After the 861% Rework Spike, the Real Cost of AI Code Is "Nobody Reviewed It" — Content Pipelines Need a Review Gate Too

说明与用途

在发布前实施脚本化检查（gate），自动化审核，降低快速 AI 生成导致的错误。

问题

AI‑generated content and code are produced faster than humans can review, leading to high rework and defects.

结果

Implemented a gate‑based review process that reduced unreviewed errors, turning ad‑hoc checks into enforced automated steps.

工作流

• 1. AI drafts article and assets
• 2. Push script invokes writing_gates.py with article path
• 3. Script runs 17 automated checks (title/body consistency, fence balance, layout verification, etc.)
• 4. If all checks pass, script outputs "17/17 PASS" and allows push
• 5. If any check fails, script exits with error and blocks publish
• 6. Nightly review job feeds new errors back into the gate system

证据

Compile review from "a human stares at it" into "a gate" — only then can content be batch‑produced safely.

来源

Now every writing task ends by running this one command: python3 /root/hermes-harness/scripts/writing_gates.py article-ta-review-gate.md

来源