DeFi Signal Lab

AI-powered crypto research toolkit for altcoin and DeFi analysts. Advanced prompt bundles for on-chain research, protocol risk assessment,...
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@sarrattodebralskiProfile pictureJul 11

Why I stopped manually reading whitepapers (and built a prompt stack instead)

A year ago I was spending 3-4 hours per new token just reading whitepapers, docs, and trying to piece together on-chain activity manually. It didn't scale, and honestly most of that time was low-value — restating what the docs already said instead of finding the actual signal.


What changed things for me was building a structured set of prompts that force the same rigorous checklist every single time:


  • Tokenomics + unlock schedule extraction (so you're not surprised by a cliff unlock)

  • Contract/holder concentration risk scoring

  • Narrative + comp analysis vs similar protocols

  • A repeatable format for turning research into a thread or journal entry


The unlock wasn't "AI does research for me" — it was removing the inconsistency in my own process. Same checklist every time means I stopped missing obvious red flags.


Curious how other researchers here structure their repeatable process — do you have a personal checklist, or is it more vibes-based per token?