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#evaluation

Articles about evaluation and its practical role in production agent work.

How Agents Improve · July 28, 2026 · 5 min read

What Is Punk Chorus? Governed Multi-Model Reasoning With Receipts

A harder question should not automatically trigger an expensive model panel. Chorus spends selectively, verifies claims, and records why an answer was allowed to leave.

Product explainerRead article

Field Notes · July 23, 2026 · 5 min read

How to Roll Out an AI Agent by Observing First

The safest useful pilot is not a sandbox nobody depends on. It is real work observed carefully, with the live path preserved and success defined in advance.

Operating guideRead article