fix the issue

fix the issue

fix the issue

feat: Implement Anthropic context engineering with compaction, structured prompts, and tool result clearing

feat: add caching, query expansion, improved streaming, and enhanced error handling

update the prompt

Fix role propagation in ingestion pipeline and improve error handling

update the app.py file

feat: Add AI metadata extraction, latency prediction, context-aware routing, and tool output schemas

feat(web-search): use Google Custom Search for live web results

Autonomous Retry & Self-Correction

Migrate admin rules and analytics to Supabase

Multi-Tool Parallel Execution

feat: Enhance admin rules with file upload, drag-and-drop, chunk processing, and improved UI

update the redflag resopnse

working Tenant ID

imporve admin page & backend

feat: Add knowledge base with document ingestion and file upload support

Reasoning traces, smarter tools, deterministic backend tests.

working the rag and web server

Add RAG MCP Server with Supabase vector search