admin
+ + +-
+
++ +
A live heartbeat is not model progress: lessons from a stalled canary
A reported >60-minute canary stall shows why wrapper liveness, provider activity, task progress and verification must be tracked separately. Read the article →
-
+
++ +
Why a one-line AI canary can still consume 10k+ input tokens
A tiny AI canary can trigger a large prompt. Learn how wrappers, history, schemas and tool context add input tokens—and how to measure the true request. Read the article →