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AI-assisted product builder turning real-world workflows into practical, local-first tools with OpenAI Codex.
Stress-test the assignment, not the student. Inspect rubric-level AI completion potential before a source-based assignment is distributed.
An evidence-linked exception queue that checks AI-drafted customer replies against order records and policies, then sends only contradictions, missing evidence, or coverage gaps to a human.
Your incident tracker says Done. RepoWitness checks what a Git repository can actually prove—and abstains when repository evidence cannot answer.
Turn contractor quotes into an evidence-linked scope matrix where every cell shows what is included, excluded, not mentioned, or unresolved—and why.