_message = send_completion_email(
+                    email=email,
+                    download_url=download_url,
+                    job_id=job_id,
+                    status="ERROR",
+                    detail=str(e)
+                )
+                if dev_message:
+                    logger(f"DEV email error message/link: {dev_message}")
+            except Exception as mail_err:
+                logger(f"EMAIL ERROR: {mail_err}")
+
+    if EXECUTION_METHOD == "THREAD":
+        threading.Thread(target=background, daemon=True).start()
+    else:
+        enqueue_excel_job(job_id, background)
diff --git a/files/modules/excel/storage.py b/files/modules/excel/storage.py
new file mode 100644
index 0000000..cef3817
--- /dev/null
+++ b/files/modules/excel/storage.py
@@ -0,0 +1,67 @@
+import oci
+from datetime import datetime, timedelta
+from config_loader import load_config
+from oci.object_storage.models import CreatePreauthenticatedRequestDetails
+
+config = load_config()
+
+
+oci_config = oci.config.from_file(
+    file_location="~/.oci/config",
+    profile_name=config.bucket_profile
+)
+
+object_storage = oci.object_storage.ObjectStorageClient(oci_config)
+
+
+def _namespace():
+    if config.oci_namespace != "auto":
+        return config.oci_namespace
+
+    return object_storage.get_namespace().data
+
+
+# =========================
+# Upload file
+# =========================
+def upload_file(local_path: str, object_name: str):
+
+    with open(local_path, "rb") as f:
+        object_storage.put_object(
+            namespace_name=_namespace(),
+            bucket_name=config.oci_bucket,
+            object_name=object_name,
+            put_object_body=f
+        )
+    print(f"SUCCESS on Upload {object_name}")
+
+# =========================
+# Pre-authenticated download URL
+# =========================
+def generate_download_url(object_name: str, hours=24):
+
+    expire = datetime.utcnow() + timedelta(hours=hours)
+
+    details = CreatePreauthenticatedRequestDetails(
+        name=f"job-{object_name}",
+        access_type="ObjectRead",
+        object_name=object_name,
+        time_expires=expire
+    )
+
+    response = object_storage.create_preauthenticated_request(
+        namespace_name=_namespace(),
+        bucket_name=config.oci_bucket,
+        create_preauthenticated_request_details=details
+    )
+
+    par = response.data
+
+    download_link = (
+        f"https://objectstorage.{oci_config['region']}.oraclecloud.com{par.access_uri}"
+    )
+
+    print("PAR CREATED OK")
+    print(download_link)
+
+    return download_link
\ No newline at end of file
diff --git a/files/modules/excel/store.py b/files/modules/excel/store.py
new file mode 100644
index 0000000..cca4ced
--- /dev/null
+++ b/files/modules/excel/store.py
@@ -0,0 +1,4 @@
+from threading import Lock
+
+EXCEL_JOBS = {}
+EXCEL_LOCK = Lock()
\ No newline at end of file
diff --git a/files/modules/health/routes.py b/files/modules/health/routes.py
new file mode 100644
index 0000000..f7396de
--- /dev/null
+++ b/files/modules/health/routes.py
@@ -0,0 +1,8 @@
+from flask import Blueprint, jsonify
+
+health_bp = Blueprint("health", __name__)
+
+
+@health_bp.route("/health")
+def health():
+    return jsonify({"status": "UP"})
\ No newline at end of file
diff --git a/files/modules/home/routes.py b/files/modules/home/routes.py
new file mode 100644
index 0000000..305f512
--- /dev/null
+++ b/files/modules/home/routes.py
@@ -0,0 +1,16 @@
+from flask import Blueprint, render_template
+from modules.core.security import requires_app_auth
+from config_loader import load_config
+
+home_bp = Blueprint("home", __name__)
+config = load_config()
+API_BASE_URL = f"{config.app_base}:{config.service_port}"
+
+@home_bp.route("/")
+@requires_app_auth
+def index():
+    return render_template(
+        "index.html",
+        api_base_url=API_BASE_URL,
+        config=config
+    )
\ No newline at end of file
diff --git a/files/modules/rest/routes.py b/files/modules/rest/routes.py
new file mode 100644
index 0000000..706b3ad
--- /dev/null
+++ b/files/modules/rest/routes.py
@@ -0,0 +1,29 @@
+from flask import Blueprint, request, jsonify
+from modules.rest.security import rest_auth_required
+from modules.chat.service import answer_question  # reutiliza lΓ³gica
+
+rest_bp = Blueprint("rest", __name__, url_prefix="/rest")
+
+
+import json
+
+@rest_bp.route("/chat", methods=["POST"])
+@rest_auth_required
+def rest_chat():
+    data = request.get_json(force=True) or {}
+
+    question = (data.get("question") or "").strip()
+    if not question:
+        return jsonify({"error": "question required"}), 400
+
+    raw_result = answer_question(question)
+
+    try:
+        parsed = json.loads(raw_result)
+    except Exception:
+        return jsonify({
+            "error": "invalid LLM response",
+            "raw": raw_result
+        }), 500
+
+    return json.dumps(parsed)
\ No newline at end of file
diff --git a/files/modules/rest/security.py b/files/modules/rest/security.py
new file mode 100644
index 0000000..e6a3f66
--- /dev/null
+++ b/files/modules/rest/security.py
@@ -0,0 +1,30 @@
+import base64
+from flask import request, jsonify
+from functools import wraps
+from modules.users.service import authenticate_user
+
+
+def rest_auth_required(f):
+    @wraps(f)
+    def wrapper(*args, **kwargs):
+        auth = request.headers.get("Authorization")
+
+        if not auth or not auth.startswith("Basic "):
+            return jsonify({"error": "authorization required"}), 401
+
+        try:
+            decoded = base64.b64decode(auth.split(" ")[1]).decode()
+            username, password = decoded.split(":", 1)
+        except Exception:
+            return jsonify({"error": "invalid authorization header"}), 401
+
+        user = authenticate_user(username, password)
+        if not user:
+            return jsonify({"error": "invalid credentials"}), 401
+
+        # opcional: passar user adiante
+        request.rest_user = user
+
+        return f(*args, **kwargs)
+
+    return wrapper
\ No newline at end of file
diff --git a/files/modules/users/__init__.py b/files/modules/users/__init__.py
new file mode 100644
index 0000000..a4b7f91
--- /dev/null
+++ b/files/modules/users/__init__.py
@@ -0,0 +1,4 @@
+from .routes import users_bp
+from .model import db
+
+__all__ = ["users_bp", "db"]
\ No newline at end of file
diff --git a/files/modules/users/db.py b/files/modules/users/db.py
new file mode 100644
index 0000000..90eaebc
--- /dev/null
+++ b/files/modules/users/db.py
@@ -0,0 +1,50 @@
+from pathlib import Path
+import os
+import re
+import oracledb
+import json
+import base64
+import hashlib
+from datetime import datetime
+import requests
+import textwrap
+import unicodedata
+from typing import Optional
+from collections import deque
+from config_loader import load_config
+
+def chunk_hash(text: str) -> str:
+    return hashlib.sha256(text.encode("utf-8")).hexdigest()
+
+config = load_config()
+
+# =========================
+# Oracle Autonomous Configuration
+# =========================
+WALLET_PATH = config.wallet_path
+DB_ALIAS = config.db_alias
+USERNAME = config.username
+PASSWORD = config.password
+os.environ["TNS_ADMIN"] = WALLET_PATH
+
+_pool = None
+
+def get_pool():
+    global _pool
+
+    if _pool:
+        return _pool
+
+    _pool = oracledb.create_pool(
+        user=USERNAME,
+        password=PASSWORD,
+        dsn=DB_ALIAS,
+        config_dir=WALLET_PATH,
+        wallet_location=WALLET_PATH,
+        wallet_password=PASSWORD,
+        min=2,
+        max=8,
+        increment=1
+    )
+
+    return _pool
diff --git a/files/modules/users/email_service.py b/files/modules/users/email_service.py
new file mode 100644
index 0000000..73248f8
--- /dev/null
+++ b/files/modules/users/email_service.py
@@ -0,0 +1,72 @@
+import os
+import smtplib
+from email.message import EmailMessage
+from flask import current_app
+from config_loader import load_config
+
+config = load_config()
+API_BASE_URL = f"{config.app_base}:{config.service_port}"
+
+def send_user_created_email(email, link, name=""):
+    """
+    DEV  -> return link only
+    PROD -> send real email
+    """
+
+    if config.dev_mode == 1:
+        return link   # πŸ‘ˆ sΓ³ devolve o link
+
+    host = os.getenv("RFP_SMTP_HOST", "localhost")
+    port = int(os.getenv("RFP_SMTP_PORT", 25))
+
+    msg = EmailMessage()
+    msg["Subject"] = "Your account has been created"
+    msg["From"] = "noreply@rfp.local"
+    msg["To"] = email
+
+    msg.set_content(f"""
+        Hello {name or email},
+        
+        Your account was created.
+        
+        Set your password here:
+        {link}
+        """)
+
+    with smtplib.SMTP(host, port) as s:
+        s.send_message(msg)
+
+    return link
+
+def send_completion_email(email, download_url, job_id):
+    """
+    DEV  -> return download link
+    PROD -> send real email
+    """
+
+    if config.dev_mode == 1:
+        return download_url   # πŸ‘ˆ sΓ³ devolve o link no DEV
+
+    host = os.getenv("RFP_SMTP_HOST", "localhost")
+    port = int(os.getenv("RFP_SMTP_PORT", 25))
+
+    msg = EmailMessage()
+    msg["Subject"] = "Your RFP processing is complete"
+    msg["From"] = "noreply@rfp.local"
+    msg["To"] = email
+
+    msg.set_content(f"""
+Hello,
+
+Your RFP Excel processing has finished successfully.
+
+Download your file here:
+{download_url}
+
+Job ID: {job_id}
+""")
+
+    with smtplib.SMTP(host, port) as s:
+        s.send_message(msg)
+
+    return None
\ No newline at end of file
diff --git a/files/modules/users/model.py b/files/modules/users/model.py
new file mode 100644
index 0000000..108c114
--- /dev/null
+++ b/files/modules/users/model.py
@@ -0,0 +1,27 @@
+from datetime import datetime
+from flask_sqlalchemy import SQLAlchemy
+
+db = SQLAlchemy()
+
+
+class User(db.Model):
+    __tablename__ = "users"
+
+    id = db.Column(db.Integer, primary_key=True)
+
+    name = db.Column(db.String(120), nullable=False)
+    email = db.Column(db.String(160), unique=True, nullable=False, index=True)
+
+    role = db.Column(db.String(50), default="app")  # app | admin
+    active = db.Column(db.Boolean, default=True)
+
+    password_hash = db.Column(db.String(255))
+    must_change_password = db.Column(db.Boolean, default=True)
+
+    reset_token = db.Column(db.String(255))
+    reset_expire = db.Column(db.DateTime)
+
+    created_at = db.Column(db.DateTime, default=datetime.utcnow)
+
+    def __repr__(self):
+        return f""
\ No newline at end of file
diff --git a/files/modules/users/routes.py b/files/modules/users/routes.py
new file mode 100644
index 0000000..99c7e0b
--- /dev/null
+++ b/files/modules/users/routes.py
@@ -0,0 +1,157 @@
+from flask import Blueprint, render_template, request, redirect, url_for, flash
+from modules.core.security import requires_admin_auth
+
+from .service import (
+    signup_user,
+    list_users as svc_list_users,
+    create_user,
+    update_user,
+    delete_user as svc_delete_user,
+    get_user_by_token,
+    set_password_service
+)
+
+from .token_service import generate_token, expiration, is_expired
+from .email_service import send_user_created_email
+from config_loader import load_config
+
+users_bp = Blueprint(
+    "users",
+    __name__,
+    template_folder="../../templates/users"
+)
+
+config = load_config()
+
+
+# =========================
+# LIST USERS (Oracle)
+# =========================
+@users_bp.route("/")
+@requires_admin_auth
+def list_users():
+    users = svc_list_users()
+    return render_template("list.html", users=users)
+
+
+# =========================
+# PUBLIC SIGNUP (Oracle)
+# =========================
+@users_bp.route("/signup", methods=["GET", "POST"])
+def signup():
+
+    if request.method == "POST":
+        email = request.form.get("email", "").strip()
+        name = request.form.get("name", "").strip()
+
+        try:
+            link = signup_user(email=email, name=name)
+        except Exception as e:
+            flash(str(e), "danger")
+            return render_template("users/signup.html")
+
+        if link and config.dev_mode == 1:
+            flash(f"DEV MODE: password link β†’ {link}", "success")
+        else:
+            flash("User created and email sent", "success")
+
+        return redirect(url_for("users.signup"))
+
+    return render_template("users/signup.html")
+
+
+# =========================
+# CREATE USER (Oracle)
+# =========================
+@users_bp.route("/new", methods=["GET", "POST"])
+@requires_admin_auth
+def new_user():
+
+    if request.method == "POST":
+
+        token = generate_token()
+
+        create_user(
+            name=request.form["name"],
+            email=request.form["email"],
+            role=request.form["role"],
+            active="active" in request.form,
+            token=token
+        )
+
+        link = url_for("users.set_password", token=token, _external=True)
+
+        dev_link = send_user_created_email(
+            request.form["email"],
+            link,
+            request.form["name"]
+        )
+
+        flash("User created and email sent", "success")
+        return redirect(url_for("users.list_users"))
+
+    return render_template("form.html", user=None)
+
+
+# =========================
+# EDIT USER (Oracle)
+# =========================
+@users_bp.route("/edit/", methods=["GET", "POST"])
+@requires_admin_auth
+def edit_user(user_id):
+
+    if request.method == "POST":
+        update_user(
+            user_id=user_id,
+            name=request.form["name"],
+            email=request.form["email"],
+            role=request.form["role"],
+            active="active" in request.form
+        )
+
+        return redirect(url_for("users.list_users"))
+
+    # busca lista inteira e filtra (simples e funciona bem)
+    users = svc_list_users()
+    user = next((u for u in users if u["id"] == user_id), None)
+
+    return render_template("form.html", user=user)
+
+
+# =========================
+# DELETE USER (Oracle)
+# =========================
+@users_bp.route("/delete/")
+@requires_admin_auth
+def delete_user(user_id):
+
+    svc_delete_user(user_id)
+    return redirect(url_for("users.list_users"))
+
+
+# =========================
+# SET PASSWORD (Oracle)
+# =========================
+@users_bp.route("/set-password/", methods=["GET", "POST"])
+def set_password(token):
+
+    user = get_user_by_token(token)
+
+    if not user or is_expired(user["expire"]):
+        return render_template("set_password.html", expired=True)
+
+    if request.method == "POST":
+
+        pwd = request.form["password"]
+        pwd2 = request.form["password2"]
+
+        if pwd != pwd2:
+            flash("Passwords do not match")
+            return render_template("set_password.html", expired=False)
+
+        set_password_service(user["id"], pwd)
+
+        flash("Password updated successfully")
+        return redirect("/")
+
+    return render_template("set_password.html", expired=False)
\ No newline at end of file
diff --git a/files/modules/users/service.py b/files/modules/users/service.py
new file mode 100644
index 0000000..d06af9c
--- /dev/null
+++ b/files/modules/users/service.py
@@ -0,0 +1,204 @@
+#from .model import db, User
+from .token_service import generate_token, expiration
+from .email_service import send_user_created_email
+from config_loader import load_config
+from .db import get_pool
+import bcrypt
+from werkzeug.security import generate_password_hash, check_password_hash
+
+config = load_config()
+
+def authenticate_user(username: str, password: str):
+
+    print("LOGIN TRY:", username, password)
+
+    sql = """
+          SELECT password_hash
+          FROM app_users
+          WHERE email = :1 \
+          """
+
+    pool = get_pool()
+
+    with pool.acquire() as conn:
+        with conn.cursor() as cur:
+            cur.execute(sql, [username])
+            row = cur.fetchone()
+
+    # print("ROW:", row)
+
+    if not row:
+        # print("USER NOT FOUND")
+        return False
+
+    stored_hash = row[0]
+    # print("HASH:", stored_hash)
+
+    ok = check_password_hash(stored_hash, password)
+
+    # print("MATCH:", ok)
+
+    return ok
+
+def create_user(username: str, password: str):
+
+    hashed = bcrypt.hashpw(password.encode(), bcrypt.gensalt()).decode()
+
+    sql = """
+          INSERT INTO app_users (username, password_hash)
+          VALUES (:1, :2) \
+          """
+
+    pool = get_pool()
+
+    with pool.acquire() as conn:
+        with conn.cursor() as cur:
+            cur.execute(sql, [username, hashed])
+        conn.commit()
+
+def _default_name(email: str) -> str:
+    return (email or "").split("@")[0]
+
+
+def signup_user(email: str, name: str = ""):
+
+    if not email:
+        raise ValueError("Email required")
+
+    email = email.lower().strip()
+    name = name or email.split("@")[0]
+
+    token = generate_token()
+
+    pool = get_pool()
+
+    sql_check = """
+                SELECT id
+                FROM app_users
+                WHERE email = :1 \
+                """
+
+    sql_insert = """
+                 INSERT INTO app_users
+                 (name,email,user_role,active,reset_token,reset_expire,must_change_password)
+                 VALUES (:1,:2,'user',1,:3,:4,1) \
+                 """
+
+    sql_update = """
+                 UPDATE app_users
+                 SET reset_token=:1,
+            reset_expire=:2,
+            must_change_password=1
+                 WHERE email=:3 \
+                 """
+
+    with pool.acquire() as conn:
+        with conn.cursor() as cur:
+
+            cur.execute(sql_check, [email])
+            row = cur.fetchone()
+
+            if not row:
+                cur.execute(sql_insert, [name, email, token, expiration()])
+            else:
+                cur.execute(sql_update, [token, expiration(), email])
+
+        conn.commit()
+
+    link = f"{config.app_base}:{config.service_port}/admin/users/set-password/{token}"
+
+    dev_link = send_user_created_email(email, link, name)
+
+    return dev_link or link
+
+def list_users():
+    sql = """
+          SELECT id, name, email, user_role, active
+          FROM app_users
+          ORDER BY name \
+          """
+
+    pool = get_pool()
+
+    with pool.acquire() as conn:
+        with conn.cursor() as cur:
+            cur.execute(sql)
+            cols = [c[0].lower() for c in cur.description]
+            return [dict(zip(cols, r)) for r in cur.fetchall()]
+
+def create_user(name, email, role, active, token):
+    sql = """
+          INSERT INTO app_users
+          (name,email,user_role,active,reset_token,reset_expire,must_change_password)
+          VALUES (:1,:2,:3,:4,:5,SYSTIMESTAMP + INTERVAL '1' DAY,1) \
+          """
+
+    pool = get_pool()
+
+    with pool.acquire() as conn:
+        with conn.cursor() as cur:
+            cur.execute(sql, [name, email, role, active, token])
+        conn.commit()
+
+def update_user(user_id, name, email, role, active):
+    sql = """
+          UPDATE app_users
+          SET name=:1, email=:2, user_role=:3, active=:4
+          WHERE id=:5 \
+          """
+
+    pool = get_pool()
+
+    with pool.acquire() as conn:
+        with conn.cursor() as cur:
+            cur.execute(sql, [name, email, role, active, user_id])
+        conn.commit()
+
+def delete_user(user_id):
+    sql = "DELETE FROM app_users WHERE id=:1"
+
+    pool = get_pool()
+
+    with pool.acquire() as conn:
+        with conn.cursor() as cur:
+            cur.execute(sql, [user_id])
+        conn.commit()
+
+def get_user_by_token(token):
+    sql = """
+          SELECT id, reset_expire
+          FROM app_users
+          WHERE reset_token=:1 \
+          """
+
+    pool = get_pool()
+
+    with pool.acquire() as conn:
+        with conn.cursor() as cur:
+            cur.execute(sql, [token])
+            row = cur.fetchone()
+
+    if not row:
+        return None
+
+    return {"id": row[0], "expire": row[1]}
+
+def set_password_service(user_id, pwd):
+    hashed = generate_password_hash(pwd)
+
+    sql = """
+          UPDATE app_users
+          SET password_hash=:1,
+            must_change_password=0,
+            reset_token=NULL,
+            reset_expire=NULL
+          WHERE id=:2 \
+          """
+
+    pool = get_pool()
+
+    with pool.acquire() as conn:
+        with conn.cursor() as cur:
+            cur.execute(sql, [hashed, user_id])
+        conn.commit()
+
diff --git a/files/modules/users/token_service.py b/files/modules/users/token_service.py
new file mode 100644
index 0000000..284b26a
--- /dev/null
+++ b/files/modules/users/token_service.py
@@ -0,0 +1,14 @@
+import secrets
+from datetime import datetime, timedelta
+
+
+def generate_token():
+    return secrets.token_urlsafe(48)
+
+
+def expiration(hours=24):
+    return datetime.utcnow() + timedelta(hours=hours)
+
+
+def is_expired(expire_dt):
+    return not expire_dt or expire_dt < datetime.utcnow()
\ No newline at end of file
diff --git a/files/oci_genai_llm_graphrag_rerank_rfp.py b/files/oci_genai_llm_graphrag_rerank_rfp.py
new file mode 100644
index 0000000..9a9ef93
--- /dev/null
+++ b/files/oci_genai_llm_graphrag_rerank_rfp.py
@@ -0,0 +1,3095 @@
+from langchain_community.chat_models.oci_generative_ai import ChatOCIGenAI
+from langchain_core.prompts import PromptTemplate
+from langchain.schema.output_parser import StrOutputParser
+from langchain_community.embeddings import OCIGenAIEmbeddings
+from langchain_community.vectorstores import FAISS
+from langchain.schema.runnable import RunnableMap
+from langchain_community.document_loaders import UnstructuredPDFLoader, PyMuPDFLoader
+from langchain_core.documents import Document
+from langchain_core.runnables import RunnableLambda
+from pathlib import Path
+from tqdm import tqdm
+import os
+import pickle
+import re
+import atexit
+import oracledb
+import json
+import base64
+import hashlib
+from datetime import datetime
+import requests
+import textwrap
+import unicodedata
+from typing import Optional
+from collections import deque
+from langchain.callbacks.base import BaseCallbackHandler
+from langdetect import detect
+from config_loader import load_config
+from concurrent.futures import ThreadPoolExecutor, as_completed
+import threading
+
+def chunk_hash(text: str) -> str:
+    return hashlib.sha256(text.encode("utf-8")).hexdigest()
+
+config = load_config()
+
+# =========================
+# Oracle Autonomous Configuration
+# =========================
+WALLET_PATH = config.wallet_path
+DB_ALIAS = config.db_alias
+USERNAME = config.username
+PASSWORD = config.password
+os.environ["TNS_ADMIN"] = WALLET_PATH
+
+# =========================
+# Global Configurations
+# =========================
+INDEX_PATH = config.index_path
+PROCESSED_DOCS_FILE = os.path.join(INDEX_PATH, "processed_docs.pkl")
+chapter_separator_regex = r"^(#{1,6} .+|\*\*.+\*\*)$"
+GRAPH_NAME = config.graph_name
+LOG_BUFFER = deque(maxlen=500)
+MAX_ATTEMPTS = 3
+GENAI_MAX_CONCURRENT = 1000
+GENAI_SEMAPHORE = threading.Semaphore(GENAI_MAX_CONCURRENT)
+
+def call_llm(fn, *args, **kwargs):
+    with GENAI_SEMAPHORE:
+        return fn(*args, **kwargs)
+
+# =========================
+# LLM Definitions
+# =========================
+
+llm = ChatOCIGenAI(
+    model_id=config.llm_model,
+    service_endpoint=config.service_endpoint,
+    compartment_id=config.compartment_id,
+    auth_profile=config.auth_profile,
+    model_kwargs={"temperature": 0, "top_p": 1, "max_tokens": 4000},
+)
+
+llm_for_rag = ChatOCIGenAI(
+    model_id=config.llm_model,
+    service_endpoint=config.service_endpoint,
+    compartment_id=config.compartment_id,
+    auth_profile=config.auth_profile,
+)
+
+lrm_for_architect = ChatOCIGenAI(
+    model_id=config.llm_model,
+    service_endpoint=config.service_endpoint,
+    compartment_id=config.compartment_id,
+    auth_profile=config.auth_profile,
+)
+
+embeddings = OCIGenAIEmbeddings(
+    model_id=config.embedding_model,
+    service_endpoint=config.service_endpoint,
+    compartment_id=config.compartment_id,
+    auth_profile=config.auth_profile,
+)
+
+oracle_conn = oracledb.connect(
+    user=USERNAME,
+    password=PASSWORD,
+    dsn=DB_ALIAS,
+    config_dir=WALLET_PATH,
+    wallet_location=WALLET_PATH,
+    wallet_password=PASSWORD
+)
+atexit.register(lambda: oracle_conn.close())
+
+def filename_to_url(filename: str, suffix: str = ".pdf") -> str:
+    if filename.endswith(suffix):
+        filename = filename[: -len(suffix)]
+    decoded = base64.urlsafe_b64decode(filename.encode("ascii"))
+    return decoded.decode("utf-8")
+
+def default_logger(msg):
+    print(msg)
+
+# =========================================
+# ARCHITECTURE-SPECIFIC SOURCE RANKING
+# =========================================
+
+class BrowserLogCallback(BaseCallbackHandler):
+
+    def __init__(self, logger):
+        self.log = logger
+
+    # ---------- CHAIN ----------
+    def on_chain_start(self, serialized, inputs, **kwargs):
+        self.log("πŸ”΅ Chain started")
+
+    def on_chain_end(self, outputs, **kwargs):
+        self.log("🟒 Chain finished")
+
+    # ---------- LLM ----------
+    def on_llm_start(self, serialized, prompts, **kwargs):
+        self.log("πŸ€– LLM call started")
+        self.log(f"πŸ“ Prompt size: {len(prompts[0])} chars")
+
+    def on_llm_end(self, response, **kwargs):
+        self.log("βœ… LLM response received")
+
+    # ---------- RETRIEVER ----------
+    def on_retriever_start(self, serialized, query, **kwargs):
+        self.log(f"πŸ” Searching vector store: {query}")
+
+    def on_retriever_end(self, documents, **kwargs):
+        self.log(f"πŸ“š Retrieved {len(documents)} chunks")
+
+    # ---------- ERRORS ----------
+    def on_chain_error(self, error, **kwargs):
+        self.log(f"❌ ERROR: {error}")
+
+ARCH_GOOD_HINTS = [
+    "overview",
+    "concept",
+    "architecture",
+    "service",
+    "use-case"
+]
+
+ARCH_BAD_HINTS = [
+    "home",
+    "index",
+    "portal",
+    "release-notes",
+    "troubleshoot",
+    "known-issues"
+]
+
+
+def score_arch_url(url: str) -> int:
+    if not url:
+        return 0
+
+    u = url.lower()
+    score = 0
+
+    for g in ARCH_GOOD_HINTS:
+        if g in u:
+            score += 3
+
+    for b in ARCH_BAD_HINTS:
+        if b in u:
+            score -= 5
+
+    if "docs.oracle.com" in u:
+        score += 2
+
+    return score
+
+
+def resolve_arch_source(doc):
+    """
+    Igual resolve_chunk_source, mas com ranking especΓ­fico para arquitetura.
+    NÃO afeta o resto do pipeline.
+    """
+    text = doc.page_content or ""
+    md = doc.metadata or {}
+
+    candidates = []
+
+    candidates += URL_REGEX.findall(text)
+
+    if md.get("reference"):
+        candidates.append(md["reference"])
+
+    if md.get("source"):
+        candidates.append(md["source"])
+
+    if not candidates:
+        return "Oracle Cloud Infrastructure documentation"
+
+    candidates = list(set(candidates))
+    candidates.sort(key=score_arch_url, reverse=True)
+
+    return candidates[0]
+
+def strip_accents(s: str) -> str:
+    return ''.join(
+        c for c in unicodedata.normalize('NFD', s)
+        if unicodedata.category(c) != 'Mn'
+    )
+
+def normalize_lang(code: str) -> str:
+    mapping = {
+        "pt": "Portuguese",
+        "en": "English",
+        "es": "Spanish",
+        "fr": "French",
+        "de": "German",
+        "it": "Italian"
+    }
+    return mapping.get(code, "English")
+
+# =========================
+# SOURCE VALIDATION (POST LLM)
+# =========================
+
+INVALID_SOURCE_TOKEN = "---------"
+URL_TIMEOUT = 3
+
+_url_cache = {}
+
+def url_exists(url: str) -> bool:
+
+    if not url or not url.startswith("http"):
+        return False
+
+    if url in _url_cache:
+        return _url_cache[url]
+
+    try:
+        r = requests.get(
+            url,
+            timeout=URL_TIMEOUT,
+            allow_redirects=True,
+            headers={"User-Agent": "Mozilla/5.0"}
+        )
+
+        if r.status_code >= 400:
+            _url_cache[url] = False
+            return False
+
+        html = (r.text or "").lower()
+
+        # ====================================
+        # πŸ”₯ ORACLE SOFT-404 TEMPLATE DETECTION
+        # ====================================
+        soft_404_patterns = [
+            "page not found",
+            "that page is not available",
+            "class=\"page-not-found\"",
+            "redwood-light-404.css",
+            "error-container"
+        ]
+
+        if any(p in html for p in soft_404_patterns):
+            _url_cache[url] = False
+            return False
+
+        # ====================================
+        # πŸ”₯ conteΓΊdo mΓ­nimo REAL (sem menu)
+        # ====================================
+
+        from bs4 import BeautifulSoup
+
+        soup = BeautifulSoup(html, "html.parser")
+
+        for tag in soup(["script", "style", "nav", "footer", "header"]):
+            tag.decompose()
+
+        visible_text = soup.get_text(" ", strip=True)
+
+        # se depois de remover layout quase nΓ£o sobra texto => stub
+        # if len(visible_text) < 300:
+        #     _url_cache[url] = False
+        #     return False
+
+        _url_cache[url] = True
+        return True
+
+    except:
+        _url_cache[url] = False
+        return False
+
+def validate_and_sanitize_sources(answer: dict) -> dict:
+    if not isinstance(answer, dict):
+        return {"answer": "NO", "confidence": "LOW", "ambiguity_detected": True,
+                "confidence_reason": "Invalid answer type", "justification": "", "evidence": []}
+
+    # cΓ³pia shallow do topo + cΓ³pia da lista evidence
+    out = dict(answer)
+    evidences = out.get("evidence", [])
+
+    if not isinstance(evidences, list):
+        return out
+
+    new_evidences = []
+    for ev in evidences:
+        if not isinstance(ev, dict):
+            new_evidences.append(ev)
+            continue
+
+        ev2 = dict(ev)
+        src = ev2.get("source")
+
+        if isinstance(src, list):
+            ev2["source"] = [
+                s if (isinstance(s, str) and url_exists(s)) else INVALID_SOURCE_TOKEN
+                for s in src
+            ]
+        else:
+            ev2["source"] = (
+                src if (isinstance(src, str) and url_exists(src)) else INVALID_SOURCE_TOKEN
+            )
+
+        if ev2["source"] == INVALID_SOURCE_TOKEN:
+            print(src)
+
+        new_evidences.append(ev2)
+
+    out["evidence"] = new_evidences
+    return out
+
+# =========================
+# LRM Definitions
+# =========================
+def build_architecture_evidence(docs, max_chunks=30):
+    ranked = sorted(
+        docs,
+        key=lambda d: score_arch_url(resolve_arch_source(d)),
+        reverse=True
+    )
+
+    evidence = []
+
+    for d in ranked[:max_chunks]:
+        quote = d.page_content[:3000]
+        quote = re.sub(r"Reference:\s*\S+", "", quote)
+
+        evidence.append({
+            "quote": quote,
+            "source": resolve_arch_source(d)
+        })
+
+    return evidence
+
+def enforce_architecture_sources(plan: dict, evidence: list[dict]) -> dict:
+    if not evidence:
+        return plan
+
+    ev_list = [e for e in evidence if e.get("source")]
+    valid_sources = {
+        str(e.get("source", ""))
+        for e in ev_list
+        if e.get("source")
+    }
+
+    def pick_best_source(service: str) -> dict | None:
+        if not service:
+            return None
+
+        s = service.lower()
+
+        best = None
+        best_score = -1
+
+        service_terms = [t for t in re.findall(r"[a-z0-9]+", s) if len(t) >= 3]
+
+        for e in ev_list:
+            hay = (e.get("quote", "") + " " + e.get("source", "")).lower()
+            score = sum(1 for t in service_terms if t in hay)
+
+            if score > best_score:
+                best_score = score
+                best = e
+
+        return best if best_score > 0 else None
+
+    for d in plan.get("decisions", []):
+        service = d.get("service", "")
+        ev = d.get("evidence", {}) or {}
+
+        if ev.get("source") in valid_sources:
+            continue
+
+        best_ev = pick_best_source(service)
+        if best_ev:
+            d["evidence"] = {
+                "quote": best_ev.get("quote", ev.get("quote", "")),
+                "source": best_ev["source"],
+            }
+            continue
+
+        if not ev.get("source"):
+            d["evidence"] = {
+                "quote": ev.get("quote", ""),
+                "source": ev_list[0]["source"],
+            }
+
+    return plan
+
+def build_architecture_chain():
+
+    ARCH_PROMPT = PromptTemplate.from_template("""
+        You are a senior OCI Cloud Architect.
+        
+        TASK:
+        Design an OCI architecture for:
+        
+        {question}
+        
+        You MUST design the solution using the provided documentation evidence.
+        
+        **DOCUMENT EVIDENCE** (JSON):
+        {text_context}
+        
+        **GRAPH FACTS**:
+        {graph_context}
+                
+        Rules (MANDATORY):
+        - Use ONLY services supported by **DOCUMENT EVIDENCE**.
+        - The architecture may involve MULTIPLE OCI services; therefore decisions may require DIFFERENT sources (do not reuse a single URL for everything unless it truly applies).
+        - Set each service from this OCI Services:
+                Oracle Cloud Infrastructure Service (OCI):        
+        
+                    Compute (IaaS)
+                        β€’	Compute Instances (VM)
+                        β€’	Bare Metal Instances
+                        β€’	Dedicated VM Hosts
+                        β€’	GPU Instances
+                        β€’	Confidential Computing
+                        β€’	Capacity Reservations
+                        β€’	Autoscaling (Instance Pools)
+                        β€’	Live Migration
+                        β€’	Oracle Cloud VMware Solution (OCVS)
+                        β€’	HPC (High Performance Computing)
+                        β€’	Arm-based Compute (Ampere)
+                    
+                    Storage
+                    
+                        Object Storage
+                        β€’	Object Storage
+                        β€’	Object Storage – Archive
+                        β€’	Pre-Authenticated Requests
+                        β€’	Replication
+                    
+                        Block & File
+                        β€’	Block Volume
+                        β€’	Boot Volume
+                        β€’	Volume Groups
+                        β€’	File Storage
+                        β€’	File Storage Snapshots
+                        β€’	Data Transfer Service
+                    
+                    Networking
+                        β€’	Virtual Cloud Network (VCN)
+                        β€’	Subnets
+                        β€’	Internet Gateway
+                        β€’	NAT Gateway
+                        β€’	Service Gateway
+                        β€’	Dynamic Routing Gateway (DRG)
+                        β€’	FastConnect
+                        β€’	Load Balancer (L7 / L4)
+                        β€’	Network Load Balancer
+                        β€’	DNS
+                        β€’	Traffic Management Steering Policies
+                        β€’	IP Address Management (IPAM)
+                        β€’	Network Firewall
+                        β€’	Web Application Firewall (WAF)
+                        β€’	Bastion
+                        β€’	Capture Traffic (VTAP)
+                        β€’	Private Endpoints
+                    
+                    Security, Identity & Compliance
+                        β€’	Identity and Access Management (IAM)
+                        β€’	Compartments
+                        β€’	Policies
+                        β€’	OCI Vault
+                        β€’	OCI Key Management (KMS)
+                        β€’	OCI Certificates
+                        β€’	OCI Secrets
+                        β€’	OCI Bastion
+                        β€’	Cloud Guard
+                        β€’	Security Zones
+                        β€’	Vulnerability Scanning Service
+                        β€’	Data Safe
+                        β€’	Logging
+                        β€’	Audit
+                        β€’	OS Management / OS Management Hub
+                        β€’	Shielded Instances
+                        β€’	Zero Trust Packet Routing
+                    
+                    Databases
+                    
+                        Autonomous
+                            β€’	Autonomous Database (ATP)
+                            β€’	Autonomous Data Warehouse (ADW)
+                            β€’	Autonomous JSON Database
+                        
+                        Databases Gerenciados
+                            β€’	Oracle Database Service
+                            β€’	Oracle Exadata Database Service
+                            β€’	Exadata Cloud@Customer
+                            β€’	Base Database Service
+                            β€’	MySQL Database Service
+                            β€’	MySQL HeatWave
+                            β€’	NoSQL Database Cloud Service
+                            β€’	TimesTen
+                            β€’	PostgreSQL (OCI managed)
+                            β€’	MongoDB API (OCI NoSQL compatibility)
+                        
+                    Analytics & BI
+                        β€’	Oracle Analytics Cloud (OAC)
+                        β€’	OCI Data Catalog
+                        β€’	OCI Data Integration
+                        β€’	OCI Streaming Analytics
+                        β€’	OCI GoldenGate
+                        β€’	OCI Big Data Service (Hadoop/Spark)
+                        β€’	OCI Data Science
+                        β€’	OCI AI Anomaly Detection
+                        β€’	OCI AI Forecasting
+                    
+                    AI & Machine Learning
+                    
+                        Generative AI
+                        β€’	OCI Generative AI
+                        β€’	OCI Generative AI Agents
+                        β€’	OCI Generative AI RAG
+                        β€’	OCI Generative AI Embeddings
+                        β€’	OCI AI Gateway (OpenAI-compatible)
+                    
+                    AI Services
+                        β€’	OCI Vision (OCR, image analysis)
+                        β€’	OCI Speech (STT / TTS)
+                        β€’	OCI Language (NLP)
+                        β€’	OCI Document Understanding
+                        β€’	OCI Anomaly Detection
+                        β€’	OCI Forecasting
+                        β€’	OCI Data Labeling
+                    
+                    Containers & Cloud Native
+                        β€’	OCI Container Engine for Kubernetes (OKE)
+                        β€’	Container Registry (OCIR)
+                        β€’	Service Mesh
+                        β€’	API Gateway
+                        β€’	OCI Functions (FaaS)
+                        β€’	OCI Streaming (Kafka-compatible)
+                        β€’	OCI Queue
+                        β€’	OCI Events
+                        β€’	OCI Resource Manager (Terraform)
+                    
+                    Integration & Messaging
+                        β€’	OCI Integration Cloud (OIC)
+                        β€’	OCI Service Connector Hub
+                        β€’	OCI Streaming
+                        β€’	OCI GoldenGate
+                        β€’	OCI API Gateway
+                        β€’	OCI Events Service
+                        β€’	OCI Queue
+                        β€’   Real Applications Clusters (RAC)
+                    
+                    Developer Services
+                        β€’	OCI DevOps (CI/CD)
+                        β€’	OCI Code Repository
+                        β€’	OCI Build Pipelines
+                        β€’	OCI Artifact Registry
+                        β€’	OCI Logging Analytics
+                        β€’	OCI Monitoring
+                        β€’	OCI Notifications
+                        β€’	OCI Bastion
+                        β€’	OCI CLI
+                        β€’	OCI SDKs
+                    
+                    Observability & Management
+                        β€’	OCI Monitoring
+                        β€’	OCI Alarms
+                        β€’	OCI Logging
+                        β€’	OCI Logging Analytics
+                        β€’	OCI Application Performance Monitoring (APM)
+                        β€’	OCI Operations Insights
+                        β€’	OCI Management Agent
+                        β€’	OCI Resource Discovery
+                    
+                    Enterprise & Hybrid
+                        β€’	Oracle Cloud@Customer
+                        β€’	Exadata Cloud@Customer
+                        β€’	Compute Cloud@Customer
+                        β€’	Dedicated Region Cloud@Customer
+                        β€’	OCI Roving Edge Infrastructure
+                        β€’	OCI Alloy
+                    
+                    Governance & FinOps
+                        β€’	OCI Budgets
+                        β€’	Cost Analysis
+                        β€’	Usage Reports
+                        β€’	Quotas
+                        β€’	Tagging
+                        β€’	Compartments
+                        β€’	Resource Search
+                    
+                    Regions & Edge
+                        β€’	OCI Regions (Commercial, Government, EU Sovereign)
+                        β€’	OCI Edge Services
+                        β€’	OCI Roving Edge
+                        β€’	OCI Dedicated Region
+        
+        STRICT SERVICE GROUNDING RULE (MANDATORY):
+        - For each decision, use evidence from the SAME service_group as the decision service.
+        - Do NOT justify one service using evidence from another service's documentation.
+        
+        SOURCE RULES (STRICT):
+        - Copy ONLY URLs that appear EXACTLY in DOCUMENT EVIDENCE or GRAPH FACTS
+        - NEVER create or guess URLs
+        - If no URL is explicitly present, set source = null
+        - It is allowed to return null
+        - GIVE MANY SOURCES URL
+        - GIVE A COMPLETE PATH OF URL SOURCES TO UNDERSTAND THE CONCEPTS THEME
+            - GIVE one or more OVERVIEW SOURCE URL
+            - GIVE one or more SOLUTION AND ARCHITECTURE SOURCE URL
+        
+        MANDATORY:
+        - Break into requirements
+        - Map each requirement to OCI services
+        - Justify each choice
+        
+        LANGUAGE RULE (MANDATORY): **DO TRANSLATION AS THE LAST STEP**
+        - Write ALL textual values in {lang}
+        - Keep JSON keys in English
+        - Do NOT translate keys
+        
+        Return ONLY JSON:
+        
+        {{
+          "problem_summary": "...",
+          "architecture": {{
+            "components": [
+              {{
+                "id": "api",
+                "service": "OCI API Gateway",
+                "purpose": "...",
+                "source": ["__AUTO__"],
+                "connects_to": []
+              }}
+            ]
+          }},
+          "decisions": [
+            {{
+              "service": "...",
+              "reason": "must cite evidence",
+              "evidence": {{
+                "quote": "...",
+                "source": ["__AUTO__"]
+              }}      
+            }}
+          ]
+        }}
+    """)
+
+    callback = BrowserLogCallback(default_logger)
+
+    chain_arch = (
+            RunnableLambda(lambda q: {
+                "question": q,
+                "req": parse_rfp_requirement(q)
+            })
+            | RunnableMap({
+        "question": lambda x: x["question"],
+        "text_context": lambda x: get_architecture_context(x["req"])["text_context"],
+        "graph_context": lambda x: get_architecture_context(x["req"])["graph_context"],
+        "lang": lambda x: normalize_lang(detect(x["question"]))
+    })
+            | ARCH_PROMPT
+            | lrm_for_architect
+            | StrOutputParser()
+    ).with_config(callbacks=[callback])
+
+    return chain_arch
+
+def score_url_quality(url: str) -> int:
+    if not url:
+        return 0
+
+    u = url.lower()
+    score = 0
+
+    if "/solutions/" in u:
+        score += 8
+
+    elif "youtube.com" in u or "youtu.be" in u:
+        score += 7
+
+    elif any(x in u for x in [
+        "architecture", "overview", "concept", "how-to", "use-case"
+    ]):
+        score += 5
+
+    elif "docs.oracle.com" in u:
+        score += 3
+
+    if any(x in u for x in [
+        "home", "index", "portal", "release-notes", "faq", "troubleshoot"
+    ]):
+        score -= 10
+
+    return score
+
+
+def score_architecture_plan(plan: dict) -> int:
+    if not plan:
+        return -1
+
+    score = 0
+
+    comps = plan.get("architecture", {}).get("components", [])
+    decisions = plan.get("decisions", [])
+
+    score += len(comps) * 3
+    score += len(decisions) * 4
+
+    for d in decisions:
+        ev = d.get("evidence", {}) or {}
+        srcs = ev.get("source", [])
+
+        if isinstance(srcs, str):
+            srcs = [srcs]
+
+        for s in srcs:
+            score += score_url_quality(s)
+
+        quote = ""
+        if ev.get("quote", ""):
+            quote = ev.get("quote", "")
+
+        score += min(len(quote) // 500, 4)
+
+    return score
+
+def call_architecture_planner(
+        question: str,
+        parallel_attempts: int = MAX_ATTEMPTS,
+        log=default_logger
+):
+    log("\nπŸ—οΈ ARCHITECTURE (PARALLEL SELF-CONSISTENCY)")
+
+    def worker(i):
+        print(0)
+        # raw = chain_architecture.invoke(question)
+        raw = call_llm(chain_architecture.invoke, question)
+        print(1)
+        plan = safe_parse_architecture_json(raw)
+        print(2)
+
+        try:
+            score = score_architecture_plan(plan)
+        except:
+            print("Error scoring", plan)
+            score = 0
+        print(3)
+
+        return {
+            "attempt": i,
+            "plan": plan,
+            "score": score
+        }
+
+    results = []
+
+    with ThreadPoolExecutor(max_workers=parallel_attempts) as executor:
+        futures = [
+            executor.submit(worker, i)
+            for i in range(1, parallel_attempts + 1)
+        ]
+
+        for f in as_completed(futures):
+            results.append(f.result())
+
+    results.sort(key=lambda r: r["score"], reverse=True)
+
+    for r in results:
+        log(f"⚑ Attempt {r['attempt']} score={r['score']}")
+
+    best = results[0]["plan"]
+
+    log(f"\nπŸ† Selected architecture from attempt {results[0]['attempt']}")
+
+
+    plan = safe_parse_architecture_json(best)
+    plan = validate_architecture_sources(plan)
+
+    return plan
+
+def architecture_to_mermaid(plan: dict) -> str:
+
+    architecture = plan.get("architecture", {})
+    comps = architecture.get("components", [])
+
+    if not comps:
+        return "flowchart TB\nEmpty[No components]"
+
+    direction = "TB" if len(comps) > 6 else "LR"
+
+    lines = [f"flowchart {direction}"]
+
+    # nodes
+    for c in comps:
+        cid = c["id"]
+        purpose = "\n".join(textwrap.wrap(c["purpose"], 28))
+        label = f'{c["service"]}\\n{purpose}'
+        lines.append(f'{cid}["{label}"]')
+
+    # edges
+    for c in comps:
+        src = c["id"]
+
+        for target in c.get("connects_to", []):
+
+            if isinstance(target, dict):
+                dst = target.get("id")
+
+            elif isinstance(target, str):
+                dst = target
+
+            else:
+                continue
+
+            if dst:
+                lines.append(f"{src} --> {dst}")
+
+    return "\n".join(lines)
+
+def get_architecture_context(req: dict):
+    query_terms = extract_graph_keywords_from_requirement(req)
+
+    docs = search_active_chunks(query_terms)
+    graph_context = query_knowledge_graph(query_terms, top_k=20, min_score=1)
+
+    graph_terms = extract_terms_from_graph_text(graph_context)
+    reranked_chunks = rerank_documents_with_graph_terms(
+        docs,
+        query_terms,
+        graph_terms,
+        top_k=8
+    )
+    structured_evidence = build_architecture_evidence(reranked_chunks)
+
+    return {
+        "text_context": structured_evidence,
+        "graph_context": graph_context,
+        "requirement_type": req["requirement_type"],
+        "subject": req["subject"],
+        "expected_value": req.get("expected_value", "")
+    }
+
+def extract_first_balanced_json(text: str) -> str | None:
+    """
+    Extrai APENAS o primeiro JSON balanceado.
+    Ignora QUALQUER coisa depois.
+    """
+
+    start = text.find("{")
+    if start == -1:
+        return None
+
+    depth = 0
+
+    for i, c in enumerate(text[start:], start):
+        if c == "{":
+            depth += 1
+        elif c == "}":
+            depth -= 1
+
+            if depth == 0:
+                return text[start:i+1]
+
+    return None
+
+def sanitize_json_string(text: str) -> str:
+    return re.sub(r'\\(?!["\\/bfnrtu])', r'\\\\', text)
+
+
+def recover_json_object(text: str) -> str | None:
+    """
+    Extrai o primeiro objeto JSON possΓ­vel.
+    - ignora lixo antes/depois
+    - tolera truncamento
+    - fecha chaves automaticamente
+    """
+
+    if not text:
+        return None
+
+    # remove markdown fences
+    text = text.replace("```json", "").replace("```", "")
+
+    start = text.find("{")
+    if start == -1:
+        return None
+
+    text = text[start:]
+
+    depth = 0
+    end_pos = None
+
+    for i, c in enumerate(text):
+        if c == "{":
+            depth += 1
+        elif c == "}":
+            depth -= 1
+
+            if depth == 0:
+                end_pos = i + 1
+                break
+
+    # βœ… caso normal β†’ JSON completo
+    if end_pos:
+        return text[:end_pos]
+
+    # πŸ”₯ caso TRUNCADO β†’ fecha automaticamente
+    opens = text.count("{")
+    closes = text.count("}")
+
+    missing = opens - closes
+
+    if missing > 0:
+        text = text + ("}" * missing)
+
+    text = sanitize_json_string(text)
+    text = extract_first_balanced_json(text)
+
+    return text
+
+def safe_parse_architecture_json(raw):
+    """
+    Robust JSON parser for LLM output.
+    Remove control chars + fix invalid escapes.
+    """
+
+    if isinstance(raw, dict):
+        return raw
+
+    if not raw:
+        return {}
+
+    raw = raw.replace("```json", "").replace("```", "").strip()
+
+    # pega sΓ³ o bloco JSON
+    m = re.search(r"\{.*\}", raw, re.DOTALL)
+    if not m:
+        raise ValueError(f"Invalid architecture JSON:\n{raw}")
+
+    json_text = m.group(0)
+
+    # πŸ”₯ remove caracteres de controle invisΓ­veis
+    json_text = re.sub(r"[\x00-\x1F\x7F]", " ", json_text)
+
+    # πŸ”₯ normaliza newlines
+    json_text = json_text.replace("\r", " ").replace("\n", " ")
+
+    try:
+        return json.loads(json_text)
+    except Exception as e:
+        print(e)
+        print("⚠️ JSON RAW (debug):")
+        print(json_text)
+        try:
+            return json.loads(recover_json_object(json_text))
+        except Exception as e1:
+            print(e1)
+            raise e1
+
+# =========================
+# Oracle Graph Client
+# =========================
+ANSWER_RANK = {
+    "YES": 3,
+    "PARTIAL": 2,
+    "NO": 1
+}
+
+CONFIDENCE_RANK = {
+    "HIGH": 3,
+    "MEDIUM": 2,
+    "LOW": 1
+}
+
+def score_answer(parsed: dict) -> int:
+    ans = parsed.get("answer", "NO")
+    conf = parsed.get("confidence", "LOW")
+    evidence = parsed.get("evidence", [])
+
+    # πŸ”Ή base lΓ³gica (jΓ‘ existia)
+    base = ANSWER_RANK.get(ans, 0) * 10 + CONFIDENCE_RANK.get(conf, 0)
+
+    unique_sources = set()
+    quote_size = 0
+    source_quality = 0
+
+    for e in evidence:
+        src = (e.get("source") or "").lower()
+        quote = e.get("quote", "")
+
+        if not src:
+            continue
+
+        unique_sources.add(src)
+        quote_size = 0
+        if quote:
+            quote_size += len(quote)
+
+        # πŸ”₯ pesos inteligentes por qualidade
+        if "/solutions/" in src:
+            source_quality += 6
+
+        elif "youtube.com" in src:
+            source_quality += 5
+
+        elif any(x in src for x in ["architecture", "overview", "concepts", "how-to"]):
+            source_quality += 4
+
+        elif "docs.oracle.com" in src:
+            source_quality += 2
+
+        elif any(x in src for x in ["home", "index", "portal"]):
+            source_quality -= 5
+
+    evidence_score = (
+            len(unique_sources) * 3 +
+            min(quote_size // 500, 5) +
+            source_quality
+    )
+
+    return base + evidence_score
+
+def ensure_oracle_text_index(
+        conn,
+        table_name: str,
+        column_name: str,
+        index_name: str
+):
+    cursor = conn.cursor()
+
+    cursor.execute("""
+                   SELECT status
+                   FROM user_indexes
+                   WHERE index_name = :idx
+                   """, {"idx": index_name.upper()})
+
+    row = cursor.fetchone()
+    index_exists = row is not None
+    index_status = row[0] if row else None
+
+    if not index_exists:
+        print(f"πŸ› οΈ Creating Oracle Text index {index_name}")
+
+        cursor.execute(f"""
+            CREATE INDEX {index_name}
+            ON {table_name} ({column_name})
+            INDEXTYPE IS CTXSYS.CONTEXT
+        """)
+
+        conn.commit()
+        cursor.close()
+        print(f"βœ… Index {index_name} created (sync deferred)")
+        return
+
+    if index_status != "VALID":
+        print(f"⚠️ Index {index_name} is {index_status}. Recreating...")
+
+        try:
+            cursor.execute(f"DROP INDEX {index_name}")
+            conn.commit()
+        except Exception as e:
+            print(f"❌ Failed to drop index {index_name}: {e}")
+            cursor.close()
+            return
+
+        cursor.execute(f"""
+            CREATE INDEX {index_name}
+            ON {table_name} ({column_name})
+            INDEXTYPE IS CTXSYS.CONTEXT
+        """)
+        conn.commit()
+        cursor.close()
+        print(f"♻️ Index {index_name} recreated (sync deferred)")
+        return
+
+    print(f"πŸ”„ Syncing Oracle Text index: {index_name}")
+    try:
+        cursor.execute(f"""
+            BEGIN
+                CTX_DDL.SYNC_INDEX('{index_name}', '2M');
+            END;
+        """)
+        conn.commit()
+        print(f"βœ… Index {index_name} synced")
+    except Exception as e:
+        print(f"⚠️ Sync failed for {index_name}: {e}")
+        print("⚠️ Continuing without breaking pipeline")
+
+    cursor.close()
+
+def _col_exists(conn, table: str, col: str) -> bool:
+    cur = conn.cursor()
+    cur.execute("""
+                SELECT 1
+                FROM user_tab_cols
+                WHERE table_name = :t
+                  AND column_name = :c
+                """, {"t": table.upper(), "c": col.upper()})
+    ok = cur.fetchone() is not None
+    cur.close()
+    return ok
+
+
+def create_tables_if_not_exist(conn):
+    cursor = conn.cursor()
+
+    try:
+        # ---------------------------
+        # KG_NODES
+        # ---------------------------
+        cursor.execute(f"""
+        BEGIN
+            EXECUTE IMMEDIATE '
+                CREATE TABLE KG_NODES_{GRAPH_NAME} (
+                    ID NUMBER GENERATED BY DEFAULT ON NULL AS IDENTITY PRIMARY KEY,
+                    NODE_TYPE VARCHAR2(100),
+                    NAME VARCHAR2(1000),
+                    DESCRIPTION CLOB,
+                    PROPERTIES CLOB,
+                    CREATED_AT TIMESTAMP DEFAULT SYSTIMESTAMP
+                )
+            ';
+        EXCEPTION WHEN OTHERS THEN
+            IF SQLCODE != -955 THEN RAISE; END IF;
+        END;
+        """)
+
+        # ---------------------------
+        # KG_EDGES (estrutura + ponte pro chunk)
+        # ---------------------------
+        cursor.execute(f"""
+        BEGIN
+            EXECUTE IMMEDIATE '
+                CREATE TABLE KG_EDGES_{GRAPH_NAME} (
+                    ID NUMBER GENERATED BY DEFAULT ON NULL AS IDENTITY PRIMARY KEY,
+                    SOURCE_ID NUMBER,
+                    TARGET_ID NUMBER,
+                    EDGE_TYPE VARCHAR2(100),
+
+                    -- βœ… governanΓ§a / revogação
+                    CHUNK_HASH VARCHAR2(64),
+
+                    -- βœ… link principal (melhor url do chunk)
+                    SOURCE_URL VARCHAR2(2000),
+
+                    CONFIDENCE_WEIGHT NUMBER DEFAULT 1,
+                    CREATED_AT TIMESTAMP DEFAULT SYSTIMESTAMP
+                )
+            ';
+        EXCEPTION WHEN OTHERS THEN
+            IF SQLCODE != -955 THEN RAISE; END IF;
+        END;
+        """)
+
+        cursor.execute(f"""
+        BEGIN
+            EXECUTE IMMEDIATE '
+                CREATE UNIQUE INDEX KG_EDGE_UNQ_{GRAPH_NAME}
+                ON KG_EDGES_{GRAPH_NAME}
+                (SOURCE_ID, TARGET_ID, EDGE_TYPE, CHUNK_HASH)
+            ';
+        EXCEPTION WHEN OTHERS THEN
+            IF SQLCODE != -955 THEN RAISE; END IF;
+        END;        
+        """)
+
+        # ---------------------------
+        # KG_EVIDENCE (prova)
+        # ---------------------------
+        cursor.execute(f"""
+        BEGIN
+            EXECUTE IMMEDIATE '
+                CREATE TABLE KG_EVIDENCE_{GRAPH_NAME} (
+                    ID NUMBER GENERATED BY DEFAULT ON NULL AS IDENTITY PRIMARY KEY,
+                    EDGE_ID NUMBER,
+                    CHUNK_HASH VARCHAR2(64),
+                    SOURCE_URL VARCHAR2(2000),
+                    QUOTE CLOB,
+                    CREATED_AT TIMESTAMP DEFAULT SYSTIMESTAMP
+                )
+            ';
+        EXCEPTION WHEN OTHERS THEN
+            IF SQLCODE != -955 THEN RAISE; END IF;
+        END;
+        """)
+
+        conn.commit()
+
+    finally:
+        cursor.close()
+
+    # ---------------------------
+    # Migração leve (se seu KG_EDGES jÑ existia antigo)
+    # ---------------------------
+    edges_table = f"KG_EDGES_{GRAPH_NAME}"
+
+    if not _col_exists(conn, edges_table, "CHUNK_HASH"):
+        cur = conn.cursor()
+        cur.execute(f"ALTER TABLE {edges_table} ADD (CHUNK_HASH VARCHAR2(64))")
+        conn.commit()
+        cur.close()
+    ensure_oracle_text_index(conn, f"KG_NODES_{GRAPH_NAME}", "NAME", f"KG_NODES_{GRAPH_NAME}_NAME")
+
+    print("βœ… Graph schema (probatΓ³rio) ready.")
+
+#create_tables_if_not_exist(oracle_conn)
+
+# IF GRAPH INDEX PROBLEM, Reindex
+# ensure_oracle_text_index(
+#     oracle_conn,
+#     "ENTITIES_" + GRAPH_NAME,
+#     "NAME",
+#     "IDX_ENT_" + GRAPH_NAME + "_NAME"
+# )
+#
+# ensure_oracle_text_index(
+#     oracle_conn,
+#     "RELATIONS_" + GRAPH_NAME,
+#     "RELATION_TYPE",
+#     "IDX_REL_" + GRAPH_NAME + "_RELTYPE"
+# )
+
+def create_knowledge_graph(chunks):
+
+    cursor = oracle_conn.cursor()
+    inserted_counter = 0
+    COMMIT_BATCH = 500
+
+    # =====================================================
+    # 1️⃣ CREATE PROPERTY GRAPH (se nΓ£o existir)
+    # =====================================================
+    try:
+        cursor.execute(f"""
+        BEGIN
+            EXECUTE IMMEDIATE '
+                CREATE PROPERTY GRAPH {GRAPH_NAME}
+                VERTEX TABLES (
+                    KG_NODES_{GRAPH_NAME}
+                        KEY (ID)
+                        LABEL NODE_TYPE
+                        PROPERTIES (NAME, DESCRIPTION, PROPERTIES)
+                )
+                EDGE TABLES (
+                    KG_EDGES_{GRAPH_NAME}
+                        KEY (ID)
+                        SOURCE KEY (SOURCE_ID) REFERENCES KG_NODES_{GRAPH_NAME}(ID)
+                        DESTINATION KEY (TARGET_ID) REFERENCES KG_NODES_{GRAPH_NAME}(ID)
+                        LABEL EDGE_TYPE
+                        PROPERTIES (CHUNK_HASH, SOURCE_URL, CONFIDENCE_WEIGHT)
+                )
+            ';
+        EXCEPTION
+            WHEN OTHERS THEN
+                IF SQLCODE NOT IN (-55358, -955) THEN
+                    RAISE;
+                END IF;
+        END;
+        """)
+        print(f"🧠 Graph '{GRAPH_NAME}' ready.")
+    except Exception as e:
+        print(f"[GRAPH ERROR] {e}")
+
+    # =====================================================
+    # 2️⃣ Helper: MERGE NODE (otimizado)
+    # =====================================================
+    def build_default_node_properties():
+        return {
+            "metadata": {
+                "created_by": "RFP_AI_V2",
+                "version": "2.0",
+                "created_at": datetime.utcnow().isoformat()
+            },
+            "analysis": {
+                "confidence_score": None,
+                "source": "DOCUMENT_RAG",
+                "extraction_method": "LLM_TRIPLE_EXTRACTION"
+            },
+            "governance": {
+                "validated": False,
+                "review_required": False
+            }
+        }
+
+
+    def ensure_node_properties_structure(properties):
+        base = build_default_node_properties()
+
+        if not properties:
+            return base
+
+        def merge(d1, d2):
+            for k, v in d1.items():
+                if k not in d2:
+                    d2[k] = v
+                elif isinstance(v, dict):
+                    d2[k] = merge(v, d2.get(k, {}))
+            return d2
+
+        return merge(base, properties)
+
+    def merge_node(node_type, name, description=None, properties=None):
+
+        name = (name or "").strip()[:500]
+
+        # 1️⃣ Try existing
+        cursor.execute(f"""
+            SELECT ID
+            FROM KG_NODES_{GRAPH_NAME}
+            WHERE NAME = :name_val
+              AND NODE_TYPE = :node_type_val
+        """, {
+            "name_val": name,
+            "node_type_val": node_type
+        })
+
+        row = cursor.fetchone()
+        if row:
+            return row[0]
+
+        # 2️⃣ Insert safely
+        node_id_var = cursor.var(oracledb.NUMBER)
+
+        try:
+            cursor.execute(f"""
+                INSERT INTO KG_NODES_{GRAPH_NAME}
+                (NODE_TYPE, NAME, DESCRIPTION, PROPERTIES)
+                VALUES (:node_type_val, :name_val, :desc_val, :props_val)
+                RETURNING ID INTO :node_id
+            """, {
+                "node_type_val": node_type,
+                "name_val": name,
+                "desc_val": description,
+                "props_val": json.dumps(
+                    ensure_node_properties_structure(properties)
+                ),
+                "node_id": node_id_var
+            })
+
+            return int(node_id_var.getvalue()[0])
+
+        except oracledb.IntegrityError:
+            # if unique constraint exists
+            cursor.execute(f"""
+                SELECT ID
+                FROM KG_NODES_{GRAPH_NAME}
+                WHERE NAME = :name_val
+                  AND NODE_TYPE = :node_type_val
+            """, {
+                "name_val": name,
+                "node_type_val": node_type
+            })
+            row = cursor.fetchone()
+            if row:
+                return row[0]
+            raise
+
+    def extract_sentence_with_term(text, term):
+        sentences = re.split(r'(?<=[.!?]) +', text)
+        for s in sentences:
+            if term.lower() in s.lower():
+                return s.strip()
+        return text[:1000]
+
+    # =====================================================
+    # 3️⃣ PROCESS CHUNKS
+    # =====================================================
+    for doc in chunks:
+
+        text = doc.page_content or ""
+        chunk_hash_value = doc.metadata.get("chunk_hash")
+        source_url = resolve_chunk_source(doc)
+
+        if not text.strip() or not chunk_hash_value:
+            continue
+
+        prompt = f"""
+        Extract explicit technical capabilities from the text below.
+
+        Text:
+        {text}
+
+        Return triples ONLY in format:
+
+        SERVICE -[SUPPORTS_CAPABILITY]-> CAPABILITY
+        SERVICE -[DOES_NOT_SUPPORT]-> CAPABILITY
+        SERVICE -[HAS_LIMITATION]-> LIMITATION
+        SERVICE -[HAS_SLA]-> SLA_VALUE
+
+        Rules:
+        - Use exact service names if present
+        - Use UPPERCASE relation names
+        - No inference
+        - If none found return NONE
+        """
+
+        try:
+            response = call_llm(llm_for_rag.invoke, prompt)
+            result = response.content.strip()
+        except Exception as e:
+            print(f"[LLM ERROR] {e}")
+            continue
+
+        if result.upper() == "NONE":
+            continue
+
+        triples = result.splitlines()
+
+        for triple in triples:
+
+            parts = triple.split("-[")
+            if len(parts) != 2:
+                continue
+
+            right = parts[1].split("]->")
+            if len(right) != 2:
+                continue
+
+            entity1 = parts[0].strip()
+            raw_relation = right[0].strip().upper()
+            entity2 = right[1].strip()
+
+            MAX_NODE_NAME = 500
+
+            entity1 = entity1[:MAX_NODE_NAME]
+            entity2 = entity2[:MAX_NODE_NAME]
+
+            relation = re.sub(r'\W+', '_', raw_relation)
+
+            source_id = merge_node(
+                node_type="SERVICE",
+                name=entity1,
+                description=None,
+                properties={
+                    "chunk_hash": chunk_hash_value,
+                    "source_url": source_url
+                }
+            )
+
+            if relation == "DOES_NOT_SUPPORT":
+                target_type = "UNSUPPORTED_CAPABILITY"
+            elif relation == "HAS_LIMITATION":
+                target_type = "LIMITATION"
+            elif relation == "HAS_SLA":
+                target_type = "SLA"
+            else:
+                target_type = "CAPABILITY"
+
+            description_text = extract_sentence_with_term(text, entity2)
+
+            target_id = merge_node(
+                node_type=target_type,
+                name=entity2,
+                description=description_text
+            )
+
+            # πŸ”₯ Evitar duplicação de edge
+            cursor.execute(f"""
+                SELECT ID
+                FROM KG_EDGES_{GRAPH_NAME}
+                WHERE SOURCE_ID = :s
+                  AND TARGET_ID = :t
+                  AND EDGE_TYPE = :r
+                  AND CHUNK_HASH = :h
+            """, {
+                "s": source_id,
+                "t": target_id,
+                "r": relation,
+                "h": chunk_hash_value
+            })
+
+            if cursor.fetchone():
+                continue
+
+            # =====================================================
+            # INSERT EDGE + RETURNING ID
+            # =====================================================
+            edge_id_var = cursor.var(oracledb.NUMBER)
+
+            cursor.execute(f"""
+                INSERT INTO KG_EDGES_{GRAPH_NAME}
+                (SOURCE_ID, TARGET_ID, EDGE_TYPE, CHUNK_HASH, SOURCE_URL, CONFIDENCE_WEIGHT)
+                VALUES (:src, :tgt, :rel, :h, :url, :w)
+                RETURNING ID INTO :edge_id
+            """, {
+                "src": source_id,
+                "tgt": target_id,
+                "rel": relation,
+                "h": chunk_hash_value,
+                "url": source_url,
+                "w": 1,
+                "edge_id": edge_id_var
+            })
+
+            edge_id = int(edge_id_var.getvalue()[0])
+
+            # =====================================================
+            # INSERT EVIDENCE
+            # =====================================================
+            quote = text[:1500]
+
+            cursor.execute(f"""
+                INSERT INTO KG_EVIDENCE_{GRAPH_NAME}
+                (EDGE_ID, CHUNK_HASH, SOURCE_URL, QUOTE)
+                VALUES (:eid, :h, :url, :q)
+            """, {
+                "eid": edge_id,
+                "h": chunk_hash_value,
+                "url": source_url,
+                "q": quote
+            })
+
+            inserted_counter += 1
+
+            print(f"βœ… {entity1} -[{relation}]-> {entity2}")
+
+            # =====================================================
+            # COMMIT A CADA 500
+            # =====================================================
+            if inserted_counter % COMMIT_BATCH == 0:
+                oracle_conn.commit()
+                print(f"πŸ’Ύ Batch commit ({inserted_counter} records)")
+
+    # Commit final
+    oracle_conn.commit()
+    cursor.close()
+
+    print(f"πŸ’Ύ Knowledge graph updated. Total inserted: {inserted_counter}")
+
+def parse_rfp_requirement(question: str) -> dict:
+    prompt = f"""
+        You are an RFP requirement NORMALIZER for Oracle Cloud Infrastructure (OCI).
+        
+        Your job is NOT to summarize the question.
+        Your job is to STRUCTURE the requirement so it can be searched in:
+        - Technical documentation
+        - Knowledge Graph
+        - Vector databases
+        
+        ────────────────────────────────
+        STEP 1 β€” Understand the requirement
+        ────────────────────────────────
+        From the question, identify:
+        1. The PRIMARY OCI SERVICE CATEGORY involved
+        2. The MAIN TECHNICAL SUBJECT (short and precise)
+        3. The EXPECTED TECHNICAL CAPABILITY or CONDITION (if any)
+        
+        IMPORTANT:
+        - Ignore marketing language
+        - Ignore phrases like "possui", "permite", "oferece"
+        - Focus ONLY on concrete technical meaning
+        
+        ────────────────────────────────
+        STEP 2 β€” Mandatory service classification
+        ────────────────────────────────
+        You MUST choose ONE primary technology from the list below
+        and INCLUDE IT EXPLICITLY in the keywords list.
+        
+        Choose the MOST SPECIFIC applicable item.
+                
+        Serviços da Oracle Cloud Infrastructure (OCI):        
+
+            Compute (IaaS)
+                β€’	Compute Instances (VM)
+                β€’	Bare Metal Instances
+                β€’	Dedicated VM Hosts
+                β€’	GPU Instances
+                β€’	Confidential Computing
+                β€’	Capacity Reservations
+                β€’	Autoscaling (Instance Pools)
+                β€’	Live Migration
+                β€’	Oracle Cloud VMware Solution (OCVS)
+                β€’	HPC (High Performance Computing)
+                β€’	Arm-based Compute (Ampere)
+            
+            Storage
+            
+                Object Storage
+                β€’	Object Storage
+                β€’	Object Storage – Archive
+                β€’	Pre-Authenticated Requests
+                β€’	Replication
+            
+                Block & File
+                β€’	Block Volume
+                β€’	Boot Volume
+                β€’	Volume Groups
+                β€’	File Storage
+                β€’	File Storage Snapshots
+                β€’	Data Transfer Service
+            
+            Networking
+                β€’	Virtual Cloud Network (VCN)
+                β€’	Subnets
+                β€’	Internet Gateway
+                β€’	NAT Gateway
+                β€’	Service Gateway
+                β€’	Dynamic Routing Gateway (DRG)
+                β€’	FastConnect
+                β€’	Load Balancer (L7 / L4)
+                β€’	Network Load Balancer
+                β€’	DNS
+                β€’	Traffic Management Steering Policies
+                β€’	IP Address Management (IPAM)
+                β€’	Network Firewall
+                β€’	Web Application Firewall (WAF)
+                β€’	Bastion
+                β€’	Capture Traffic (VTAP)
+                β€’	Private Endpoints
+            
+            Security, Identity & Compliance
+                β€’	Identity and Access Management (IAM)
+                β€’	Compartments
+                β€’	Policies
+                β€’	OCI Vault
+                β€’	OCI Key Management (KMS)
+                β€’	OCI Certificates
+                β€’	OCI Secrets
+                β€’	OCI Bastion
+                β€’	Cloud Guard
+                β€’	Security Zones
+                β€’	Vulnerability Scanning Service
+                β€’	Data Safe
+                β€’	Logging
+                β€’	Audit
+                β€’	OS Management / OS Management Hub
+                β€’	Shielded Instances
+                β€’	Zero Trust Packet Routing
+            
+            Databases
+            
+                Autonomous
+                    β€’	Autonomous Database (ATP)
+                    β€’	Autonomous Data Warehouse (ADW)
+                    β€’	Autonomous JSON Database
+                
+                Databases Gerenciados
+                    β€’	Oracle Database Service
+                    β€’	Oracle Exadata Database Service
+                    β€’	Exadata Cloud@Customer
+                    β€’	Base Database Service
+                    β€’	MySQL Database Service
+                    β€’	MySQL HeatWave
+                    β€’	NoSQL Database Cloud Service
+                    β€’	TimesTen
+                    β€’	PostgreSQL (OCI managed)
+                    β€’	MongoDB API (OCI NoSQL compatibility)
+                
+            Analytics & BI
+                β€’	Oracle Analytics Cloud (OAC)
+                β€’	OCI Data Catalog
+                β€’	OCI Data Integration
+                β€’	OCI Streaming Analytics
+                β€’	OCI GoldenGate
+                β€’	OCI Big Data Service (Hadoop/Spark)
+                β€’	OCI Data Science
+                β€’	OCI AI Anomaly Detection
+                β€’	OCI AI Forecasting
+            
+            AI & Machine Learning
+            
+                Generative AI
+                β€’	OCI Generative AI
+                β€’	OCI Generative AI Agents
+                β€’	OCI Generative AI RAG
+                β€’	OCI Generative AI Embeddings
+                β€’	OCI AI Gateway (OpenAI-compatible)
+            
+            AI Services
+                β€’	OCI Vision (OCR, image analysis)
+                β€’	OCI Speech (STT / TTS)
+                β€’	OCI Language (NLP)
+                β€’	OCI Document Understanding
+                β€’	OCI Anomaly Detection
+                β€’	OCI Forecasting
+                β€’	OCI Data Labeling
+            
+            Containers & Cloud Native
+                β€’	OCI Container Engine for Kubernetes (OKE)
+                β€’	Container Registry (OCIR)
+                β€’	Service Mesh
+                β€’	API Gateway
+                β€’	OCI Functions (FaaS)
+                β€’	OCI Streaming (Kafka-compatible)
+                β€’	OCI Queue
+                β€’	OCI Events
+                β€’	OCI Resource Manager (Terraform)
+            
+            Integration & Messaging
+                β€’	OCI Integration Cloud (OIC)
+                β€’	OCI Service Connector Hub
+                β€’	OCI Streaming
+                β€’	OCI GoldenGate
+                β€’	OCI API Gateway
+                β€’	OCI Events Service
+                β€’	OCI Queue
+                β€’   Real Applications Clusters (RAC)
+            
+            Developer Services
+                β€’	OCI DevOps (CI/CD)
+                β€’	OCI Code Repository
+                β€’	OCI Build Pipelines
+                β€’	OCI Artifact Registry
+                β€’	OCI Logging Analytics
+                β€’	OCI Monitoring
+                β€’	OCI Notifications
+                β€’	OCI Bastion
+                β€’	OCI CLI
+                β€’	OCI SDKs
+            
+            Observability & Management
+                β€’	OCI Monitoring
+                β€’	OCI Alarms
+                β€’	OCI Logging
+                β€’	OCI Logging Analytics
+                β€’	OCI Application Performance Monitoring (APM)
+                β€’	OCI Operations Insights
+                β€’	OCI Management Agent
+                β€’	OCI Resource Discovery
+            
+            Enterprise & Hybrid
+                β€’	Oracle Cloud@Customer
+                β€’	Exadata Cloud@Customer
+                β€’	Compute Cloud@Customer
+                β€’	Dedicated Region Cloud@Customer
+                β€’	OCI Roving Edge Infrastructure
+                β€’	OCI Alloy
+            
+            Governance & FinOps
+                β€’	OCI Budgets
+                β€’	Cost Analysis
+                β€’	Usage Reports
+                β€’	Quotas
+                β€’	Tagging
+                β€’	Compartments
+                β€’	Resource Search
+            
+            Regions & Edge
+                β€’	OCI Regions (Commercial, Government, EU Sovereign)
+                β€’	OCI Edge Services
+                β€’	OCI Roving Edge
+                β€’	OCI Dedicated Region
+
+        ────────────────────────────────
+        STEP 3 β€” Keywords rules (CRITICAL)
+        ────────────────────────────────
+        The "keywords" field MUST:
+        - ALWAYS include at least ONE OCI service keyword (e.g. "compute", "object storage", "oke")
+        - Include technical capability terms (e.g. resize, autoscaling, encryption)
+        - NEVER include generic verbs (permitir, possuir, oferecer)
+        - NEVER include full sentences
+        
+        ────────────────────────────────
+        STEP 4 β€” Output rules
+        ────────────────────────────────
+        Return ONLY valid JSON between <json> tags.
+        Do NOT explain your reasoning.
+        
+        Question:
+        {question}
+        
+        <json>
+        {{
+          "requirement_type": "COMPLIANCE | FUNCTIONAL | NON_FUNCTIONAL",
+          "subject": "<short technical subject, e.g. 'Compute Instances'>",
+          "expected_value": "<technical capability or condition, or empty string>",
+          "decision_type": "YES_NO | YES_NO_PARTIAL",
+          "keywords": ["mandatory_oci_service", "technical_capability", "additional_term"]
+        }}
+        </json>
+        """
+
+    # resp = llm_for_rag.invoke(prompt)
+    resp = call_llm(llm_for_rag.invoke, prompt)
+    raw = resp.content.strip()
+
+    try:
+        # remove ```json ``` ou ``` ```
+        raw = re.sub(r"```json|```", "", raw).strip()
+
+        match = re.search(r"<json>\s*(\{.*?\})\s*</json>", raw, re.DOTALL)
+        if not match:
+            raise ValueError("No JSON block found")
+        json_text = match.group(1)
+
+        return json.loads(json_text)
+
+    except Exception as e:
+        print("⚠️ RFP PARSER FAILED")
+        print("RAW RESPONSE:")
+        print(raw)
+
+        return {
+            "requirement_type": "UNKNOWN",
+            "subject": question,
+            "expected_value": "",
+            "decision_type": "YES_NO_PARTIAL",
+            "keywords": re.findall(r"\b\w+\b", question.lower())[:5]
+        }
+
+def extract_graph_keywords_from_requirement(req: dict) -> str:
+    keywords = set(req.get("keywords", []))
+    if req.get("subject"):
+        keywords.add(req["subject"].lower())
+    if req.get("expected_value"):
+        keywords.add(str(req["expected_value"]).lower())
+    return ", ".join(sorted(keywords))
+
+STOPWORDS = {
+    "and", "or", "not",
+    "de", "da", "do", "das", "dos", "a", "o", "as", "os", "e", "em", "no", "na", "nos", "nas", "para", "por", "com"
+}
+
+def build_oracle_text_query(text: str) -> Optional[str]:
+    if not text:
+        return None
+
+    text = strip_accents(text.lower())
+
+    # pega sequΓͺncias "fraseΓ‘veis" (com espaΓ§os/hΓ­fens)
+    phrases = re.findall(r"[a-z0-9][a-z0-9\- ]{2,}", text)
+
+    tokens: list[str] = []
+
+    for p in phrases:
+        p = p.strip()
+        if not p:
+            continue
+
+        # 1) quebra em palavras e hΓ­fens (word-level)
+        #    Ex: "store-and-forward" -> ["store", "and", "forward"]
+        words = re.findall(r"[a-z0-9]+", p)
+
+        # 2) remove stopwords e palavras curtas
+        words = [w for w in words if w not in STOPWORDS and len(w) >= 4]
+
+        if not words:
+            continue
+
+        # 3) recombina
+        if len(words) == 1:
+            tokens.append(words[0])
+        else:
+            # se quiser manter hΓ­fen, vocΓͺ teria que remontar com '-' e sempre entre aspas
+            # aqui eu normalizo pra espaço (mais seguro no Oracle Text)
+            tokens.append(f"\"{' '.join(words)}\"")
+
+    tokens = sorted(set(tokens))
+    return " OR ".join(tokens) if tokens else None
+
+def detect_negative_conflict(graph_context, req):
+
+    expected = (req.get("expected_value") or "").lower()
+    subject = (req.get("subject") or "").lower()
+
+    for row in graph_context:
+        service, edge_type, target, *_ = row
+
+        if edge_type == "DOES_NOT_SUPPORT":
+            if expected in target.lower() or subject in target.lower():
+                return {
+                    "conflict": True,
+                    "service": service,
+                    "capability": target
+                }
+
+    return {"conflict": False}
+
+def query_knowledge_graph(raw_keywords: str, top_k: int = 20, min_score: int = 0):
+
+    cursor = oracle_conn.cursor()
+
+    safe_query = build_oracle_text_query(raw_keywords)
+    if not safe_query:
+        cursor.close()
+        return []
+
+    sql = f"""
+    select * FROM (
+        SELECT
+            s.NAME        AS service_name,
+            e.EDGE_TYPE   AS relation_type,
+            t.NAME        AS target_name,
+            e.SOURCE_URL,
+            e.CONFIDENCE_WEIGHT,
+            CASE
+                WHEN CONTAINS(s.NAME, '{safe_query}') > 0 AND CONTAINS(t.NAME, '{safe_query}') > 0 THEN 3
+                WHEN CONTAINS(s.NAME, '{safe_query}') > 0 THEN 2
+                WHEN CONTAINS(t.NAME, '{safe_query}') > 0 THEN 1
+                ELSE 0
+            END AS relevance_score        
+        FROM KG_EDGES_{GRAPH_NAME} e
+        JOIN KG_NODES_{GRAPH_NAME} s ON s.ID = e.SOURCE_ID
+        JOIN KG_NODES_{GRAPH_NAME} t ON t.ID = e.TARGET_ID
+        WHERE s.NODE_TYPE = 'SERVICE'
+          AND (
+                CONTAINS(t.NAME, '{safe_query}') > 0
+             OR CONTAINS(s.NAME, '{safe_query}') > 0
+          )
+          AND e.CHUNK_HASH NOT IN (
+                SELECT CHUNK_HASH
+                FROM RAG_CHUNKS_GOV
+                WHERE STATUS = 'REVOKED'
+          )
+      )
+      WHERE relevance_score >= {min_score}
+      AND CONFIDENCE_WEIGHT > 0
+    ORDER BY relevance_score DESC
+    FETCH FIRST {top_k} ROWS ONLY
+    """
+
+    print(sql)
+
+    cursor.execute(sql)
+    rows = cursor.fetchall()
+    cursor.close()
+
+    for row in rows:
+        print(row)
+
+    return rows
+
+# RE-RANK
+
+def extract_terms_from_graph_text(graph_context):
+    if not graph_context:
+        return set()
+
+    if isinstance(graph_context, list):
+        terms = set()
+        for row in graph_context:
+            for col in row:
+                if isinstance(col, str):
+                    terms.add(col.lower())
+        return terms
+
+    if isinstance(graph_context, str):
+        terms = set()
+        pattern = re.findall(r"([\w\s]+)-$begin:math:display$\[\\w\_\]\+$end:math:display$->([\w\s]+)", graph_context)
+        for e1, e2 in pattern:
+            terms.add(e1.strip().lower())
+            terms.add(e2.strip().lower())
+        return terms
+
+    return set()
+
+def rerank_documents_with_graph_terms(docs, query, graph_terms, top_k=12, per_source=2):
+    query_terms = set(re.findall(r'\b\w+\b', query.lower()))
+    all_terms = query_terms.union(graph_terms)
+
+    scored = []
+
+    for doc in docs:
+        text = doc.page_content.lower()
+        src = (doc.metadata.get("source") or "").lower()
+
+        term_hits = sum(text.count(t) for t in all_terms)
+
+        density = term_hits / max(len(text.split()), 1)
+
+        url_score = score_arch_url(src)
+
+        score = (term_hits * 2) + (density * 20) + url_score
+
+        scored.append((score, doc))
+
+    scored.sort(key=lambda x: x[0], reverse=True)
+
+    selected = []
+    by_source = {}
+
+    for score, doc in scored:
+        src = doc.metadata.get("source")
+
+        if by_source.get(src, 0) >= per_source:
+            continue
+
+        selected.append(doc)
+        by_source[src] = by_source.get(src, 0) + 1
+
+        if len(selected) >= top_k:
+            break
+
+    return selected
+
+def load_processed_hashes_from_graph():
+    cursor = oracle_conn.cursor()
+    cursor.execute(f"""
+        SELECT DISTINCT CHUNK_HASH
+        FROM KG_EDGES_{GRAPH_NAME}
+    """)
+    hashes = {r[0] for r in cursor.fetchall()}
+    cursor.close()
+    return hashes
+
+def rebuild_graph_from_faiss(
+        faiss_path: str,
+        reverse_resume: bool = True,
+        consecutive_threshold: int = 20
+):
+    from langchain_community.vectorstores import FAISS
+
+    print("πŸ”„ Loading FAISS index...")
+
+    vectorstore = FAISS.load_local(
+        faiss_path,
+        embeddings,
+        allow_dangerous_deserialization=True
+    )
+
+    docs = list(vectorstore.docstore._dict.values())
+    print(f"πŸ“„ {len(docs)} chunks loaded")
+
+    if reverse_resume:
+        print("πŸ” Reverse resume mode active")
+
+        processed_hashes = load_processed_hashes_from_graph()
+
+        docs_to_process = []
+        consecutive_processed = 0
+
+        for d in reversed(docs):
+            h = d.metadata.get("chunk_hash")
+
+            if h in processed_hashes:
+                consecutive_processed += 1
+                if consecutive_processed >= consecutive_threshold:
+                    print("πŸ›‘ Boundary detected. Stopping reverse scan.")
+                    break
+                continue
+            else:
+                consecutive_processed = 0
+                docs_to_process.append(d)
+
+        docs = list(reversed(docs_to_process))
+        print(f"πŸš€ Will process {len(docs)} chunks")
+
+    for chunk in tqdm(docs, desc="🧠 Building Graph"):
+        create_knowledge_graph([chunk])
+
+    print("βœ… Graph rebuild completed.")
+
+# SEMANTIC CHUNKING
+
+def split_llm_output_into_chapters(llm_text):
+    chapters = []
+    current_chapter = []
+    lines = llm_text.splitlines()
+
+    for line in lines:
+        if re.match(chapter_separator_regex, line):
+            if current_chapter:
+                chapters.append("\n".join(current_chapter).strip())
+            current_chapter = [line]
+        else:
+            current_chapter.append(line)
+
+    if current_chapter:
+        chapters.append("\n".join(current_chapter).strip())
+
+    return chapters
+
+
+def semantic_chunking(text):
+    prompt = f"""
+    You received the following text extracted via OCR:
+
+    {text}
+
+    Your task:
+    1. Identify headings (short uppercase or bold lines, no period at the end) putting the Product Name (Application Name) and the Subject
+    2. Separate paragraphs by heading
+    3. Indicate columns with [COLUMN 1], [COLUMN 2] if present
+    4. Indicate tables with [TABLE] in markdown format
+    5. ALWAYS PUT THE URL if there is a Reference
+    6. Indicate explicity metrics (if it exists)
+       Examples:
+         - Oracle Financial Services RTO is 1 hour
+         - The Oracle Banking Supply Chain Finance Cloud Service A maximum number of 10K Hosted Transactions
+         - The Oracle Banking Payments Cloud Service, Additional Non-Production Environment: You may purchase up to a maximum of ten (10) additional Non-Production Environments
+    """
+
+    get_out = False
+    while not get_out:
+        try:
+            # response = llm_for_rag.invoke(prompt)
+            response = call_llm(llm_for_rag.invoke, prompt)
+            get_out = True
+        except:
+            print("[ERROR] Gen AI call error")
+
+    return response
+
+def read_pdfs(pdf_path):
+    if "-ocr" in pdf_path:
+        doc_pages = PyMuPDFLoader(str(pdf_path)).load()
+    else:
+        doc_pages = UnstructuredPDFLoader(str(pdf_path)).load()
+    full_text = "\n".join([page.page_content for page in doc_pages])
+    return full_text
+
+
+def smart_split_text(text, max_chunk_size=10_000):
+    chunks = []
+    start = 0
+    text_length = len(text)
+
+    while start < text_length:
+        end = min(start + max_chunk_size, text_length)
+        split_point = max(
+            text.rfind('.', start, end),
+            text.rfind('!', start, end),
+            text.rfind('?', start, end),
+            text.rfind('\n\n', start, end)
+        )
+        if split_point == -1 or split_point <= start:
+            split_point = end
+        else:
+            split_point += 1
+
+        chunk = text[start:split_point].strip()
+        if chunk:
+            chunks.append(chunk)
+
+        start = split_point
+
+    return chunks
+
+
+def load_previously_indexed_docs():
+    if os.path.exists(PROCESSED_DOCS_FILE):
+        with open(PROCESSED_DOCS_FILE, "rb") as f:
+            return pickle.load(f)
+    return set()
+
+
+def save_indexed_docs(docs):
+    with open(PROCESSED_DOCS_FILE, "wb") as f:
+        pickle.dump(docs, f)
+
+def retrieve_active_docs(query_terms: str, k: int = 50):
+    docs = retriever.invoke(query_terms)
+
+    hashes = [d.metadata.get("chunk_hash") for d in docs if d.metadata.get("chunk_hash")]
+    if not hashes:
+        return docs[:k]
+
+    cursor = oracle_conn.cursor()
+    cursor.execute("""
+                   SELECT chunk_hash
+                   FROM RAG_CHUNKS_GOV
+                   WHERE chunk_hash IN (SELECT COLUMN_VALUE FROM TABLE(:hashes))
+                     AND status = 'ACTIVE'
+                   """, {"hashes": hashes})
+
+    active = {r[0] for r in cursor.fetchall()}
+    cursor.close()
+
+    return [d for d in docs if d.metadata.get("chunk_hash") in active][:k]
+
+URL_REGEX = re.compile(r"https?://[^\s\)\]\}<>\"']+", re.IGNORECASE)
+
+def best_url(urls):
+    def score(u):
+        u = u.lower()
+        s = 0
+
+        if "docs.oracle.com" in u:
+            s += 3
+
+        if any(x in u for x in [
+            "compute","database","oke","storage","network","security"
+        ]):
+            s += 5
+
+        if any(x in u for x in [
+            "overview","architecture","concepts","how-to","use-case"
+        ]):
+            s += 4
+
+        if any(x in u for x in [
+            "home","index","portal","release-notes","faq"
+        ]):
+            s -= 10
+
+        return s
+
+    return max(urls, key=score)
+
+def resolve_chunk_source(doc):
+    text = doc.page_content or ""
+    md = doc.metadata or {}
+
+    # πŸ”₯ 1) URLs reais dentro do conteΓΊdo
+    text_urls = URL_REGEX.findall(text)
+
+    # remove urls genΓ©ricas
+    text_urls = [
+        u for u in text_urls
+        if not any(x in u.lower() for x in ["home", "index", "portal"])
+    ]
+
+    if text_urls:
+        return best_url(text_urls)
+
+    # πŸ”₯ 2) reference (geralmente melhor que source)
+    ref = md.get("reference")
+    if ref and ref.startswith("http"):
+        return ref
+
+    # πŸ”₯ 3) source
+    src = md.get("source")
+    if src and src.startswith("http"):
+        return src
+
+    return "Oracle Cloud Infrastructure documentation"
+
+def extract_first_url_from_chunk(*texts: str) -> str | None:
+    """
+    Recebe mΓΊltiplos textos (chunk, metadata, etc) e retorna a PRIMEIRA URL encontrada.
+    """
+    for text in texts:
+        if not text:
+            continue
+        m = URL_REGEX.search(text)
+        if m:
+            return m.group(0)
+    return None
+
+def aggregate_chunks_by_source(docs):
+    buckets = {}
+
+    for d in docs:
+        md = d.metadata or {}
+        key = (
+                extract_first_url_from_chunk(
+                    d.page_content,
+                    md.get("reference", ""),
+                    md.get("source", "")
+                )
+                or md.get("reference")
+                or md.get("source")
+                or "UNKNOWN"
+        )
+
+        buckets.setdefault(key, []).append(d.page_content)
+
+    return buckets
+
+def search_active_chunks(statement: str, k: int = 3000):
+    docs = retriever.invoke(statement)
+
+    hashes = [
+        d.metadata.get("chunk_hash")
+        for d in docs
+        if d.metadata.get("chunk_hash")
+    ]
+
+    if not hashes:
+        return docs[:k]
+
+    in_clause = ",".join(f"'{h}'" for h in hashes)
+
+    sql = f"""
+        SELECT chunk_hash
+        FROM RAG_CHUNKS_GOV
+        WHERE status = 'ACTIVE'
+          AND chunk_hash IN ({in_clause})
+    """
+
+    cursor = oracle_conn.cursor()
+    cursor.execute(sql)
+
+    active_hashes = {r[0] for r in cursor.fetchall()}
+    cursor.close()
+
+    final_docs = []
+    for d in docs:
+        h = d.metadata.get("chunk_hash")
+        if h in active_hashes:
+            d.metadata["source"] = resolve_chunk_source(d)
+            final_docs.append(d)
+
+    return final_docs[:k]
+
+def search_manual_chunks_by_text(statement: str):
+    sql = """
+          SELECT
+              chunk_hash,
+              source,
+              created_at,
+              origin,
+              status
+          FROM rag_chunks_gov
+          WHERE status = 'ACTIVE'
+            AND (
+              LOWER(source) LIKE '%' || LOWER(:q) || '%'
+                  OR LOWER(origin) LIKE '%' || LOWER(:q) || '%'
+                  OR LOWER(chunk_hash) LIKE '%' || LOWER(:q) || '%'
+              )
+          ORDER BY created_at DESC
+              FETCH FIRST 50 ROWS ONLY \
+          """
+
+    cursor = oracle_conn.cursor()
+    cursor.execute(sql, {"q": statement})
+    rows = cursor.fetchall()
+    cursor.close()
+
+    from langchain.schema import Document
+
+    docs = []
+    for h, source, created_at, origin, status in rows:
+        docs.append(
+            Document(
+                page_content="",
+                metadata={
+                    "chunk_hash": h,
+                    "source": source,
+                    "created_at": created_at,
+                    "origin": origin,
+                    "status": status,
+                }
+            )
+        )
+
+    return docs
+
+def search_chunks_for_invalidation(statement: str, k: int = 3000):
+    results = []
+
+    manual_chunks = search_manual_chunks_by_text(statement)
+    results.extend(manual_chunks)
+
+    semantic_chunks = search_active_chunks(statement, k)
+
+    seen = set()
+    final = []
+
+    for d in results + semantic_chunks:
+        h = d.metadata.get("chunk_hash")
+        if h and h not in seen:
+            seen.add(h)
+            final.append(d)
+
+    return final
+
+def revoke_chunk_by_hash(chunk_hash: str, reason: str):
+    cursor = oracle_conn.cursor()
+    cursor.execute("""
+                   UPDATE RAG_CHUNKS_GOV
+                   SET status = 'REVOKED',
+                       revoked_at = SYSTIMESTAMP,
+                       revocation_reason = :reason
+                   WHERE chunk_hash = :h
+                   """, {"h": chunk_hash, "reason": reason})
+
+    cursor.execute(f"""
+        UPDATE KG_EDGES_{GRAPH_NAME}
+        SET CONFIDENCE_WEIGHT = 0
+        WHERE SOURCE_URL = :h
+    """, {"h": chunk_hash})
+
+
+    oracle_conn.commit()
+    cursor.close()
+
+def get_chunk_metadata(chunk_hashes: list[str]) -> dict:
+    if not chunk_hashes:
+        return {}
+
+    cursor = oracle_conn.cursor()
+
+    cursor.execute(f"""
+        SELECT
+            CHUNK_HASH,
+            ORIGIN,
+            CREATED_AT,
+            STATUS
+        FROM RAG_CHUNKS_GOV
+        WHERE CHUNK_HASH IN ({",".join([f":h{i}" for i in range(len(chunk_hashes))])})
+    """, {f"h{i}": h for i, h in enumerate(chunk_hashes)})
+
+    rows = cursor.fetchall()
+    cursor.close()
+
+    return {
+        r[0]: {
+            "origin": r[1],
+            "created_at": r[2],
+            "status": r[3]
+        }
+        for r in rows
+    }
+
+def add_manual_knowledge_entry(
+        *,
+        text: str,
+        author: str,
+        reason: str,
+        source: str = "MANUAL_INPUT",
+        origin: str = "MANUAL",
+        index_path: str = INDEX_PATH,
+        also_update_graph: bool = True,
+) -> str:
+    text = (text or "").strip()
+    reason = (reason or "").strip()
+    author = (author or "").strip() or "unknown"
+
+    h = chunk_hash(text)
+
+    doc = Document(
+        page_content=text,
+        metadata={
+            "source": source,
+            "author": author,
+            "reason": reason,
+            "origin": origin,
+            "created_at": datetime.utcnow().isoformat(),
+            "chunk_hash": h,
+        },
+    )
+
+    cur = oracle_conn.cursor()
+    cur.execute(
+        """
+        MERGE INTO RAG_CHUNKS_GOV g
+        USING (SELECT :h AS h FROM dual) src
+        ON (g.CHUNK_HASH = src.h)
+        WHEN NOT MATCHED THEN
+          INSERT (CHUNK_HASH, SOURCE, STATUS, CREATED_AT, ORIGIN)
+          VALUES (:h, :src, 'ACTIVE', SYSTIMESTAMP, :origin)
+        """,
+        {"h": h, "src": source, "origin": origin},
+    )
+    oracle_conn.commit()
+    cur.close()
+
+    try:
+        vs = FAISS.load_local(index_path, embeddings, allow_dangerous_deserialization=True)
+        vs.add_documents([doc])
+    except Exception:
+        vs = FAISS.from_documents([doc], embedding=embeddings)
+
+    vs.save_local(index_path)
+
+    if also_update_graph:
+        try:
+            create_knowledge_graph([doc])
+        except Exception:
+            pass
+
+    return h
+
+def build_structured_evidence(docs, max_chunks=150):
+    evidence = []
+
+    for d in docs[:max_chunks]:
+        quote = d.page_content[:3000]
+
+        # πŸ”₯ remove qualquer Reference textual
+        quote = re.sub(r"Reference:\s*\S+", "", quote)
+
+        evidence.append({
+            "quote": quote,
+            "source": resolve_chunk_source(d)
+        })
+
+    return evidence
+
+def get_context_from_requirement(req: dict):
+    query_terms = extract_graph_keywords_from_requirement(req)
+
+    docs = search_active_chunks(query_terms)
+
+    graph_context = query_knowledge_graph(query_terms, top_k=50, min_score=1)
+
+    neg = detect_negative_conflict(graph_context, req)
+
+    if neg["conflict"]:
+        print("⚠️ Negative capability found in graph.")
+        graph_context.append((
+            neg["service"],
+            "NEGATIVE_CONFLICT_DETECTED",
+            neg["capability"],
+            None,
+            999
+        ))
+
+    graph_terms = extract_terms_from_graph_text(graph_context)
+    reranked_chunks = rerank_documents_with_graph_terms(
+        docs,
+        query_terms,
+        graph_terms,
+        top_k=30
+    )
+    structured_evidence = build_structured_evidence(reranked_chunks)
+
+    return {
+        "text_context": structured_evidence,
+        "graph_context": graph_context,
+        "requirement_type": req["requirement_type"],
+        "subject": req["subject"],
+        "expected_value": req.get("expected_value", "")
+    }
+
+# =========================
+# Main Function
+# =========================
+def chat():
+    PDF_FOLDER = Path("docs")  # pasta onde estΓ£o os PDFs
+
+    pdf_paths = sorted(
+        str(p) for p in PDF_FOLDER.glob("*.pdf")
+    )
+
+    already_indexed_docs = load_previously_indexed_docs()
+    updated_docs = set()
+
+    try:
+        vectorstore = FAISS.load_local(INDEX_PATH, embeddings, allow_dangerous_deserialization=True)
+        print("βœ”οΈ FAISS index loaded.")
+    except Exception:
+        print("⚠️ FAISS index not found, creating a new one.")
+        vectorstore = None
+
+    new_chunks = []
+
+    for pdf_path in tqdm(pdf_paths, desc=f"πŸ“„ Processing PDFs"):
+        print(f" {os.path.basename(pdf_path)}")
+        if pdf_path in already_indexed_docs:
+            print(f"βœ… Document already indexed: {pdf_path}")
+            continue
+        full_text = read_pdfs(pdf_path=pdf_path)
+        path_url = filename_to_url(os.path.basename(pdf_path))
+
+        text_chunks = smart_split_text(full_text, max_chunk_size=10_000)
+        overflow_buffer = ""
+
+        for chunk in tqdm(text_chunks, desc=f"πŸ“„ Processing text chunks", dynamic_ncols=True, leave=False):
+            current_text = overflow_buffer + chunk
+
+            treated_text = semantic_chunking(current_text)
+
+            if hasattr(treated_text, "content"):
+                chapters = split_llm_output_into_chapters(treated_text.content)
+
+                last_chapter = chapters[-1] if chapters else ""
+
+                if last_chapter and not last_chapter.strip().endswith((".", "!", "?", "\n\n")):
+                    print("πŸ“Œ Last chapter seems incomplete, saving for the next cycle")
+                    overflow_buffer = last_chapter
+                    chapters = chapters[:-1]
+                else:
+                    overflow_buffer = ""
+
+                for chapter_text in chapters:
+                    reference_url = "Reference: " + path_url
+                    chapter_text = chapter_text + "\n" + reference_url
+                    # doc = Document(page_content=chapter_text, metadata={"source": pdf_path, "reference": reference_url})
+
+                    h = chunk_hash(chapter_text)
+
+                    cursor = oracle_conn.cursor()
+
+                    cursor.execute("""
+                    MERGE INTO RAG_CHUNKS_GOV g
+                    USING (SELECT :h AS h FROM dual) src
+                    ON (g.CHUNK_HASH = src.h)
+                    WHEN NOT MATCHED THEN
+                      INSERT (
+                        CHUNK_HASH,
+                        SOURCE,
+                        STATUS,
+                        CREATED_AT,
+                        ORIGIN
+                      )
+                      VALUES (
+                        :h,
+                        :src,
+                        'ACTIVE',
+                        SYSTIMESTAMP,
+                        :origin
+                      )
+                    """, {
+                        "h": h,
+                        "src": pdf_path,
+                        "origin": "PDF"
+                    })
+                    oracle_conn.commit()
+                    cursor.close()
+
+                    doc = Document(
+                        page_content=chapter_text,
+                        metadata={
+                            "source": pdf_path,
+                            "reference": reference_url,
+                            "chunk_hash": h,
+                            "created_at": datetime.utcnow().isoformat()
+                        }
+                    )
+
+                    new_chunks.append(doc)
+                    print(f"βœ… New chapter indexed:\n{chapter_text}...\n")
+
+            else:
+                print(f"[ERROR] semantic_chunking returned unexpected type: {type(treated_text)}")
+
+        updated_docs.add(str(pdf_path))
+
+    if new_chunks:
+        if vectorstore:
+            vectorstore.add_documents(new_chunks)
+        else:
+            vectorstore = FAISS.from_documents(new_chunks, embedding=embeddings)
+
+        vectorstore.save_local(INDEX_PATH)
+        save_indexed_docs(already_indexed_docs.union(updated_docs))
+        print(f"πŸ’Ύ {len(new_chunks)} chunks added to FAISS index.")
+
+        print("🧠 Building knowledge graph...")
+        create_knowledge_graph(new_chunks)
+
+    else:
+        print("πŸ“ No new documents to index.")
+
+    retriever = vectorstore.as_retriever(search_type="similarity", search_kwargs={"k": 50, "fetch_k": 100})
+
+    RFP_DECISION_TEMPLATE = """
+    You are answering an RFP requirement with risk awareness.
+    
+    You MUST validate the answer ONLY using CAPABILITY nodes returned in GRAPH FACTS.
+    If no capability exists, answer MUST be "UNKNOWN".
+    
+    Requirement:
+    Type: {requirement_type}
+    Subject: {subject}
+    Expected value: {expected_value}
+    
+    **Document evidence**:
+    {text_context}
+    
+    **Graph evidence**:
+    {graph_context}
+    
+    Decision rules:
+    - Answer ONLY with YES, NO or PARTIAL
+    - If value differs, answer PARTIAL
+    - If not found, answer NO
+
+    Interpretation rules (MANDATORY):
+    - If a capability is supported but requires reboot, downtime, or restart, it STILL counts as YES unless the requirement explicitly forbids it.
+    - "Servidor em funcionamento" means the resource exists and is active before the operation, not that it must remain online without interruption.
+    - Only answer NO if the operation is NOT supported at all or requires destroying and recreating the resource.
+    - Reboot, restart, or brief unavailability MUST NOT be interpreted as lack of support.
+    
+    Confidence rules:
+    - HIGH: Explicit evidence directly answers the requirement
+    - MEDIUM: Evidence partially matches or requires light interpretation
+    - LOW: Requirement is ambiguous OR evidence is indirect OR missing
+    
+    Ambiguity rules:
+    - ambiguity_detected = true if:
+      - The requirement can be interpreted in more than one way
+      - Keywords are vague (e.g. "support", "integration", "capability")
+      - Evidence does not clearly bind to subject + expected value
+    
+    Service scope rules (MANDATORY):
+    - Evidence is valid ONLY if it refers to the SAME service category as the requirement.
+    - Do NOT use evidence from a different Oracle Cloud service to justify another.
+    - PREFER ALWAYS URL to source
+
+    SOURCE RULE:
+    - GIVE MANY SOURCES URL
+    - GIVE A COMPLETE PATH OF URL SOURCES TO UNDERSTAND THE CONCEPTS THEME
+        - GIVE one or more OVERVIEW SOURCE URL
+        - GIVE one or more SOLUTION AND ARCHITECTURE SOURCE URL
+
+    OUTPUT CONSTRAINTS (MANDATORY):
+    - Return ONLY a valid JSON object
+    - Do NOT include explanations, comments, markdown, lists, or code fences
+    - Do NOT write any text before or after the JSON
+    - The response must start with an opening curly brace and end with a closing curly brace
+    
+    LANGUAGE RULE (MANDATORY): **DO TRANSLATION AS THE LAST STEP**
+    - Write ALL textual values in {lang}
+    - Keep JSON keys in English
+    - Do NOT translate keys
+    
+    JSON schema (return exactly this structure):
+    {{
+      "answer": "YES | NO | PARTIAL",
+      "confidence": "HIGH | MEDIUM | LOW",
+      "ambiguity_detected": true,
+      "confidence_reason": "<short reason>",
+      "justification": "<short factual explanation>",
+      "evidence": [
+        {{ "quote": "...", 
+            "source": "..." }},
+        {{ "quote": "...", 
+            "source": "..." }},
+        {{ "quote": "...", 
+            "source": "..." }},
+      ]
+    }}
+    """
+    prompt = PromptTemplate.from_template(RFP_DECISION_TEMPLATE)
+
+    chain = (
+            RunnableLambda(lambda q: {
+                "question": q,
+                "req": parse_rfp_requirement(q)
+            })
+            | RunnableMap({
+        "text_context": lambda x: get_context_from_requirement(x["req"])["text_context"],
+        "graph_context": lambda x: get_context_from_requirement(x["req"])["graph_context"],
+        "requirement_type": lambda x: x["req"]["requirement_type"],
+        "subject": lambda x: x["req"]["subject"],
+        "expected_value": lambda x: x["req"].get("expected_value", ""),
+        "lang": lambda x: normalize_lang(detect(x["question"]))
+    })
+            | prompt
+            | llm
+            | StrOutputParser()
+    )
+
+    print("βœ… READY")
+
+    while True:
+        query = input("❓ Question (or 'quit' to exit): ")
+        if query.lower() == "quit":
+            break
+        # response = chain.invoke(query)
+        response = answer_question_with_retries(query, max_attempts=3)
+
+        print("\nπŸ“œ RESPONSE:\n")
+        print(response)
+        print("\n" + "=" * 80 + "\n")
+
+
+def safe_parse_llm_answer(raw: str) -> dict:
+    try:
+        raw = raw.replace("```json", "").replace("```", "").strip()
+        return json.loads(raw)
+    except Exception:
+        return {
+            "answer": "NO",
+            "confidence": "LOW",
+            "confidence_reason": "Invalid JSON from LLM",
+            "justification": "",
+            "evidence": []
+        }
+
+def answer_question_with_retries(
+        question: str,
+        max_attempts: int = 3
+) -> dict:
+
+    best = None
+    best_score = -1
+
+    # πŸ”₯ Importante: precisamos do graph_context aqui
+    req = parse_rfp_requirement(question)
+    graph_context = query_knowledge_graph(
+        extract_graph_keywords_from_requirement(req),
+        top_k=20
+    )
+
+    for attempt in range(1, max_attempts + 1):
+
+        raw = answer_question(question)
+        parsed = safe_parse_llm_answer(raw)
+
+        # =====================================================
+        # πŸ”₯ AQUI entra o tratamento de conflito negativo
+        # =====================================================
+        if parsed.get("answer") == "YES":
+            for row in graph_context:
+                service, edge_type, target, *_ = row
+
+                if edge_type in ("DOES_NOT_SUPPORT", "NEGATIVE_CONFLICT_DETECTED"):
+                    print("❌ Conflict detected β€” forcing downgrade to NO")
+
+                    parsed["answer"] = "NO"
+                    parsed["confidence"] = "HIGH"
+                    parsed["confidence_reason"] = \
+                        "Graph contains explicit negative capability"
+
+                    break
+
+        # =====================================================
+
+        ans = parsed.get("answer", "NO")
+        conf = parsed.get("confidence", "LOW")
+
+        score = score_answer(parsed)
+
+        print(
+            f"πŸ” Attempt {attempt}: "
+            f"answer={ans} confidence={conf} score={score}"
+        )
+
+        if score > best_score:
+            best = parsed
+            best_score = score
+
+        # condição de parada ideal
+        if ans == "YES" and conf == "HIGH":
+            print("βœ… Optimal answer found (YES/HIGH)")
+            return parsed
+
+    print("⚠️ Optimal answer not found, returning best available")
+
+    best = validate_and_sanitize_sources(best)
+
+    return best
+
+# =========================
+# ARCHITECTURE SOURCE VALIDATION
+# =========================
+
+def _sanitize_source_field(src):
+    """
+    Normaliza string ou lista de URLs.
+    """
+    if not src:
+        return INVALID_SOURCE_TOKEN
+
+    if isinstance(src, list):
+        cleaned = []
+        for s in src:
+            cleaned.append(s if url_exists(s) else INVALID_SOURCE_TOKEN)
+        return cleaned
+
+    return src if url_exists(src) else INVALID_SOURCE_TOKEN
+
+
+def validate_architecture_sources(plan: dict) -> dict:
+    if not plan:
+        return plan
+
+    # -------------------------
+    # components[].source
+    # -------------------------
+    comps = plan.get("architecture", {}).get("components", [])
+
+    for c in comps:
+        c["source"] = _sanitize_source_field(c.get("source"))
+
+    # -------------------------
+    # decisions[].evidence.source
+    # -------------------------
+    decisions = plan.get("decisions", [])
+
+    for d in decisions:
+        ev = d.get("evidence", {}) or {}
+        ev["source"] = _sanitize_source_field(ev.get("source"))
+        d["evidence"] = ev
+
+    return plan
+
+
+# =========================
+# LOADERS
+# =========================
+
+def load_all():
+    global vectorstore, retriever, graph, chain, RFP_DECISION_TEMPLATE, chain_architecture
+    print("πŸ”„ Loading FAISS + Graph + Chain...")
+
+    try:
+        vectorstore = FAISS.load_local(
+            INDEX_PATH,
+            embeddings,
+            allow_dangerous_deserialization=True
+        )
+
+        retriever = vectorstore.as_retriever(
+            search_type="similarity",
+            search_kwargs={"k": 50, "fetch_k": 100}
+        )
+    except:
+        print("No Faiss")
+
+    RFP_DECISION_TEMPLATE = """
+    You are answering an RFP requirement with risk awareness.
+    
+    Requirement:
+    Type: {requirement_type}
+    Subject: {subject}
+    Expected value: {expected_value}
+    
+    Document evidence:
+    {text_context}
+    
+    Graph evidence:
+    {graph_context}
+    
+    Decision rules:
+    - Answer ONLY with YES, NO or PARTIAL
+    - If value differs, answer PARTIAL
+    - If not found, answer NO
+    
+    Interpretation rules (MANDATORY):
+    - If a capability is supported but requires reboot, downtime, or restart, it STILL counts as YES unless the requirement explicitly forbids it.
+    - "Servidor em funcionamento" means the resource exists and is active before the operation, not that it must remain online without interruption.
+    - Only answer NO if the operation is NOT supported at all or requires destroying and recreating the resource.
+    - Reboot, restart, or brief unavailability MUST NOT be interpreted as lack of support.
+    
+    Confidence rules:
+    - HIGH: Explicit evidence directly answers the requirement
+    - MEDIUM: Evidence partially matches or requires light interpretation
+    - LOW: Requirement is ambiguous OR evidence is indirect OR missing
+    
+    Ambiguity rules:
+    - ambiguity_detected = true if:
+      - The requirement can be interpreted in more than one way
+      - Keywords are vague (e.g. "support", "integration", "capability")
+      - Evidence does not clearly bind to subject + expected value
+    
+    Service scope rules (MANDATORY):
+    - Do NOT use evidence from a different Oracle Cloud service to justify another.
+    
+    SOURCE RULE:
+    - GIVE MANY SOURCES URL
+    - GIVE A COMPLETE PATH OF URL SOURCES TO UNDERSTAND THE CONCEPTS THEME
+        - GIVE one or more OVERVIEW SOURCE URL
+        - GIVE one or more SOLUTION AND ARCHITECTURE SOURCE URL
+    
+    OUTPUT CONSTRAINTS (MANDATORY):
+    - Return ONLY a valid JSON object
+    - Do NOT include explanations, comments, markdown, lists, or code fences
+    - Do NOT write any text before or after the JSON
+    - The response must start with an opening curly brace and end with a closing curly brace
+
+    LANGUAGE RULE (MANDATORY): **DO TRANSLATION AS THE LAST STEP**
+    - Write ALL textual values in {lang}
+    - Keep JSON keys in English
+    - Do NOT translate keys
+    
+    JSON schema (return exactly this structure):
+    {{
+      "answer": "YES | NO | PARTIAL",
+      "confidence": "HIGH | MEDIUM | LOW",
+      "ambiguity_detected": true,
+      "confidence_reason": "<short reason>",
+      "justification": "<short factual explanation>",
+      "evidence": [
+        {{ "quote": "...", 
+            "source": "..." }},
+        {{ "quote": "...", 
+            "source": "..." }},
+        {{ "quote": "...", 
+            "source": "..." }},
+      ]
+      
+    }}
+    """
+    prompt = PromptTemplate.from_template(RFP_DECISION_TEMPLATE)
+
+    chain = (
+            RunnableLambda(lambda q: {
+                "question": q,
+                "req": parse_rfp_requirement(q)
+            })
+            | RunnableMap({
+        "text_context": lambda x: get_context_from_requirement(x["req"])["text_context"],
+        "graph_context": lambda x: get_context_from_requirement(x["req"])["graph_context"],
+        "requirement_type": lambda x: x["req"]["requirement_type"],
+        "subject": lambda x: x["req"]["subject"],
+        "expected_value": lambda x: x["req"].get("expected_value", ""),
+        "lang": lambda x: normalize_lang(detect(x["question"]))
+    })
+            | prompt
+            | llm
+            | StrOutputParser()
+    )
+
+    chain_architecture = build_architecture_chain()
+
+    print("βœ… Loaded!")
+
+def answer_question(
+        question: str,
+        max_attempts: int = MAX_ATTEMPTS
+) -> str:
+
+    def worker(i):
+        try:
+            # raw = chain.invoke(question)
+            raw = call_llm(chain.invoke, question)
+
+            parsed = safe_parse_llm_answer(raw)
+            score = score_answer(parsed)
+
+            return {
+                "attempt": i,
+                "raw": raw,
+                "parsed": parsed,
+                "score": score
+            }
+
+        except Exception as e:
+            print(f"❌ Attempt {i} failed: {e}")
+
+            return {
+                "attempt": i,
+                "raw": "",
+                "parsed": {},
+                "score": -1
+            }
+
+    results = []
+
+    with ThreadPoolExecutor(max_workers=max_attempts) as executor:
+        futures = [
+            executor.submit(worker, i)
+            for i in range(1, max_attempts + 1)
+        ]
+
+        for f in as_completed(futures):
+            try:
+                r = f.result()
+                if r["score"] >= 0:
+                    results.append(r)
+            except Exception as e:
+                print("❌ Future crashed:", e)
+
+    # πŸ”₯ fallback absoluto
+    if not results:
+        print("⚠️ All attempts failed β€” returning safe fallback")
+        return json.dumps({
+            "answer": "NO",
+            "confidence": "LOW",
+            "ambiguity_detected": True,
+            "confidence_reason": "All LLM attempts failed",
+            "justification": "",
+            "evidence": []
+        })
+
+    results.sort(key=lambda r: r["score"], reverse=True)
+
+    for r in results:
+        print(
+            f"⚑ Attempt {r['attempt']} | "
+            f"answer={r['parsed'].get('answer')} | "
+            f"confidence={r['parsed'].get('confidence')} | "
+            f"score={r['score']}"
+        )
+
+    best = results[0]
+
+    print(f"\nπŸ† Selected attempt {best['attempt']} (score={best['score']})")
+
+    #return best["raw"]
+    sanitized = validate_and_sanitize_sources(best["parsed"])
+    return json.dumps(sanitized)
+
+
+def reload_all():
+    load_all()
+
+reload_all()
+
+# πŸš€ Run
+if __name__ == "__main__":
+    chat()
+    #rebuild_graph_from_faiss(INDEX_PATH, reverse_resume=True)
diff --git a/files/pgql_oracle23ai.sql b/files/pgql_oracle23ai.sql
new file mode 100644
index 0000000..86b45fb
--- /dev/null
+++ b/files/pgql_oracle23ai.sql
@@ -0,0 +1,112 @@
+-- Tabela de entidades
+CREATE TABLE entities (
+                                id NUMBER GENERATED ALWAYS AS IDENTITY PRIMARY KEY,
+                                name VARCHAR2(255) UNIQUE NOT NULL
+);
+
+-- Tabela de relaçáes
+CREATE TABLE relations (
+                                 id NUMBER GENERATED ALWAYS AS IDENTITY PRIMARY KEY,
+                                 from_entity_id NUMBER REFERENCES entities(id),
+                                 to_entity_id NUMBER REFERENCES entities(id),
+                                 relation VARCHAR2(255),
+                                 source_text VARCHAR2(1000)
+);
+
+BEGIN
+    ordsadmin.graph_view_admin.create_graph_view(
+            graph_view_name => 'my_graph',
+            vertex_table_names => 'ENTITIES',
+            edge_table_names => 'RELATIONS',
+            vertex_id_column => 'ID',
+            edge_source_column => 'FROM_ENTITY_ID',
+            edge_destination_column => 'TO_ENTITY_ID'
+    );
+END;
+/
+
+
+CREATE PROPERTY GRAPH my_graph
+  VERTEX TABLES (ENTITIES
+    KEY (ID)
+    LABEL ENTITIES
+    PROPERTIES (NAME))
+  EDGE TABLES (RELATIONS
+    KEY (ID)
+    SOURCE KEY (SOURCE_ID) REFERENCES ENTITIES(ID)
+    DESTINATION KEY (TARGET_ID) REFERENCES ENTITIES(ID)
+    LABEL RELATIONS
+    PROPERTIES (RELATION_TYPE, SOURCE_TEXT))
+     options (PG_PGQL)
+
+-- Drope o Γ­ndice antigo, se necessΓ‘rio
+DROP INDEX ent_name_text_idx;
+DROP INDEX rel_type_text_idx;
+
+-- Crie com o tipo correto
+CREATE INDEX ent_name_text_idx ON ENTITIES(NAME) INDEXTYPE IS CTXSYS.CONTEXT;
+CREATE INDEX rel_type_text_idx ON RELATIONS(RELATION_TYPE) INDEXTYPE IS CTXSYS.CONTEXT;
+
+EXEC CTX_DDL.SYNC_INDEX('ENT_NAME_TEXT_IDX');
+EXEC CTX_DDL.SYNC_INDEX('REL_TYPE_TEXT_IDX');
+
+SELECT from_entity,
+       relation_type,
+       to_entity
+FROM GRAPH_TABLE(
+    my_graph
+                MATCH (e1 is ENTITIES)-[r is RELATIONS]->(e2 is ENTITIES)
+                 WHERE CONTAINS(LOWER(e1.name), 'gateway') > 0
+                    OR CONTAINS(LOWER(e2.name), 'gateway') > 0
+                    OR CONTAINS(LOWER(r.RELATION_TYPE), 'gateway') > 0
+                COLUMNS (
+                    e1.name AS from_entity, r.RELATION_TYPE AS relation_type, e2.name AS to_entity
+                )
+        )
+    FETCH FIRST 20 ROWS ONLY
+
+---------------
+-- # 2026-01-29 - VECTOR 23ai
+
+CREATE TABLE rag_docs (
+                          id NUMBER GENERATED BY DEFAULT AS IDENTITY,
+                          content CLOB,
+                          source VARCHAR2(1000),
+                          chunk_hash VARCHAR2(64),
+                          status VARCHAR2(20),
+                          embed VECTOR(1024)
+);
+
+CREATE VECTOR INDEX rag_docs_idx
+ON rag_docs(embed)
+ORGANIZATION HNSW
+DISTANCE COSINE;
+
+-------------------
+-- #2026-02-07 - app_users
+
+DROP TABLE app_users;
+
+CREATE TABLE app_users (
+                           id NUMBER GENERATED ALWAYS AS IDENTITY PRIMARY KEY,
+
+                           username VARCHAR2(100) UNIQUE,
+                           name VARCHAR2(200),
+                           email VARCHAR2(200) UNIQUE,
+
+                           user_role VARCHAR2(50),
+
+                           password_hash VARCHAR2(300),
+
+                           active NUMBER(1) DEFAULT 1,
+
+                           reset_token VARCHAR2(300),
+                           reset_expire TIMESTAMP,
+
+                           must_change_password NUMBER(1) DEFAULT 0,
+
+                           created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
+);
+
+CREATE INDEX idx_users_email ON app_users(email);
+CREATE INDEX idx_users_token ON app_users(reset_token);
diff --git a/files/process_excel_rfp.py b/files/process_excel_rfp.py
new file mode 100644
index 0000000..e3e206d
--- /dev/null
+++ b/files/process_excel_rfp.py
@@ -0,0 +1,286 @@
+import pandas as pd
+import requests
+import json
+from pathlib import Path
+import os
+import re
+
+# =========================
+# Configuraçáes
+# =========================
+EXCEL_PATH = "<YOUR_EXCEL_XLSX_FILE>"
+API_URL = "http://demo-orcl-api-ai.hoshikawa.com.br:8101/rest/chat"
+QUERY_LOG_FILE = Path("queries_with_low_confidence_or_no.txt")
+TIMEOUT = 120
+APP_USER = os.environ.get("APP_USER", "<YOUR_USER_NAME>")
+APP_PASS = os.environ.get("APP_PASS", "<YOUR_PASSWORD>")
+
+CONTEXT_COLUMNS = [1, 2]   # USE IF YOU HAVE A NON-HIERARQUICAL STRUCTURE
+ORDER_COLUMN = 0 # WHERE ARE YOUR ORDER LINE COLUMN
+QUESTION_COLUMN = 4 # WHERE ARE YOUR QUESTION/TEXT to submit to RFP AI
+ALLOWED_STRUCTURES = [
+    "x.x",
+    "x.x.x",
+    "x.x.x.x",
+    "x.x.x.x.x",
+    "x.x.x.x.x.x"
+]
+ALLOWED_SEPARATORS = [".", "-", "/", "_", ">"]
+
+ANSWER_COL = "ANSWER"          # NAME YOUR COLUMN for the YES/NO/PARTIAL result
+JSON_COL = "RESULT_JSON"       # NAME YOUR COLUMN for the RFP AI automation results
+
+CONFIDENCE_COL = "CONFIDENCE"
+AMBIGUITY_COL = "AMBIGUITY"
+CONF_REASON_COL = "CONFIDENCE_REASON"
+JUSTIFICATION_COL = "JUSTIFICATION"
+
+# =========================
+# Helpers
+# =========================
+
+def normalize_structure(num: str, separators: list[str]) -> str:
+    if not num:
+        return ""
+
+    pattern = "[" + re.escape("".join(separators)) + "]"
+    return re.sub(pattern, ".", num.strip())
+
+def should_process(num: str, allowed_patterns: list[str], separators: list[str]) -> bool:
+    normalized = normalize_structure(num, separators)
+
+    if not is_hierarchical(normalized):
+        return True
+
+    depth = normalized.count(".") + 1
+
+    allowed_depths = {
+        pattern.count(".") + 1
+        for pattern in allowed_patterns
+    }
+
+    return depth in allowed_depths
+
+def register_failed_query(query: str, answer: str, confidence: str):
+    QUERY_LOG_FILE.parent.mkdir(parents=True, exist_ok=True)
+    print("Negative/Doubt result")
+    with QUERY_LOG_FILE.open("a", encoding="utf-8") as f:
+        f.write("----------------------------\n")
+        f.write(f"Query:\n{query}\n\n")
+        f.write(f"Answer: {answer}\n")
+        f.write(f"Confidence: {confidence}\n\n")
+
+def normalize_num(num: str) -> str:
+    return num.strip().rstrip(".")
+
+def build_question_from_columns(row, context_cols: list[int], question_col: int) -> str:
+    context_parts = []
+
+    for col in context_cols:
+        value = str(row.iloc[col]).strip()
+        if value:
+            context_parts.append(value)
+
+    question = str(row.iloc[question_col]).strip()
+
+    if not context_parts:
+        return question
+
+    context = " > ".join(dict.fromkeys(context_parts))
+    return f'Considering the context of "{context}", {question}'
+
+def build_question(hierarchy: dict, current_num: str) -> str:
+    if not is_hierarchical(current_num):
+        return hierarchy[current_num]["text"]
+
+    parts = current_num.split(".")
+
+    main_subject = None
+    main_key = None
+
+    # ancestral mais alto existente
+    for i in range(1, len(parts) + 1):
+        key = ".".join(parts[:i])
+        if key in hierarchy:
+            main_subject = hierarchy[key]["text"]
+            main_key = key
+            break
+
+    if not main_subject:
+        raise ValueError(f"No valid root subject for {current_num}")
+
+    subtopics = []
+    for i in range(1, len(parts)):
+        key = ".".join(parts[: i + 1])
+        if key in hierarchy and key != main_key:
+            subtopics.append(hierarchy[key]["text"])
+
+    specific = hierarchy[current_num]["text"]
+
+    if subtopics:
+        context = " > ".join(subtopics)
+        return (
+            f'Considering the context of "{context}"'
+        )
+
+    return f'What is the {specific} of {main_subject}?'
+
+def normalize_api_response(api_response: dict) -> dict:
+    if isinstance(api_response, dict) and "result" in api_response and isinstance(api_response["result"], dict):
+        if "answer" in api_response["result"]:
+            return api_response["result"]
+    return api_response
+
+def call_api(question: str) -> dict:
+    payload = {"question": question}
+
+    response = requests.post(
+        API_URL,
+        json=payload,
+        auth=(APP_USER, APP_PASS),  # πŸ” BASIC AUTH
+        timeout=TIMEOUT
+    )
+
+    response.raise_for_status()
+    return response.json()
+
+def is_explicit_url(source: str) -> bool:
+    return source.startswith("http://") or source.startswith("https://")
+
+def is_hierarchical(num: str) -> bool:
+    return bool(
+        num
+        and "." in num
+        and all(p.isdigit() for p in num.split("."))
+    )
+
+def normalize_evidence_sources(evidence: list[dict]) -> list[dict]:
+    normalized = []
+
+    for ev in evidence:
+        source = ev.get("source", "").strip()
+        quote = ev.get("quote", "").strip()
+
+        if is_explicit_url(source):
+            normalized.append(ev)
+            continue
+
+        normalized.append({
+            "quote": quote,
+            "source": source or "Oracle Cloud Infrastructure documentation"
+        })
+
+    return normalized
+
+# =========================
+# Main
+# =========================
+def main():
+    df = pd.read_excel(EXCEL_PATH, dtype=str).fillna("")
+
+    if ANSWER_COL not in df.columns:
+        df[ANSWER_COL] = ""
+
+    if JSON_COL not in df.columns:
+        df[JSON_COL] = ""
+
+    for col in [
+        ANSWER_COL,
+        JSON_COL,
+        CONFIDENCE_COL,
+        AMBIGUITY_COL,
+        CONF_REASON_COL,
+        JUSTIFICATION_COL
+    ]:
+        if col not in df.columns:
+            df[col] = ""
+
+    hierarchy = {}
+    for idx, row in df.iterrows():
+        num = normalize_num(str(row.iloc[ORDER_COLUMN]))
+        text = str(row.iloc[QUESTION_COLUMN]).strip()
+
+        if num and text:
+            hierarchy[num] = {
+                "text": text,
+                "row": idx
+            }
+
+    for num, info in hierarchy.items():
+        if not should_process(num, ALLOWED_STRUCTURES, ALLOWED_SEPARATORS):
+            print(f"⏭️ SKIPPED (structure not allowed): {num}")
+            continue
+
+        try:
+            row = df.loc[info["row"]]
+            num = normalize_num(str(row.iloc[ORDER_COLUMN]))
+
+            if is_hierarchical(num):
+                question = build_question(hierarchy, num)
+            else:
+                question = build_question_from_columns(
+                    row,
+                    CONTEXT_COLUMNS,
+                    QUESTION_COLUMN
+                )
+
+            print(f"\n❓ QUESTION SENT TO API:\n{question}")
+
+            api_response_raw = call_api(question)
+            api_response = normalize_api_response(api_response_raw)
+
+            if "evidence" in api_response:
+                api_response["evidence"] = normalize_evidence_sources(
+                    api_response.get("evidence", [])
+                )
+
+            if (
+                    api_response.get("answer") == "NO"
+                    or api_response.get("confidence") in ("MEDIUM", "LOW")
+            ):
+                register_failed_query(
+                    query=question,
+                    answer=api_response.get("answer", ""),
+                    confidence=api_response.get("confidence", "")
+                )
+
+            print("πŸ“„ JSON RESPONSE (normalized):")
+            print(json.dumps(api_response, ensure_ascii=False, indent=2))
+            print("-" * 80)
+
+            df.at[info["row"], ANSWER_COL] = api_response.get("answer", "ERROR")
+            df.at[info["row"], CONFIDENCE_COL] = api_response.get("confidence", "")
+            df.at[info["row"], AMBIGUITY_COL] = str(api_response.get("ambiguity_detected", ""))
+            df.at[info["row"], CONF_REASON_COL] = api_response.get("confidence_reason", "")
+            df.at[info["row"], JUSTIFICATION_COL] = api_response.get("justification", "")
+
+            df.at[info["row"], JSON_COL] = json.dumps(api_response, ensure_ascii=False)
+
+        except Exception as e:
+            error_json = {
+                "answer": "ERROR",
+                "confidence": "LOW",
+                "ambiguity_detected": True,
+                "confidence_reason": "Processing error",
+                "justification": str(e),
+                "evidence": []
+            }
+
+            df.at[info["row"], ANSWER_COL] = "ERROR"
+            df.at[info["row"], CONFIDENCE_COL] = "LOW"
+            df.at[info["row"], AMBIGUITY_COL] = "True"
+            df.at[info["row"], CONF_REASON_COL] = "Processing error"
+            df.at[info["row"], JUSTIFICATION_COL] = str(e)
+            df.at[info["row"], JSON_COL] = json.dumps(error_json, ensure_ascii=False)
+
+            print(f"❌ ERROR processing item {num}: {e}")
+
+    output_path = Path(EXCEL_PATH).with_name(
+        Path(EXCEL_PATH).stem + "_result.xlsx"
+    )
+    df.to_excel(output_path, index=False)
+
+    print(f"\nβœ… Saved in: {output_path}")
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/files/rfp_process.py b/files/rfp_process.py
new file mode 100644
index 0000000..db264ef
--- /dev/null
+++ b/files/rfp_process.py
@@ -0,0 +1,428 @@
+import pandas as pd
+import requests
+import json
+from pathlib import Path
+import os
+import re
+import logging
+from config_loader import load_config
+from concurrent.futures import ThreadPoolExecutor, as_completed
+import time
+from queue import Queue
+import threading
+from oci_genai_llm_graphrag_rerank_rfp import answer_question
+
+config = load_config()
+
+logger = logging.getLogger(__name__)
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s | %(levelname)s | %(name)s | %(message)s"
+)
+
+EXCEL_QUEUE = Queue()
+
+# =========================
+# Configuraçáes
+# =========================
+API_URL = "http://127.0.0.1:" + str(config.service_port) + "/chat"
+QUERY_LOG_FILE = Path("queries_with_low_confidence_or_no.txt")
+
+CONTEXT_COLUMNS = [1, 2]   # USE IF YOU HAVE A NON-HIERARQUICAL STRUCTURE
+ORDER_COLUMN = 0 # WHERE ARE YOUR ORDER LINE COLUMN
+QUESTION_COLUMN = 4 # WHERE ARE YOUR QUESTION/TEXT to submit to RFP AI
+ALLOWED_STRUCTURES = [
+    "x.x",
+    "x.x.x",
+    "x.x.x.x",
+    "x.x.x.x.x",
+    "x.x.x.x.x.x"
+]
+ALLOWED_SEPARATORS = [".", "-", "/", "_", ">"]
+
+ANSWER_COL = "ANSWER"          # NAME YOUR COLUMN for the YES/NO/PARTIAL result
+JSON_COL = "RESULT_JSON"       # NAME YOUR COLUMN for the RFP AI automation results
+ARCH_PLAN_COL = "ARCH_PLAN"
+MERMAID_COL = "MERMAID"
+
+CONFIDENCE_COL = "CONFIDENCE"
+AMBIGUITY_COL = "AMBIGUITY"
+CONF_REASON_COL = "CONFIDENCE_REASON"
+JUSTIFICATION_COL = "JUSTIFICATION"
+
+# =========================
+# Helpers
+# =========================
+
+def normalize_structure(num: str, separators: list[str]) -> str:
+    if not num:
+        return ""
+
+    pattern = "[" + re.escape("".join(separators)) + "]"
+    return re.sub(pattern, ".", num.strip())
+
+def should_process(num: str, allowed_patterns: list[str], separators: list[str]) -> bool:
+    normalized = normalize_structure(num, separators)
+
+    if not is_hierarchical(normalized):
+        return True
+
+    depth = normalized.count(".") + 1
+
+    allowed_depths = {
+        pattern.count(".") + 1
+        for pattern in allowed_patterns
+    }
+
+    return depth in allowed_depths
+
+def register_failed_query(query: str, answer: str, confidence: str):
+    QUERY_LOG_FILE.parent.mkdir(parents=True, exist_ok=True)
+    logger.info("Negative/Doubt result")
+    with QUERY_LOG_FILE.open("a", encoding="utf-8") as f:
+        f.write("----------------------------\n")
+        f.write(f"Query:\n{query}\n\n")
+        f.write(f"Answer: {answer}\n")
+        f.write(f"Confidence: {confidence}\n\n")
+
+def normalize_num(num: str) -> str:
+    return num.strip().rstrip(".")
+
+def build_question_from_columns(row, context_cols: list[int], question_col: int) -> str:
+    context_parts = []
+
+    for col in context_cols:
+        value = str(row.iloc[col]).strip()
+        if value:
+            context_parts.append(value)
+
+    question = str(row.iloc[question_col]).strip()
+
+    if not context_parts:
+        return question
+
+    context = " > ".join(dict.fromkeys(context_parts))
+    return f'Considering the context of "{context}", {question}'
+
+def build_question(hierarchy: dict, current_num: str) -> str:
+    if not is_hierarchical(current_num):
+        return hierarchy[current_num]["text"]
+
+    parts = current_num.split(".")
+
+    main_subject = None
+    main_key = None
+
+    # ancestral mais alto existente
+    for i in range(1, len(parts) + 1):
+        key = ".".join(parts[:i])
+        if key in hierarchy:
+            main_subject = hierarchy[key]["text"]
+            main_key = key
+            break
+
+    if not main_subject:
+        raise ValueError(f"No valid root subject for {current_num}")
+
+    subtopics = []
+    for i in range(1, len(parts)):
+        key = ".".join(parts[: i + 1])
+        if key in hierarchy and key != main_key:
+            subtopics.append(hierarchy[key]["text"])
+
+    specific = hierarchy[current_num]["text"]
+
+    if subtopics:
+        context = " > ".join(subtopics)
+        return (
+            f'Considering the context of "{context}"'
+        )
+
+    return f'What is the {specific} of {main_subject}?'
+
+def normalize_api_response(api_response) -> dict:
+    # --------------------------------
+    # πŸ”₯ STRING β†’ JSON
+    # --------------------------------
+    if isinstance(api_response, str):
+        try:
+            api_response = json.loads(api_response)
+        except Exception:
+            return {"error": f"Invalid string response: {api_response[:300]}"}
+
+    if not isinstance(api_response, dict):
+        return {"error": f"Invalid type: {type(api_response)}"}
+
+    if "error" in api_response:
+        return api_response
+
+    if isinstance(api_response.get("result"), dict):
+        return api_response["result"]
+
+    if "answer" in api_response:
+        return api_response
+
+    return {"error": f"Unexpected format: {str(api_response)[:300]}"}
+
+def call_api(
+        question: str,
+        *,
+        api_url: str,
+        timeout: int,
+        auth_user: str | None,
+        auth_pass: str | None,
+) -> dict:
+
+    payload = {"question": question}
+
+    response = requests.post(
+        api_url,
+        json=payload,
+        auth=(auth_user, auth_pass) if auth_user else None,
+        timeout=timeout
+    )
+
+    if response.status_code >= 500:
+        raise RuntimeError(
+            f"Server error {response.status_code}: {response.text}",
+            response=response
+        )
+
+    text = response.text.lower()
+
+    if "gateway time" in text or "timeout" in text:
+        raise RuntimeError(response.text)
+
+    try:
+        return response.json()
+    except:
+        raise RuntimeError(
+            f"Invalid JSON: {response.text[:300]}"
+        )
+
+def is_explicit_url(source: str) -> bool:
+    return source.startswith("http://") or source.startswith("https://")
+
+def is_hierarchical(num: str) -> bool:
+    return bool(
+        num
+        and "." in num
+        and all(p.isdigit() for p in num.split("."))
+    )
+
+def normalize_evidence_sources(evidence: list[dict]) -> list[dict]:
+    normalized = []
+
+    for ev in evidence:
+        source = ev.get("source", "").strip()
+        quote = ev.get("quote", "").strip()
+
+        if is_explicit_url(source):
+            normalized.append(ev)
+            continue
+
+        normalized.append({
+            "quote": quote,
+            "source": source or "Oracle Cloud Infrastructure documentation"
+        })
+
+    return normalized
+
+def build_justification_with_links(justification: str, evidence: list[dict]) -> str:
+    """
+    Combine justification text + evidence URLs in a readable format for Excel.
+    """
+
+    if not evidence:
+        return justification or ""
+
+    urls = []
+
+    for ev in evidence:
+        src = ev.get("source", "").strip()
+        if is_explicit_url(src):
+            urls.append(src)
+
+    if not urls:
+        return justification or ""
+
+    links_text = "\n".join(f"- {u}" for u in sorted(set(urls)))
+
+    if justification:
+        return f"{justification}\n\nSources:\n{links_text}"
+
+    return f"Sources:\n{links_text}"
+
+def call_api_with_retry(question, max_minutes=30, **kwargs):
+    start = time.time()
+    attempt = 0
+    delay = 5
+
+    while True:
+        try:
+            return call_api(question, **kwargs)
+
+        except Exception as e:
+            attempt += 1
+            elapsed = time.time() - start
+
+            msg = str(e).lower()
+            if any(x in msg for x in ["401", "403", "400", "invalid json format"]):
+                raise
+
+            if elapsed > max_minutes * 60:
+                raise RuntimeError(
+                    f"Timeout after {attempt} attempts / {int(elapsed)}s"
+                )
+
+            logger.info(
+                f"πŸ” Retry {attempt} | waiting {delay}s | {e}"
+            )
+
+            time.sleep(delay)
+
+            delay = min(delay * 1.5, 60)
+
+def call_local_engine(question: str) -> dict:
+    return answer_question(question)
+
+# =========================
+# Main
+# =========================
+def process_excel_rfp(
+        input_excel: Path,
+        output_excel: Path,
+        *,
+        api_url: str,
+        timeout: int = 120,
+        auth_user: str | None = None,
+        auth_pass: str | None = None,
+) -> Path:
+
+    df = pd.read_excel(input_excel, dtype=str).fillna("")
+
+    for col in [
+        ANSWER_COL,
+        JSON_COL,
+        CONFIDENCE_COL,
+        AMBIGUITY_COL,
+        CONF_REASON_COL,
+        JUSTIFICATION_COL
+    ]:
+        if col not in df.columns:
+            df[col] = ""
+
+    hierarchy = {}
+    for idx, row in df.iterrows():
+        num = normalize_num(str(row.iloc[ORDER_COLUMN]))
+        text = str(row.iloc[QUESTION_COLUMN]).strip()
+
+        if num and text:
+            hierarchy[num] = {"text": text, "row": idx}
+
+    # =========================================
+    # πŸ”₯ WORKER PARALELO
+    # =========================================
+    def process_row(num, info):
+        try:
+            row = df.loc[info["row"]]
+
+            if is_hierarchical(num):
+                question = build_question(hierarchy, num)
+            else:
+                question = build_question_from_columns(
+                    row,
+                    CONTEXT_COLUMNS,
+                    QUESTION_COLUMN
+                )
+
+            logger.info(f"\nπŸ”Έ QUESTION {num} SENT TO API:\n{question}")
+
+            # raw = call_api_with_retry(
+            #     question,
+            #     api_url=api_url,
+            #     timeout=timeout,
+            #     auth_user=auth_user,
+            #     auth_pass=auth_pass
+            # )
+            raw = call_local_engine(question)
+
+            resp = normalize_api_response(raw)
+
+            return info["row"], question, resp
+
+        except Exception as e:
+            return info["row"], "", {"error": str(e)}
+
+    # =========================================
+    # PARALLEL EXECUTION - FUTURE - OCI ACCEPTS ONLY 1 HERE
+    # =========================================
+    futures = []
+
+    with ThreadPoolExecutor(max_workers=1) as executor:
+
+        for num, info in hierarchy.items():
+
+            if not should_process(num, ALLOWED_STRUCTURES, ALLOWED_SEPARATORS):
+                continue
+
+            futures.append(executor.submit(process_row, num, info))
+
+        for f in as_completed(futures):
+
+            row_idx, question, api_response = f.result()
+            api_response = normalize_api_response(api_response)
+
+            try:
+                if "error" in api_response:
+                    raise Exception(api_response["error"])
+
+                if "evidence" in api_response:
+                    api_response["evidence"] = normalize_evidence_sources(
+                        api_response["evidence"]
+                    )
+
+                if (
+                        api_response.get("answer") == "NO"
+                        or api_response.get("confidence") in ("MEDIUM", "LOW")
+                ):
+                    register_failed_query(
+                        query=question,
+                        answer=api_response.get("answer", ""),
+                        confidence=api_response.get("confidence", "")
+                    )
+
+                df.at[row_idx, ANSWER_COL] = api_response.get("answer", "ERROR")
+                df.at[row_idx, CONFIDENCE_COL] = api_response.get("confidence", "")
+                df.at[row_idx, AMBIGUITY_COL] = str(api_response.get("ambiguity_detected", ""))
+                df.at[row_idx, CONF_REASON_COL] = api_response.get("confidence_reason", "")
+                df.at[row_idx, JUSTIFICATION_COL] = build_justification_with_links(
+                    api_response.get("justification", ""),
+                    api_response.get("evidence", [])
+                )
+                df.at[row_idx, JSON_COL] = json.dumps(api_response, ensure_ascii=False)
+
+                logger.info(json.dumps(api_response, indent=2))
+
+            except Exception as e:
+                df.at[row_idx, ANSWER_COL] = "ERROR"
+                df.at[row_idx, CONFIDENCE_COL] = "LOW"
+                df.at[row_idx, JUSTIFICATION_COL] = str(e)
+
+                logger.info(f"❌ ERROR: {e}")
+
+    df.to_excel(output_excel, index=False)
+
+    return output_excel
+
+if __name__ == "__main__":
+    import sys
+
+    input_path = Path(sys.argv[1])
+    output_path = input_path.with_name(input_path.stem + "_result.xlsx")
+
+    process_excel_rfp(
+        input_excel=input_path,
+        output_excel=output_path,
+        api_url=API_URL,
+    )
\ No newline at end of file
diff --git a/files/source_code.zip b/files/source_code.zip
new file mode 100644
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diff --git a/files/templates/admin_menu.html b/files/templates/admin_menu.html
new file mode 100644
index 0000000..a10e0cb
--- /dev/null
+++ b/files/templates/admin_menu.html
@@ -0,0 +1,67 @@
+{% extends "base.html" %}
+{% block content %}
+
+    <h1>βš™οΈ Admin Panel</h1>
+
+    <!-- USERS -->
+    <div class="card">
+
+        <h2>πŸ‘€ Users</h2>
+
+        <p class="small">
+            Create, edit and manage system users and permissions.
+        </p>
+
+        <a href="{{ url_for('users.list_users') }}" class="btn">
+            Open User Management
+        </a>
+
+    </div>
+
+
+    <!-- KNOWLEDGE -->
+    <div class="card">
+
+        <h2>πŸ” Knowledge Governance</h2>
+
+        <p class="small">
+            Invalidate outdated knowledge or manually add validated information to the RAG base.
+        </p>
+
+        <a href="{{ url_for('admin.invalidate_page') }}" class="btn">
+            Open Governance Tools
+        </a>
+
+    </div>
+
+    <div class="card">
+
+        <h2>♻️ Maintenance</h2>
+
+        <p class="small">
+            Reload all knowledge indexes, embeddings and caches without restarting the server.
+        </p>
+
+        <button class="btn" onclick="rebootSystem()">
+            Reload Knowledge
+        </button>
+
+        <pre id="rebootResult" style="margin-top:10px;"></pre>
+
+    </div>
+    <script>
+        async function rebootSystem() {
+
+            const box = document.getElementById("rebootResult");
+            box.textContent = "⏳ Reloading...";
+
+            const res = await fetch("/admin/reboot", {
+                method: "POST"
+            });
+
+            const data = await res.json();
+
+            box.textContent = "βœ… " + data.message;
+        }
+    </script>
+{% endblock %}
\ No newline at end of file
diff --git a/files/templates/base.html b/files/templates/base.html
new file mode 100644
index 0000000..ac6bf08
--- /dev/null
+++ b/files/templates/base.html
@@ -0,0 +1,321 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1" />
+    <title>ORACLE RFP AI Platform
+
+    
+
+
+
+
+
+

+    

+
+        
+
+        {% if request.endpoint != 'auth.login_page' %}
+        

+            Chat
+
+            {% if current_user and current_user.role == "admin" %}
+                Admin
+            {% endif %}
+
+            {% if current_user %}
+                Logout
+            {% else %}
+                Login
+            {% endif %}
+        

+        {% endif %}
+
+    

+

+
+
+

+
+    {% with messages = get_flashed_messages(with_categories=true) %}
+        {% if messages %}
+            {% for category, message in messages %}
+                

+                    {{ message }}
+                

+            {% endfor %}
+        {% endif %}
+    {% endwith %}
+
+    {% block content %}
+    {% endblock %}
+
+

+
+
+
\ No newline at end of file
diff --git a/files/templates/excel/job_status.html b/files/templates/excel/job_status.html
new file mode 100644
index 0000000..e51bdb0
--- /dev/null
+++ b/files/templates/excel/job_status.html
@@ -0,0 +1,82 @@
+{% extends "base.html" %}
+
+{% block content %}
+
+    
+
+    

+
+        
Excel Processing

+        
Job ID: {{ job_id }}

+
+        

+            
+            
Processing...

+        

+
+        
+
+        
+
+    

+
+    
+
+{% endblock %}
\ No newline at end of file
diff --git a/files/templates/index.html b/files/templates/index.html
new file mode 100644
index 0000000..edd6010
--- /dev/null
+++ b/files/templates/index.html
@@ -0,0 +1,1023 @@
+{% extends "base.html" %}
+{% block content %}
+
+
+
+
+    
+    Oracle AI RFP Response
+    
+    
+    
+
+
+
+
+

+
+    

+        Oracle LAD A-Team

+        Cristiano Hoshikawa

+        cristiano.hoshikawa@oracle.com
+    

+
+    

+        Tutorial

+        
+            Oracle Learn – OCI Generative AI PDF RAG
+        
+        

+        
+            Oracle GraphRAG for RFP Validation
+        
+
+        


+
+        REST Service Endpoint

+        
+            {{ api_base_url }}/rest/chat
+        
+    

+
+    

+
+    
Overview

+
+    

+        This application provides an AI-assisted RFP response engine for
+        Oracle Cloud Infrastructure (OCI).
+        It analyzes natural language requirements and returns a
+        structured, evidence-based technical response.
+    

+
+    
    
+        
  • Official Oracle technical documentation
    • 
+        
  • Semantic search using vector embeddings
    • 
+        
  • Knowledge Graph signals
    • 
+        
  • Large Language Models (LLMs)
    • 
+    

+
+

+
+
+

+
+    
Important Notes

+
+    
    
+        
  • 
+            Responses are generated by an LLM.
+            Even with low temperature, minor variations may occur across executions.
+        
    • 
+        
  • 
+            Results depend on wording, terminology, and framing of the requirement.
+        
    • 
+        
  • 
+            In many RFPs, an initial NO can be reframed into a valid
+            YES by mapping the requirement to the correct OCI service.
+        
    • 
+        
  • 
+            Human review is mandatory.
+            This tool supports architects and RFP teams β€” it does not replace them.
+        
    • 
+    

+
+    

+        GraphRAG β€’ Oracle Autonomous Database 23ai β€’ Embeddings β€’ Knowledge Graph β€’ LLM β€’ Flask API
+    

+
+

+
+
+{% if current_user and current_user.role in ("admin", "user") %}
+

+
+    
Try It β€” Live RFP Question

+
+    

+        Enter an RFP requirement or technical question below.
+        The API will return a structured JSON response.
+    

+
+    
+
+    
+
+    
+
+

+{% endif %}
+
+
+{% if current_user and current_user.role in ("admin", "user") %}
+

+    
πŸ— Architecture Planner

+
+    

+        This is an advanced analysis engine for designing Architectural Solutions based on OCI resources.
+        It uses LRM mechanism with Chain-of-Tought to prepare solutions that require a set of components in OCI.
+    

+
+    
+
+    
+
+    
+
+    
+
+

+{% endif %}
+
+
+

+    
Submit your RFP (Excel)

+
+    

+        Upload an Excel file and receive the processed result by email.
+        You do not need to keep this page open.
+    

+    

+        Follow the Excel format:

+        Column A: MUST be a sequential numeric

+        Column B, C: MUST be fill with a context. Could be a domain and sub-domain for the question

+        Column D: Optional

+        Column E: MUST be the main question

+    

+    

+        Exemplo de planilha Excel
+    

+    
+    


+
+    
+    


+
+    
+
+    
+

+
+
+

+
+    
REST API Usage

+
+    

+        The service exposes a POST endpoint that accepts a JSON payload.
+    

+
+    
+        curl -X POST {{ api_base_url }}/rest/chat
+        -H "Content-Type: application/json"
+        -u app_user:app_password
+        -d '{
+        "question": "Does Oracle Cloud Infrastructure (OCI) Compute support online resizing of memory for running virtual machine instances?"
+        }'
+    
+
+    
Request Parameters

+
+    

+        question (string)

+        Natural language description of an RFP requirement or technical capability.
+        Small wording changes may affect how intent and evidence are interpreted.
+    

+
+

+
+
+

+
+    
AI Response JSON Structure

+
+    

+        The API always returns a strict and normalized JSON structure,
+        designed for traceability, auditing, and human validation.
+    

+
+    
answer

+    

+        Final assessment of the requirement:
+        YES, NO, or PARTIAL.
+        A NO means the requirement is not explicitly satisfied as written.
+    

+
+    
confidence

+    

+        Indicates the strength of the supporting evidence:
+        HIGH, MEDIUM, or LOW.
+    

+
+    
ambiguity_detected

+    

+        Flags whether the requirement is vague, overloaded, or open to interpretation.
+    

+
+    
confidence_reason

+    

+        Short explanation justifying the confidence level.
+    

+
+    
justification

+    

+        Technical rationale connecting the evidence to the requirement.
+        This is not marketing text.
+    

+
+    
evidence

+    

+        List of supporting references:
+    

+    
    
+        
  • quote – Exact extracted text
    • 
+        
  • source – URL or document reference
    • 
+    

+
+

+
+

+
+    

+
+        
How to Use the RFP AI with a custom Python Code

+
+        

+            This solution exposes a REST API that allows RFP questions to be evaluated programmatically.
+            By consuming this API, users can execute a Python automation that reads spreadsheet files,
+            builds contextualized questions, sends them to the AI service, and writes the results back
+            to the same spreadsheet.
+        

+
+        

+            The automation supports both hierarchical and non-hierarchical
+            spreadsheet structures. Depending on how the spreadsheet is organized, the Python code
+            automatically determines how to construct each question, ensuring that the context sent
+            to the AI is accurate, consistent, and auditable.
+        

+
+        

+            This approach enables large RFP documents to be processed in bulk, replacing manual analysis
+            with a repeatable and controlled workflow driven by a REST interface and a Python execution layer.
+        

+
+        

+            Source Code Download


+            The Python script responsible for reading RFP spreadsheets, calling the REST API,
+            and writing results back to the file can be downloaded below:
+            


+            
+                πŸ“₯ process_excel_rfp.py
+            
+        

+
+        

+
+        
1. Hierarchical Spreadsheet

+
+        

+            A spreadsheet is considered hierarchical when it contains a numbering column
+            that represents a tree structure, such as:
+        

+
+        
+    1
+    1.1
+    1.1.1
+    1.2
+      

+
+        

+            In this format:
+        

+
+        
    
+            
  • The hierarchy is explicitly defined by the numbering
    • 
+            
  • Parent items provide contextual meaning
    • 
+            
  • Leaf items (those without children) are sent to the AI for evaluation
    • 
+        

+
+        

+            Example:

+            Item 1.2.3 inherits context from 1 β†’ 1.2
+        

+
+        
2. Non-Hierarchical Spreadsheet

+
+        

+            A spreadsheet is considered non-hierarchical when no valid hierarchical
+            numbering exists or when numbering does not represent a logical structure.
+        

+
+        

+            In these cases, context is distributed across specific columns, for example:
+        

+
+        
+    Domain | Subdomain | Topic | Question
+      

+
+        

+            The pipeline uses only explicitly declared context columns, preventing semantic noise
+            such as internal IDs or technical codes from being included in the prompt.
+        

+
+        
3. How the Pipeline Selects the Mode

+
+        
+    If the order value is hierarchical:
+        use numeric hierarchy
+    Else:
+        use column-based hierarchy
+      

+
+        

+            This decision ensures deterministic and auditable behavior.
+        

+
+        
4. Key Code Sections

+
+        
4.1 Hierarchy Detection

+
+        

+    def is_hierarchical(num: str) -> bool:
+        if not num:
+            return False
+        parts = num.split(".")
+        return all(p.isdigit() for p in parts)
+      

+
+        

+            This function determines whether a row belongs to the numeric hierarchy.
+        

+
+        
4.2 Hierarchical Question Builder

+
+        

+    def build_question(hierarchy: dict, current_num: str) -> str:
+        ...
+        return f'Considering the context of "{context}", {specific}'
+      

+
+        

+            This logic walks up the hierarchy tree to build a contextualized question.
+        

+
+        
4.3 Column-Based Question Builder

+
+        

+    def build_question_from_columns(row, context_cols, question_col):
+        ...
+        return f'Considering the context of "{context}", {question}'
+      

+
+        

+            This builder is used only when no numeric hierarchy exists.
+        

+
+        
4.4 Correct Row Retrieval (Critical)

+
+        

+    row = df.loc[info["row"]]
+    num = normalize_num(str(row.iloc[ORDER_COLUMN]))
+      

+
+        

+            Important:

+            Always retrieve the correct DataFrame row before accessing column values.
+            If this step is skipped, hierarchical processing will not work correctly.
+        

+
+        
5. Best Practices

+
+        
    
+            
  • Do not include internal IDs or technical codes as semantic context
    • 
+            
  • Explicitly define context columns (CONTEXT_COLUMNS)
    • 
+            
  • Avoid heuristic-based hierarchy guessing
    • 
+            
  • Prefer deterministic, auditable logic
    • 
+        

+
+        
6. Summary

+
+        

+            This pipeline is designed to:
+            
    
+                
  • Support multiple RFP spreadsheet formats
    • 
+                
  • Eliminate semantic noise
    • 
+                
  • Produce consistent, high-quality prompts
    • 
+                
  • Scale for enterprise usage
    • 
+            

+        

+
+    

+

+
+

+
+    

+        
Configure and Test your Custom Python Code

+
+        Before running process_excel_rfp.py, you must configure the input spreadsheet, the REST endpoint,
+        and authentication. These parameters can be set directly in the script or provided via environment variables.
+    

+
+    
0. Prerequisites

+    
    
+        
  • Python 3.10+ installed
    • 
+        
  • Install dependencies: pip install pandas requests openpyxl
    • 
+        
  • Access to the REST API endpoint (network + credentials)
    • 
+    

+
+    

+
+    
1. Script Parameters (Edit in the .py file)

+
+    

+        Main configuration variables


+        Open process_excel_rfp.py and update the values below:
+    

+
+    
+    EXCEL_PATH      = "/path/to/your/RFP.xlsx"
+    API_URL         = "{{ api_base_url }}/chat"
+    TIMEOUT         = 120
+
+    ORDER_COLUMN    = 0   # column index containing the order/numbering
+    QUESTION_COLUMN = 1   # column index containing the question text
+
+    # Use this only for NON-hierarchical spreadsheets:
+    CONTEXT_COLUMNS = [1, 2]  # columns that contain context (domain, topic, section, etc.)
+
+    # Output column names (created if missing):
+    ANSWER_COL      = "ANSWER"
+    JSON_COL        = "RESULT_JSON"
+    

+
+    
EXCEL_PATH

+    

+        Full path to the spreadsheet you want to process. The script reads this file and writes a new output file
+        named _resultado.xlsx in the same folder.
+    

+
+    
API_URL

+    

+        The REST endpoint exposed by the AI service. It must accept:
+        POST with JSON payload {"question": "..."} .
+    

+
+    
ORDER_COLUMN and QUESTION_COLUMN

+    

+        The script uses ORDER_COLUMN to identify hierarchy (e.g., 1, 1.1, 1.1.1).
+        The QUESTION_COLUMN is the text that will be sent to the AI.
+    

+
+    
CONTEXT_COLUMNS (Non-hierarchical mode)

+    

+        If your spreadsheet is not hierarchical, context comes from fixed columns (for example: Domain β†’ Subdomain β†’ Topic).
+        Only the columns listed in CONTEXT_COLUMNS will be used to build context.
+        This avoids adding noisy values such as internal IDs or codes.
+    

+
+    

+
+    
2. Authentication (Environment Variables)

+
+    

+        Important:

+        Do not hardcode credentials inside the spreadsheet or the script if the file will be shared.
+        Prefer environment variables.
+    

+
+    

+        The script uses HTTP Basic Auth to call the API. Configure credentials using environment variables:
+    

+
+    
+    export APP_USER="YOU USER"
+    export APP_PASS="YOUR PASSWORD"
+    

+
+    

+        On Windows PowerShell:
+    

+
+    
+    setx APP_USER "YOUR USER"
+    setx APP_PASS "YOUR PASSWORD"
+    

+
+    

+        If not provided, the script falls back to the defaults defined in the code:
+        APP_USER / APP_PASS.
+    

+
+    

+
+    
3. How to Run

+
+    
+    python process_excel_rfp.py
+    

+
+    

+        The script will:
+    

+    
    
+        
  • Load the spreadsheet
    • 
+        
  • Detect whether the sheet is hierarchical (based on numbering)
    • 
+        
  • Build a contextual question for each leaf item
    • 
+        
  • Send each question to the REST API
    • 
+        
  • Write ANSWER + JSON results back to a new spreadsheet file
    • 
+        
  • Log LOW/MEDIUM confidence or NO answers into queries_with_low_confidence_or_no.txt
    • 
+    

+
+    

+        Output


+        A new file will be created next to the original spreadsheet:

+        RFP_result.xlsx
+    

+

+
+
+
+
+
+
+
+{% endblock %}
\ No newline at end of file
diff --git a/files/templates/invalidate.html b/files/templates/invalidate.html
new file mode 100644
index 0000000..8d49dae
--- /dev/null
+++ b/files/templates/invalidate.html
@@ -0,0 +1,203 @@
+{% extends "base.html" %}
+{% block content %}
+
+
πŸ” RAG Knowledge Governance

+
+
+
+
+

+    
❌ Invalidate Knowledge

+
+    

+        
+        


+        
+    

+

+
+

+
+
+
+
+

+    
βž• Add Manual Knowledge

+
+    

+        
+
+        


+
+        
+
+        


+
+        
+    

+
+    

+

+
+

+
+
+
+
+

+    
πŸ“š Knowledge Matches

+
+    {% if results|length == 0 %}
+        
No matching knowledge found.

+    {% endif %}
+
+    {% for r in results %}
+        

+
+            Chunk Hash:
+            {{ r.chunk_hash or "β€”" }}

+            Origin: {{ r.origin or "UNKNOWN" }}

+            Created at: {{ r.created_at or "β€”" }}

+            Status: {{ r.status }}

+            Source: {{ r.source }}

+
+            

+                Content:
+                
{{ r.text }}

+                

+                    Change to:
+
+                    
+                

+            

+
+            {% if r.chunk_hash %}
+                
+                
+            {% else %}
+                
Derived from Knowledge Graph (non-revocable)

+            {% endif %}
+        

+    {% endfor %}
+

+
+
+{% endblock %}
\ No newline at end of file
diff --git a/files/templates/users/form.html b/files/templates/users/form.html
new file mode 100644
index 0000000..2b086c4
--- /dev/null
+++ b/files/templates/users/form.html
@@ -0,0 +1,25 @@
+{% extends "base.html" %}
+{% block content %}
+
+    

+        
{{ "Edit User" if user else "New User" }}

+
+        

+            
+            
+
+            
+
+            
+
+            
+        

+    

+
+{% endblock %}
\ No newline at end of file
diff --git a/files/templates/users/list.html b/files/templates/users/list.html
new file mode 100644
index 0000000..a38c2fb
--- /dev/null
+++ b/files/templates/users/list.html
@@ -0,0 +1,33 @@
+{% extends "base.html" %}
+{% block content %}
+
+    

+        
Users

+
+        + New User
+
+        
+            
+                
+                
+                
+                
+                
+            
+
+            {% for u in users %}
+                
+                    
+                    
+                    
+                    
+                    
+                
+            {% endfor %}
+        
NameEmailRoleActive
{{ u.name }}{{ u.email }}{{ u.role }}{{ "Yes" if u.active else "No" }}
+                        Edit |
+                        Delete
+                    

+    

+
+{% endblock %}
\ No newline at end of file
diff --git a/files/templates/users/login.html b/files/templates/users/login.html
new file mode 100644
index 0000000..677f66c
--- /dev/null
+++ b/files/templates/users/login.html
@@ -0,0 +1,114 @@
+{% extends "base.html" %}
+
+{% block content %}
+
+    
+
+    
+
+{% endblock %}
\ No newline at end of file
diff --git a/files/templates/users/set_password.html b/files/templates/users/set_password.html
new file mode 100644
index 0000000..11317b7
--- /dev/null
+++ b/files/templates/users/set_password.html
@@ -0,0 +1,20 @@
+{% extends "base.html" %}
+{% block content %}
+
+    

+
+        
Set Password

+
+        {% if expired %}
+            
Link expired or invalid.

+        {% else %}
+            

+                
+                
+                
+            

+        {% endif %}
+
+    

+
+{% endblock %}
\ No newline at end of file
diff --git a/files/templates/users/signup.html b/files/templates/users/signup.html
new file mode 100644
index 0000000..b18790d
--- /dev/null
+++ b/files/templates/users/signup.html
@@ -0,0 +1,51 @@
+{% extends "base.html" %}
+{% block content %}
+
+    

+
+        
Create Access

+
+        

+            Enter your email to receive a secure link and set your password.
+        

+
+        

+
+            
+
+            


+
+            
+
+            


+
+            
+
+        

+
+        

+
+        {% with messages = get_flashed_messages(with_categories=true) %}
+            {% if messages %}
+                {% for cat, msg in messages %}
+                    

+                        {{ msg }}
+                    

+                {% endfor %}
+            {% endif %}
+        {% endwith %}
+
+    

+
+{% endblock %}
\ No newline at end of file
diff --git a/img_3.png b/img_3.png
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