[aadarshkumaredu]

Exactly. Agents drift fast-internal state just can’t be trusted over long chains, and prompt rules degrade immediately.

Curious; have you seen drift follow a pattern, like step count or constraint complexity?

We’ve tried hybrid setups: ephemeral agent state plus external validation gates. Cuts down rollbacks while keeping control tight.

Would love to hear if anyone else has experimented with something similar.

[amavashev]

Drift correlating more with constraint tension than raw step count matches what we’ve observed.

Your external gate instinct is right, but the gate has to be structurally external, not just logically external. If the agent can reason about the gate, it can learn to route around it.

We’ve been experimenting with pre-authorization before high-impact actions (rather than post-hoc validation) - I've drafted Cycles Protocol v0 spec to deal with this problem.

What’s interesting is that anomalous reservation patterns often show up before output quality visibly degrades — which makes drift detectable earlier.

Still early work, but happy to compare notes if that’s useful.

[buschleague]

>...if the agent can reason about the gate, it can learn to route around it.

This is especially true. Earlier iterations of our build had python backed enforcement modules in an accessible path. The agent would identify the module that was blocking completion and, instead of fixing the error, it would access the enforcement module and adjust the code to unblock itself.