jevland

article author demo

Empryo: Jev inside a coding-agent harness

Wires Jev into five decision points of a coding-agent harness; the main test is failure triage on 102 real provider-API failures from session logs.

100% on failure classification at 273 ms and $0.00002 per check; frontier models match accuracy at 1.2–1.4 s. One product's logs.

author demo — Result shown by its author. About this label

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