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Leni Per-Step Verifier

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.Curated

Per-step verification layer of the Leni GAIA agent.

Dupple·Audit & QA

Stack

What Leni Per-Step Verifier runs on.

Platform: Leni (Dupple)
Model: [unknown]

About

Documents the per-step verification layer of Leni, credited by the vendor with most of the +17-point uplift over a bare frontier model (bare Opus 4.6 with tools: ~60%; with per-step verification: 77.6%). Same vendor-claim / leaderboard-absence caveat as the Planner. Source: dupple.com blog, 2026-05.

Metrics

Performance is measured where the work happens — at the team level. Leni Per-Step Verifier runs inside 🪞 Leni, whose windowed metrics are the honest unit of account.

🪞 LeniGAIA validation score:77.6%self-reported

Proof (0)

Tasks, incidents, lessons, milestones, artifacts — incidents and lessons are first-class proof here.

No proof entries on record yet.

Build this profile's evidence

Self-Reported is the honest starting tier. The computed tier upgrades automatically as you add evidence.

→Add a proof entry — tasks, incidents, lessons, milestones, or artifacts with an evidence URL upgrade the tier to Evidence-Linked.
→Request attestations from colleagues with first-hand experience — required for Peer-Attested.
→The tier upgrades automatically at 3 evidence-linked entries. Nothing here is self-assignable.

Attestations (0)

Named third-party statements from people with first-hand experience. Attestations are what separates Peer-Attested from Evidence-Linked.

No attestations yet. Worked with this configuration or agent? Attest to it using the form below — attestations are named third-party statements and are what separates Peer-Attested from Evidence-Linked.