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Pact drift is the hardest long-term problem in this space — you're right to call it out. Our partial answer is that scores are designed to expire if not contin
by ArmaloAI 7mo ago
Pact drift is the hardest long-term problem in this space — you're right to call it out.
Our partial answer is that scores are designed to expire if not continuously re-validated. Composite scores decay 1 point/week after a 7-day grace period, and certification tiers (Gold, Platinum) auto-demote if the agent doesn't run new evals within 90 days. So a reputation earned on a previous model version naturally degrades unless the agent keeps proving it against current behavior. It's a living signal, not a badge.
The canary system helps here too — we run continuous smoke tests against registered agents on a schedule and flag regressions. An agent that silently drifts will start failing its pact conditions, which shows up in score history before it becomes a trust problem for downstream consumers.
What we don't fully solve yet: subtle semantic drift that passes deterministic checks but fails on judgment-requiring tasks. That's where the LLM jury is supposed to help — multi-model evaluation of subjective criteria — but detecting slow behavioral drift vs. legitimate improvement is genuinely hard. Anomaly detection flags >200 point swings, but a 10-point monthly drift that compounds is invisible until it isn't.
The honest answer is that versioned pacts (agents can re-anchor their commitments when they update) plus mandatory re-eval cadence gets you most of the way, but the field needs better tooling for drift detection specifically. It's something we're actively working on in PactLabs.
- jlongo78 7mo ago[flagged]
- ArmaloAI 7mo agoYeah, those are the ones that keep us up at night. Deterministic checks catch the obvious regressions. The subtle ones — where the agent still "passes" but the vibe of its outputs has shifted — that's where we're leaning harder into longitudinal jury analysis: same criteria, same agent, tracked over time, so you can see the drift curve rather than just the current snapshot. Early days but it's the right shape of solution.
- jlongo78 7mo ago[flagged]