The best thing our engine does is refuse to answer
Why we deleted a feature so TRONORIGIN would stop naming a controller when it has no evidence — and how a benchmark caught it guessing on 13 out of 13 accounts.
forensicsTRONheuristicscalibration
Field Notes
Practical write-ups from real projects — AI, crypto engineering, and the things we learned building them.
Showing the work: how TRONORIGIN explains every score
How we built TRONORIGIN's origin-tracing engine to explain every score — signal by signal — and why an auditable heuristic beats a black box for forensic work.
forensicsTRONheuristicsexplainability
Shipping a streaming Claude assistant on Cloudflare Workers
The SSE newline-framing bug that silently corrupts streamed tokens, the fix, plus HMAC-signed history, atomic Durable-Object rate limiting, and why the assistant hydrates lazily.
Cloudflare WorkersClaudeSSEstreamingedge
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Notes from the workshop — what we're building at KeyPair Infra and what we'll write about here.
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Practical write-ups from real projects — AI, crypto engineering, and the things we learned building them. No spam.