https://blog.chuanxilu.net/en/tags/review-mechanism/Recent content in Review Mechanism on Chuanxilu for Skilled Homo sapiensHugoen-USThu, 30 Apr 2026 10:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/04/adversarial-review-critical-thinking-ai-quality/Thu, 30 Apr 2026 10:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/04/adversarial-review-critical-thinking-ai-quality/Ralph Loop v0.3 encodes procedural justice into the review protocol — structured review output, critical scrutiny, contested issue protocol — so every review decision has evidence, records, and rule-based constraints. Inspired by Robert's Rules of Order, born 150 years ago.https://blog.chuanxilu.net/en/posts/2026/04/ralph-loop-ai-errors-converge/Wed, 29 Apr 2026 14:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/04/ralph-loop-ai-errors-converge/The tech spec from the previous article shrank the space where AI can improvise. But the spec itself contains assumptions — and some of them are wrong. Ralph Loop is a multi-round review protocol where an independent AI subagent audits every deliverable. Its exit condition borrows from mathematical convergence: one clean round proves nothing. Two consecutive clean rounds prove convergence.