Product leader · AI builder · Bengaluru
I lead telecom product teams and build AI tools in public.
Twenty years across business analysis, solution design and product management. Here I write practical guides on LLMs and agents, and ship free tools you can use today.
Signal over noiseGuides · Tools · Benchmarks
Selected writing
All 67 pieces →Toolbox
Dev tools run entirely in your browser. AI tools are free: 3 a day without an account, 10 with one.
- JSON Formatter & Validator Format, validate, auto-fix and explore JSON Dev
- PRD Generator A structured product requirements doc in minutes AI
- JWT Decoder & Inspector Inspect header, claims and expiry safely Dev
- Backlog Builder Epics, features and stories with acceptance criteria AI
- Regex Tester Live matches, groups and explanations Dev
- AI OKR Generator Objectives and measurable key results AI
LLM Benchmark Tracker
Gemini 4 Carbon leads GPQA Diamond at 96.8%.
42 models across 11 benchmarks. Last updated Nov 1, 2026.
Compare all models → Gemini 4 Carbon 96.8
GPT-6 Astra 96.3
GPT-6.1 Sol 95.6
Gemini 4 Argon 94.8
Claude Opus 5.5 94.6
Gemini 3.1 Pro 94.3
Working on AI or telecom product? Let's talk.
I read every message and reply personally.