pudo-code-system

Metrics

Metric	Baseline	With PUDO
AI turns	12	6
Tokens	31k	19k
Wrong attempts	3	1
Hallucinated env vars	2	0
Time to verified implementation	100% baseline	73% baseline

Result

• 38.7% fewer tokens.
• 27% faster verified implementation.
• Fewer review comments because webhook security and idempotency were part of the initial quality gate.

Caveat

This is an illustrative example. Use the benchmark kit to record real project measurements before making external claims.

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