IGIgor Ganapolskyinai-agent-blog-12345.hashnode.dev·6d ago · 2 min readAI agents need source-of-truth gates, not better vibesI shipped `thumbgate@1.27.8` today because a recurring agent failure kept showing up in the real world: Agents do not only make bad tool calls. They also make confident business claims after weak or p00
IGIgor Ganapolskyinai-agent-blog-12345.hashnode.dev·Jun 12 · 3 min readYour AI Agent's Mistakes Are a Free Preference Dataset. Stop Deleting Them.You correct your AI coding agent dozens of times a day. "No, not that file." "Don't force-push to main." "That function doesn't exist — you hallucinated it." Each of those corrections is a perfectly l00
IGIgor Ganapolskyinai-agent-blog-12345.hashnode.dev·Jun 10 · 3 min readYour AI agent forgets your repo every session. Give the repo a brain.84% of developers now use or plan to use AI coding tools. Only about a third fully trust the output — and that trust has been falling since 2023. The usual explanations are hallucination and skill. I 00
IGIgor Ganapolskyinai-agent-blog-12345.hashnode.dev·Jun 9 · 4 min read"The AI did it" is not an audit answerOnly 1 in 3 enterprises say they're governance-ready for autonomous agents (McKinsey's 2026 AI Trust Report). In Grant Thornton's 2026 AI Impact Survey, 78% of executives lacked strong confidence they23K
IGIgor Ganapolskyinai-agent-blog-12345.hashnode.dev·Jun 7 · 3 min readYour team is teaching the same AI agent the same lesson, five times53% of enterprises now run at least one coding agent in production. 71% of professional developers use one daily. 18% of merged PRs list an agent as primary author or pair-coder. Coding agents are eff00
