YYYosuke Yoshimurainworldreadingnote.hashnode.dev·4d ago · 4 min readThree Small Tools for Making AI Work More InspectableAI systems increasingly make claims, call tools, and change files or configurations. The difficult part is often not generation or execution itself. It is understanding what happened around the bounda00
YYYosuke Yoshimurainworldreadingnote.hashnode.dev·Sep 12 · 4 min readBefore You Paste It Into an External AI: Make the Unknowns VisibleExternal AI tools are useful when a technical task is stuck: explain a production error, review a diff, summarize an incident timeline, or turn a rough support note into a clearer next step. The diffi00
YYYosuke Yoshimurainworldreadingnote.hashnode.dev·Sep 8 · 5 min readBefore You Create Another Draft, Check What Already ExistsDuring one recent AI-assisted publishing session, the draft list was checked before the published list. A new draft was started for an article that was already public. The platform had not lost the ar00
YYYosuke Yoshimurainworldreadingnote.hashnode.dev·Sep 8 · 4 min readYour AI Says It’s Done. What Has Actually Been Proven?AI coding agents can sound certain, even when the evidence is narrower than the conclusion. You ask: Is this ready? And the answer comes back: Yes. All tests pass. The implementation is safe and re00
YYYosuke Yoshimurainworldreadingnote.hashnode.dev·Sep 5 · 3 min readWhen a fix feels done, whose recognition made it done?I've noticed something small three times in the last few weeks. I don't know if it's a pattern or a coincidence. I want to write it down carefully before the shape talks me out of it. The first was a 02L