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visitors
founder · researcher · builder
Building Stamped Energy. Studying mathematics & computing at IIT Roorkee since 2024. Still publishing apps through Strato Inc.
Utso Sarkar is a founder and developer based in India. He studies Mathematics & Computing at IIT Roorkee, co-founded Stamped Energy, and writes about machine learning, startups, and systems at utso.stamped.work.
Founder OS taught the agent to act. GATE taught it which weight updates to keep. CARVE is what you need when one entangled LoRA has to forget one skill without destroying the rest - contrastive rotation, an oblique cut, and held-out verification.
My anti-collapse gate was grading its own homework. So I spent six weeks running a proper research program to find out what actually stops a self-improving agent from believing its worst days, then wired the answer into my own Founder OS.
The Lived-Experience Cognitive Engine turns flight-recorder traces into principles, rehearses high-stakes actions before you send them, and earns autonomy one capability at a time. Local-first. No goldfish.
Since January I have contacted thousands of people for Stamped and Stamped Energy. Spreadsheets lied, ChatGPT forgot, and I needed something that lived in Telegram and actually remembered.
We pivoted to Stamped Energy in May 2026. One month in, here is what plant managers ask and what we are learning from customer conversations.
Industrial energy intelligence for manufacturing. Pivoted from Stamped in May 2026 with co-founder Vinayak Raizada.
Telegram-native executive assistant with ChromaDB memory and SQLite CRM. Started May 2026.