Usage tracking, model-tier feedback loops, and agent-coordination signals
Comparison
Telemetry is the measurement layer, distinct from the surfaces that read it:
| telemetry | ops-dashboard | usage-signals phone-home | |
|---|---|---|---|
| Role | Records usage/quality/coordination | Renders it in a local web UI | Optionally reports anonymized signal |
| Locality | Local store under ~/.attune/telemetry |
Reads the local store | Network, opt-in only |
| Entry | UsageTracker / FeedbackLoop |
python -m attune.ops |
Consent-gated client |
UsageTracker answers "what did it cost"; FeedbackLoop answers "what
tier should this stage use"; the coordination classes answer "which
agents are alive."