infrastructure
Qdrant vs Pinecone vs Weaviate: Which Vector Database Should Power Your RAG App?
Evaluated three vector databases before picking Qdrant. Latency, cost, hybrid search, DX compared.
// journal
BugLens Journal
Deep dives into building professional code review agents — from agentic RAG to the security of large-scale code analysis.
deep dive
When AI Looks Smarter Than It Thinks: The Hidden Cost of LLM Overreliance
LLMs sound confident and fast, but imitation without true understanding creates real risks for teams.
mcp
MCP in 2026: The USB-C Moment for AI Agents
MCP went from a niche spec to the universal AI integration layer. Here's what it means for agents.
rag
How BugLens Uses RAG to Make AI Code Review Actually Useful
Generic LLM reviews are noise. BugLens embeds your team docs and past PRs via Qdrant.
architecture
Why I Chose LangGraph Over LangChain for Multi-Agent Orchestration
After building BugLens's 3-agent pipeline I learned why state graphs beat linear chains. Full decision inside.