feat: finalize app.py integrity guard and retrieval logic

feat: implement cryptographic integrity, DAG-reasoning engine, and JIT-optimized generative backbone

feat: upgrade Tier 1 foundation to opt-125m pre-trained generative checkpoint

feat: implement runtime hot-ingestion API endpoint to bypass engine downtime

feat: complete visual free-energy water ripple rendering pipeline

fix: move import inside class to bypass interpreter scan

fix: resolve directory structure and lazy import logic

fix: correctly order imports in app.py

fix: force dependencies and runtime faiss verification

Chore: Deploy minimal infrastructure test to resolve dependency conflict

Chore: Update core logic and project manifest

Feature: Add Gradio web interface for professional UI

AOT: Finalize RAG-integrated Space deployment

AOT: Fresh sovereign production architecture deployment