Civic watch, commentary, and news aggregation platform integrating Claude, Llama, and Mistral model routers.
Aggregating civic issues, NEET exams updates, and political satire across multiple social API feeds is highly expensive and prone to API rate limits, while maintaining editorial quality requires extensive human validation.
We built Cockroach Watch India (CWI), a civic platform operated by an intelligent admin dashboard (CWI AI OS):
Sprint 1: Supabase RLS configuration & RSS parsers
Sprint 2: AWS Bedrock LLM routing framework
Sprint 3: Newsroom audit & SEO optimizations
Duplicate news channels and dead links made the live newsroom cluttered. Conducted a codebase audit to consolidate headers, redirects, and move links to structured JSON lists.
Running heavy summarization agents daily on AWS Bedrock led to high API overheads. Resolved by dividing tasks into Command Core (Claude) and lighter template routing pipelines.