#verification

Your agent just told you it sent the proposal. The tool call came back with an id, the trace shows a...

unlazy asks AI agents to back completion with runnable gates, and its README explains what those gates can and cannot establish: https://git

A planner answered `movies` for a request containing the word `movie`. The generator singularised that to `movy` and its own checker then rejected the result. Two candidates round-trip and the order decides, and the same two words defeat both obvious repairs.

TL;DR: List the DNS records first. If the required record is absent or its content differs byte for...

Over 88 requests, with everything downstream held constant, the model's plan rescued zero rows an empty seat lost, under all four ways of scoring the run. The one reading in which it looked resolved was resting on two rows the scorer could not see.

The headroom over nine build configurations came out zero, and then zero again. The first zero meant eight of the nine were invisible to the driver; the second, from 1,584 builds through a driver that reaches all nine, means they return the same verdict on all 88 requests.

왜 소스 인식 검증이 중요한가 LLM 에이전트가 여러 검색·데이터베이스 도구를 호출해 답변을 만들면, "사실 여부"만 검증하는 기존 방법으로는 충분하지 않다....

We built a 30-question exam testing whether AI agents can remember their own operational history. The...

We built a 30-question exam that tests whether an AI organization can correctly remember 130 days of...

A pin on a nondeterministic function fails at random on the next machine, and the blame lands on the pinning tool. Every candidate goes through nondet first; the committed control turns the gate off, changes not one byte of the tree, and asserts the check goes red anyway.

I audited the 35 memories my agent keeps about this project. Three were stale, and none of them had been wrong when written: they described a state that expired on its own. The other 80% can't be checked at all, and that isn't a flaw.

Keep third-party TXT proofs in a small, reviewed inventory alongside the DNS zone, and treat a...