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2026-02-25T20-56-18_auto_memory/memories.db-wal, memory/2026-02-25-analytic

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Nicholai Vogel 2026-02-25 13:56:19 -07:00
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# 2026-02-25 Session Notes
## Analytics & Telemetry Collection in signetai
Nicholai asked how anonymous statistics about token usage, errors, and performance are collected in the signetai daemon. An exploration agent was dispatched to investigate the analytics system.
Initial findings from `packages/daemon/src/analytics.ts` revealed that signetai uses an **in-memory analytics accumulator** for ephemeral counters during each daemon lifetime. The system does not persist analytics directly—instead, it relies on structured logs and the `memory_history` database table for durable backing of any metrics that need to survive restarts.
Error tracking is organized by a **stage-keyed taxonomy** with six stages: extraction, decision, embedding, mutation, and connector. Each stage has specific error codes (e.g., EXTRACTION_TIMEOUT, DECISION_INVALID, EMBEDDING_PROVIDER_DOWN).
Usage metrics include `EndpointStats` (count, errors, latency) and `ActorStats` (requests, remembers, recalls). Investigation was ongoing at session end.

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