lightweight self verification #4
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whenever a model says that they are going to do something, like file an issue, the dumber models often simply... dont do that. hallucinate their own actions. it happens a lot. but. I am willing to back that we can use some lightweight python semantic analysis to detect when an agent says its going to do something, and then a hard check to see if they did in fact do the thing, and then kick back to the model itself if we determine that it didn't actually do the thing.
convos often go like so
toolrg issue | rg file | echothis, is, wildly annoying. and something we should build a reliability fix for. example
here it doesn't truly fix the problem, but thats mostly b/c this is a contrived example. the important thing is that we cut out a turn of the human needing to say "you didn't actually do that". which is, super annoying!
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ward agent --driver codex— containerengineer-codex-agent-proxy-4on hostkais-macbook-pro-2.localis carrying this issue (reserved 2026-07-02T09:19:13Z). Concurrentward agentruns are blocked until it finishes or the reservation goes stale (2h0m0s TTL);--forceoverrides.— Codex, via
ward agentWARD-OUTCOME: done - added a lightweight self-verification guard for ungrounded action claims
The change was small and direct. The only thing that fought back was making the heuristic specific enough to catch the bad "I did it" pattern without rejecting ordinary short answers or non-claim sentences. Confidence is good after the full test run, but I would still watch for false positives if the language broadens beyond issue filing and similar tool-backed actions.