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Notes on building full-stack systems, data workflows, and product engineering.

LLMs are powerful, but they are also unpredictable. They can hallucinate facts, leak sensitive data, produce biased language, or quietly rewrite the intent of a...

AI AssuranceLLMEngineeringArchitectureProductAssurenest AI

When you don’t know what a market wants, the best move is not analysis — it’s prototyping. Research feels rigorous, but building exposes constraints that slides...

ProductFounderStartupsPrototypingStrategy

Telegram has become a massive distribution platform for light-weight Web3 applications. The ability to onboard users without browser extensions, wallets, or com...

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