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What's the difference?

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All stages · Demo 56

Chunk mill

One Noul per chunk against the query. Code keeps the hits. Do not stuff the corpus into one prompt.

NoulMap-reduce over chunks

A stack of passages flipping on. The keep-set is a count, not a summary judgment.

replaykeep —query

query

STANDBY

All 4056 stages

Educational stage on jev.page — not the official TypeSafe console. Live calls go to POST https://api.typesafe.ai/v1/systemone from your browser when you paste a key. Without a key, the stage plays a recorded decision shaped like jev-1.13.0. Jev does not write the UI copy.