[lasgawe]

first, congrats on the waitlist launch! and, at what scale or failure frequency does memory governance become necessary? In other words, how do teams know when they have crossed from prompt tuning problems into systemic memory pollution?

[PrateekRao01]

Three signals you've crossed from prompt issues to systemic memory pollution: 1.Behavior drifts without prompt changes (memories are accumulating contradictions). 2.Failures aren't reproducible in a single call (the bad write happened sessions ago). 3.Failures spread across agents (Agent B confidently repeats Agent A's hallucination).

Scale isn't about total size; it's (Write Frequency × Agent Count × Session Overlap). Pollution can start at just a few hundred writes/day.

The leading indicator: Memory Contradiction Rate. If >15% of new writes conflict with existing memories, you're in systemic territory regardless of scale.