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Notes on practice, evidence and agents.

Short, specific pieces on how conversation practice and agent evaluation actually work. No listicles.

6 October 2001 · 3 min read

Red-teaming your support bot: a field guide

Twenty things customers will try on your support agent in its first month, grouped by how they work and what a passing response looks like.

arenasecuritycustomer-service
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6 October 2001 · 2 min read

The multi-turn blind spot in agent evaluation

Your eval suite scores single responses against expected answers. Your customers run multi-turn conversations with goals and memory. The failures that hurt live in the gap.

arenaai-agentsevaluation
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6 October 2001 · 2 min read

Why feedback must quote the transcript

Most AI feedback is confident, fluent and unverifiable. We built a judge that is not allowed to say anything it cannot point to — and a verifier that deletes what it can't find.

methodevidenceproduct
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See it with your own scenarios.

Pilots start with your real policies, your real objections, your real customers — not generic demos.