Switch security-chat to Mistral-7B-Instruct (ZySec not on free Inference API)

Phase 3 fix: Replace DGA transformer with Shannon-entropy heuristic (model not transformers-compatible)

Phase 3: Add transformer models (URL BERT + DGA + SecurityLLM via Inference API)

Phase 3: Add transformer models (URL BERT + DGA + SecurityLLM via Inference API)

Fix: ML-powered fallback for analyze endpoint when Gemini unavailable

Add notebook 08: train all models + upload to Che237/cyberforge-models

Fix MLModelLoader to search notebooks models/ directory + trained_models/

Fix: Force HF upload with explicit token authentication

FIX: Remove backslash from f-string to fix SyntaxError

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Update notebooks/notebook_config.json - fix configs and enable HF upload

Update README.md - add FastAPI REST endpoints + Gemini AI

Update requirements.txt - add FastAPI REST endpoints + Gemini AI

Update Dockerfile - add FastAPI REST endpoints + Gemini AI

Update app.py - add FastAPI REST endpoints + Gemini AI

Fix: Use per-dataset scalers to avoid feature mismatch

Fix: Better label preservation during feature engineering

Fix: Create synthetic labels for datasets without explicit labels

Update to gemini-2.5-flash model

Fix broken newlines in print statements

Fix CyberForgeFeaturePipeline class definition

Fix syntax error - remove literal backslash-n

Fix syntax error - remove literal backslash-n

Fix label detection in dataset loading

Fix URL feature extraction column mismatch

Fix Gemini model to use gemini-pro from config

Update Gemini config: gemini-pro with temperature=0.3

Fix validation and normalization logic

Fix async to sync httpx - remove asyncio.get_event_loop

Trigger rebuild - notebooks fixed

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Fix cells 8-10 to be self-contained

Fix cells 6 and 7 - self-contained config loading

Fix cells - make each self-contained with imports

Fix async code - use sync httpx client

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