Things I write down.
- essayOct 21, 2026 · 7 min
The model is not the hard part anymore: notes from OpenAI DevDay Exchange, Bengaluru
What I took away from OpenAI DevDay Exchange in Bengaluru: agents now succeed or fail on everything around the model, and OpenAI is productising each layer of it: build, run and ship.
read - externalOct 1, 2026 · Medium
Follow the butter: building an AI back office that answers in graphs
How Munim projects a restaurant group's books into a FalkorDB graph so agents can trace a price rise from one supplier to every dish it touches — and why the AI only gets read-only, bounded queries.
visit - essayMay 20, 2026 · 1 min
Why I instrument my own portfolio like a production service
A portfolio is a running system. So I gave mine p50/p99 latency, error rates, and a live status page — because the most honest way to show you can build backends is to operate one.
read - essayMay 12, 2026 · 1 min
Grounding a portfolio chatbot so it can't be jailbroken into nonsense
How I keep an LLM that answers as me on-script: a tight knowledge brief, server-side guardrails, and refusal templates — without killing the conversational feel.
read - externalApr 1, 2026 · HuggingFace Spaces · GitHub
SlotKeeper Fleet — Multi-Agent Warehouse RL
OpenEnv-compatible multi-agent RL environment where a trained 1.5B Qwen runs a warehouse — reaching 0.9412 multi-task (+26% over LRU), matching a 31B teacher. Live env, interactive HTML5 visualizer, distillation pipeline (SFT → GRPO → DPO → Best-of-N) on Kaggle 2× T4.
visit - externalApr 1, 2025 · Medium
FarmWise: Revolutionising Indian Agriculture
Multi-agent Gemini assistant for 126M Indian smallholder farmers with RAG, OpenWeather, Google Maps, and Firestore. Capstone for Google's Gen AI Intensive Course.
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