VGVaibhav Gargindustspeck.xyz·Aug 1 · 6 min readHow RAG and OKF Work Together for AI AgentsWhen Google published Open Knowledge Format (OKF), a claim spread fast: RAG is dead. That is the wrong takeaway. RAG and OKF are not rivals. They answer different questions. RAG is a retrieval techn00
VGVaibhav Gargindustspeck.xyz·Jun 10 · 8 min readIntent-Shaped Interfaces: Why MCP Tools Fail When You Expose Backend EnumsAI speeds up execution, but context and judgment still drive real results. I ran into a small example of this while designing an MCP tool. One field. One decision. A reliability gap you can feel immed00
