DVPApplied Creative AI Engineering

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Reference

Portfolio defense field guide

Turn inspectable artifacts into concise, honest competency proof.

One claim, one proof path

For each competency, link a problem, artifact, runnable command, result, failure evidence, and limitation. Prefer a fixed-test checksum and recompute command over a badge or proficiency percentage.

Case-study questions

Ninety-second defense

Open with the problem and constraint. Trace the hybrid signal path. Show one measured comparison, one failure card, the human-review boundary, and the exact reproduction route. Close with the honest claim and next experiment. Add captions and a transcript.

Release audit

Clone cleanly, follow the README, run tests/demo/recompute commands, inspect Git history and generated files for private residue, verify licenses/provenance, and open every evidence link. Optional external feedback may improve communication; it is not certification.

Notes

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Protected AI Tutor

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