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Jev hackathon winners: classifier guardrails and chip datasheet auditing

The two winning projects used Jev with Failproof policies to build a classifier and guardrail, and used Jev to audit 100+ page chip datasheets.

Nivedit Jain
@niveditjainArchived 2026.09.29Originally posted 2026.09.29
Nivedit Jain @niveditjainOriginally posted 2026.09.29
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🥈 Best Use Case, Team Steering (@7613Perfect @slyezil): Building a better classifier and guardrail with Jev and Failproof policies. 🥇Best Use Case, Jev'sKiss (@MahimaSats @aarat_b): built a jev-powered auditor for 100+ page chip datasheets, saving 100s of Millions of $ in process.

x.com/niveditjain/status/2104615686773575842Archived 2026.09.29 10:06