Things I write down.
- 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.
visit