Workshop Log
Practical AI thinking without the circus.
Tuesday field notes and practical case studies on AI workflows, operator-first systems, and business-useful automation.
LOG № 004
Human-in-the-Loop Breakdown
Vibe Coding Still Needs Guardrails
A field note from a client SaaS where an AI coding agent changed the admin login and showed why production repos need rules, tests, backups, and a human checkpoint.
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LOG № 003
AI Field Note
The Most Confident AI Advice Comes From People Who Don't Have to Live With It
A field note on why confident AI tool advice needs a technical checkpoint before an operator rips out a working system.
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LOG № 002
AI Field Note
Why Most Businesses Don't Need More AI Tools - They Need Better Systems
A practical field note on why tool-chasing usually fails and where AI becomes useful inside real operations.
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LOG № 001
Hype vs Useful
What Practical AI Actually Means for Small Businesses
A plain-spoken explanation of practical AI: useful workflows, human checkpoints, and business outcomes.
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