DNDmytro Nasyrovinpharos-production.hashnode.dev·6d ago · 18 min readPrevent Fake Citations in Healthcare AI Prototypes: A Build-Time GateA healthcare AI prototype can display an invented citation before a retrieval system exists. The page number is a fixture, the source panel is static and the approval badge is hard-coded. Yet a stakeh10
DNDmytro Nasyrovinpharos-production.hashnode.dev·Sep 20 · 18 min readReconstruct a Smart Contract Deployment from On-Chain EvidenceA contract address is the start of a deployment investigation. To reconstruct what happened, connect that address to its creation transaction, the initialization code that executed, the runtime code i00
DNDmytro Nasyrovinpharos-production.hashnode.dev·Sep 13 · 17 min readDesigning Idempotent Blockchain Event Handlers: Retries, Reorgs and RecoveryA blockchain event handler can process the same notification twice and still be wrong after correctly deduplicating it. The harder failure appears when the notification belongs to a block that stops b00
DNDmytro Nasyrovinpharos-production.hashnode.dev·Sep 10 · 17 min readHow to Set an AI MVP Evaluation Budget Before DevelopmentSet an AI MVP evaluation budget by pricing the evidence needed for a defined development decision. Include the people who prepare cases and judge answers, the machinery that runs checks, the cost of e00
DNDmytro Nasyrovinpharos-production.hashnode.dev·Sep 8 · 17 min readSeven Questions an AI Discovery Sprint Must AnswerAn AI discovery sprint should leave a team able to choose an architecture for a specific job, with the assumptions behind that choice exposed. A convincing demonstration can leave those assumptions un11K
