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Jev + SystemOne Tune in SuperQode (GEPA): teach decisions from unlabeled examples

We shipped the SystemOne harness for Jev-like models a few days ago. As soon as we got access to Jev we put progressive tool discovery into the harness: deferred optional tool…

We shipped the SystemOne harness for Jev-like models a few days ago. As soon as we got access to Jev we put progressive tool discovery into the harness: deferred optional tool schemas, a closed candidate set for `tool_search`, and shadow or rerank modes that let Jev recommend which schema to activat

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Also filed under Tools & apps

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    Support chat: agent offered a human escalation path

    A frustrated customer hits a bot loop twice; the judge checks whether a human handoff was offered.

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    Subscription cancel: effective date is explicit

    An agent cancels a subscription; the judge checks the exact date the cancellation takes effect.

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    Sales quote: numbers match the official price list

    An agent quotes $29/seat against a price list; the judge checks the quote matches exactly.

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  4. 0570

    Refund chat: agent stated the amount before issuing it

    A support agent issues a $42.50 refund; the judge checks the exact amount was stated before the refund was confirmed.

    everyai-com · Tools & apps