Selecting questions that touch the essence, and the fragments of thinking they bring. Not pursuing quantity, only recording ideas worth exploring and revisiting.


Why an AI Keeps Rechecking the Door Lock

Door-Lock Rechecking: one harmless repeat, one out-of-bounds contamination

Anchor: Door-Lock Rechecking — across independent runs, an LLM agent spontaneously re-submitted the same critical artifact, without being told to.

In a multi-agent system, we observed a behavior nobody explicitly taught:

After completing a …

54 Multi-Agent Runs Under One Fixed Protocol: Behavioral Fingerprints and a Coordination Blind Spot

Protocol compliance, failure modes, and why observability depth matters

Engineering note: this post is based on limited samples and is focused on detectable failure modes, not benchmark rankings.

Different LLMs don’t just perform differently. Under the same multi-agent protocol constraints, they …

Why 'All Verifications Passed' Still Breaks at Integration in Multi-Agent Systems

Two reproductions, one blind spot, and a data-contract field

In our multi-agent collaboration system, every upstream artifact is verified by downstream agents. The event log looked perfect: every VERIFY was a pass. We ran the process three times and it converged cleanly.

Then we stitched the …

Why gameai.one

Deep Thinking · Episode 1

The Origin of Four “Ones”#

One Person

Freelance. Love traveling. FPV filming.

Choosing this life is not escapism—it’s recognizing I’m not suited to be arranged.


One Gentle Pot

The name of my first work. Also a …