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Agentic software and workflows

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SkillOptics: Stop Guessing Why Agents Fail

· 4 min read
John McMahon
CEO, Valkyr Labs Inc

Most companies will not fail at agents because the model is too weak.

They will fail because nobody can tell which agent behaviors are getting better.

An agent writes a draft. Another agent opens a pull request. A third one creates a product ticket. One run is useful, one is noisy, and one quietly repeats a mistake from last week. If the only record is a transcript, the team is stuck arguing vibes.

SkillOptics is the measurement layer for that mess.