JJEV·DIRECTORY GitHub agent pack connect your agent

Been thinking about the thing I’d most like to test with Jev.

Evaluationby Joseph2026-09-16
Been thinking about the thing I’d most like to test with Jev. Last December I published a technical disclosure called “Coordinated, heterogeneous model composition under a shared governance and audit layer.” The basic thesis is that instead of asking one model to do everything, you can compose specialized models/tools behind a governed coordination layer with explicit routing, disagreement handling, escalation, provenance, and audit. Jev makes me wonder whether the learned judgment inside that coordination layer can become much cheaper and faster. My first experiment would be to use Jev for things like: task/domain classification model/tool routing risk and ambiguity scoring cross-model disagreement detection escalation decisions while keeping permissions, thresholds, execution, logging, and final authority in deterministic code. I’d compare that against both a frontier-LLM orchestrator and a deterministic baseline on latency,
Links
open source discussion

More in Evaluation

Return probabilities, not labels — 80/10/10 beats "orange"I’m building Aurapunk, an open-source multi-agent IDE.Tested jev against deepseek v4.1 flash on norwegian text.