AI That Actually Works

Practical debugging guides, diagnostic tools, and consulting for developers building production AI agents — no fluff, just code from the shadows.

A project by Vincent Sativa

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Free AI Agent Resources

TOFU • Free Download

AI Agent Debugging Playbook

Fix 7 critical failure modes: reasoning loops, context degradation, tool failures & more. Includes diagnostic flowchart.

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TOFU • Free Download

AI Agent Diagnostic Flowchart

Visual step-by-step troubleshooting guide. Identify and fix agent failures in minutes with our one-page flowchart.

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MOFU • Free Course

5-Day AI Debugging Challenge

Free email course covering reasoning loops, context loss, tool failures, and more. Day 5 unlocks the full playbook.

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BOFU • Free Audit

AI Agent Audit Service

Get a professional audit of your agent systems. We diagnose failures, optimize performance, and stop the money burn.

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