Building economically intelligent AI agents: beyond traditional orchestrationRethinking token consumption, resource allocation, and cost optimization in multi-agent AI systems. The Inception of the Problem While experimenting with a multi-agent AI workflow, I ran into an issueOct 20 路 8 min readpunyasloka-mahapatra.hashnode.dev
Beyond RAG: building AI agents that know when knowledge is outdatedRethinking how Generative AI and Agentic AI systems remember, validate, and update knowledge over time. What Happens When AI Remembers Something That Is No Longer True? While experimenting with Genera11KOct 20 路 9 min readpunyasloka-mahapatra.hashnode.dev
Building AI Assistants for the real world: An enterprise agentic RAG journeyOver the last year, almost every enterprise has experimented with AI assistants. Most of them started with a simple Retrieval-Augmented Generation (RAG) implementation: ingest documents, store embeddiAug 6 路 8 min readpunyasloka-mahapatra.hashnode.dev
Memory Banks: Is this the missing piece? Over the last year, AI coding assistants have gone from being a novelty to becoming part of many developers' daily workflow. Whether you're using Cline, Cursor, Windsurf, Roo, or any of the newer AI-pJul 21 路 7 min readpunyasloka-mahapatra.hashnode.dev
馃搱 OpenClaw Is Trending鈥擝ut Does It Actually Fix AI Development?If you鈥檝e been following the AI space recently, you鈥檝e probably noticed one thing鈥擮penClaw has been all over the trends. It鈥檚 popping up in discussions, developer threads, and conversations around modMar 22 路 5 min readpunyasloka-mahapatra.hashnode.dev