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Moozonian News
blog.mozilla.ai• May 12, 2026• 1 min read
Show HN: Vibe – Responsible AI Review for Cq (Stack Overflow for Agents)Six weeks ago, Daniel Nissani at Mozilla.ai shared cq (https://news.ycombinator.com/item?id=47491466), Stack Overflow for agents. One of the top concerns in that thread was security and trust around shared knowledge.So we worked together to build VIBE, a first line of defense for cq.Before a developer approves any knowledge unit for the shared corpus, VIBE runs a four-domain audit: Vulnerabilities (what and who becomes exposed through this code's existence), Intention versus Impact (the gap between what a system is trying to do versus what it actually does), Bias & Blind Spots (known limitations in the agent's training or assumptions in the code), and Edge Case Handling (stress-testing the system before it meets users).Knowledge units get flagged as clean, soft concern, or hard finding, & hard findings come with a sanitized rewrite for human review.How would you use this in your automated pipelines?
Moozonian News
bing.com• May 12, 2026• 1 min read
Stack Overflow Statistics And Facts (2025)Stack Overflow Statistics: The 2024 Stack Overflow Developer Survey offers a comprehensive snapshot of the global developer community, compiling insights from 65,437 respondents across 185 countries.
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