Stop Building Agents by Default episode artwork

EPISODE · Jun 1, 2026 · 14 MIN

Stop Building Agents by Default

from Headcount Zero · host Jordan

Jordan challenges the default assumption that agents are the sophisticated choice for automation workflows. Using side-by-side testing data, he demonstrates that deterministic flows outperform agents on reliability and cost for 80% of production work. For the 20% where agents are justified, he shows exactly how to box them with tool allowlists, hard timeouts, per-run budgets, checkpoints, and approval gates. The episode includes a practical A/B testing harness to benchmark any agent against your deterministic baseline before going live, plus the framework updates from Microsoft Agent Framework and LangGraph that make strict guardrails possible.

Jordan challenges the default assumption that agents are the sophisticated choice for automation workflows. Using side-by-side testing data, he demonstrates that deterministic flows outperform agents on reliability and cost for 80% of production work. For the 20% where agents are justified, he shows exactly how to box them with tool allowlists, hard timeouts, per-run budgets, checkpoints, and approval gates. The episode includes a practical A/B testing harness to benchmark any agent against your deterministic baseline before going live, plus the framework updates from Microsoft Agent Framework and LangGraph that make strict guardrails possible.

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Stop Building Agents by Default

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This episode is 14 minutes long.

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This episode was published on June 1, 2026.

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Jordan challenges the default assumption that agents are the sophisticated choice for automation workflows. Using side-by-side testing data, he demonstrates that deterministic flows outperform agents on reliability and cost for 80% of production...

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