Prismate
Idea Lab · Oct 16 2026 · Fleet winner · Tool/build

Prismate

A monitor that watches three signals for every agent at once: how slow it is (latency), whether it is still pursuing the goal it was given (intent), and whether its answers and signatures check out against its peers (trust). One bad signal is noise. When all three go bad together, Prismate raises a compound alert, guesses the cause, and suggests a fix.

Simulated telemetry · example fleet

Five fleet agents across example servers. Inject a fault and compare how many alerts a single-signal monitor fires against Prismate's compound rule.

0Single-signal alerts
0Compound alerts
0Ticks observed

Selected agent: three streams

Latency (ms ÷ 10)Intent similarity × 100Trust score × 100

Alerts, root-cause guess and playbook

The compound rule used here

Each stream is turned into a z-score against that agent's own last 30 ticks. A single-signal alert fires whenever any one stream is more than 2.5 standard deviations off. A compound alert fires only when at least two streams are off in the bad direction within the same 3-tick window. The root-cause guess is a lookup on which streams moved and in what order; Prismate proposes Bayesian weighting, which this demo does not attempt.

Claimed by the proposal, not verified

What to try

A real build would need a heartbeat and latency feed from each agent (the fleet already has pieces of this), a way to score intent from actual messages, and a few weeks of normal data to set thresholds.

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