updated the ingest.py so it can in sync with data

updated the database

added some more data

changed the rule of engagement

feat: 15-point UX overhaul — interactive sidebar, quick actions, 4-part response structure, minimal emojis, lead-gen focus

changes made in rules of engagement.md

Knowledge Base Expand: Embedded new project data into the main vector graph

Docs: Comprehensive documentation overhaul including Master README and structural module guides

UI Structure: Fixed bullet point rendering instruction to ensure LLM uses strict Markdown list formatting

Identity Refinement: Finalized 'Elite Bullet' formatting logic for digital twin responses

Identity Optimization: Enforced elite ChatGPT-style visual hierarchy for all AI responses

Identity Expansion: Integrated massive ArunCore documentation and master portfolio summary into live Vector DB

Identity Correction: Forced re-ingestion of static profile into Vector DB

Comprehensive Documentation Overhaul: Phase 4 A-Z Complete

ArunCore Deployment