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2d1e26f38f |
feat(telemetry): ambient surfacings count, apart — enter_project and the skill sync emit
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#2477, option (a) as decided, with the readout changed in the same commit. ## The two silent surfaces enter_project returns open tasks + recent notes on every project entry — probably the largest surfacing by volume — and emitted nothing, so the pulls it caused floated unattributed and the surfaced:pulled ratio ran against a denominator missing its biggest contributor. Now source "enter_project". build_process_manifest installs every reachable Process as an auto-surfacing skill on the operator's machine — its own docstring calls it the most consequential passive surface Scribe has — and emitted nothing, so a Process matched on every relevant turn and never opened was indistinguishable from one never installed. Now source "process_skill_sync": the honest event is "installed", which is a surfacing in effect since the description sits in front of the model each session. ## The readout, same commit — the condition option (a) carried Both surfaces are AMBIENT: top-N-by-recency and install-everything are not ranked choices. Pooling them into surfaced_count would make a note's number dominated by "recently updated in a project you opened", and dead-weight detection would read that as popularity — the wrong number read confidently, which is the corrupts-data tier the survey ranked above everything else. So usage_for_notes splits: surfaced_count stays RANKED-ONLY (every existing consumer's reading — "surfaced often, never pulled → dead weight" — keeps meaning what it meant), and ambient_count is new. Classified in SQL via a CASE on AMBIENT_SOURCES so the group count stays three rows per note, not one per distinct source. Pulls stay pooled: "did anyone ever open this?" does not depend on how it was found. #1038 and #2085 read agent pulls and ranked surfacings; both are unaffected by ambient volume, which is the point. Refs #2477 |
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2b85443dd1 |
feat(snippets): usage signal — was a surfaced record ever actually pulled?
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retrieval_logs answers "what did the ranker return, at what scores" — the right substrate for tuning a threshold. It cannot answer the question the snippet corpus actually needs: did anyone open this? A snippet nobody opens is not neutral. It takes a slot in every future auto-inject menu and crowds out something useful. Adds note_usage_events (migration 0071): one row per note per event, either 'surfaced' (we put its title in front of an agent) or 'pulled' (someone opened it in full), tagged with which surface produced it. Closes the gap #2082 recorded against this work. The write-path PLACE arm carries no score, so it has no home in retrieval_logs — folding it in would corrupt the score distribution that table exists to capture. The result was that the arm firing on the STRONGEST claim ("there is already a canonical helper in this exact file") was the one arm nobody could measure. Both arms now emit usage events under distinct sources, so their pull-through rates are finally comparable. Deliberate departures from the task as written: - Not in-session correlation. The original framing was "correlate result_ids against a later get_note in the same session." There is no session identity server-side — the MCP endpoint is stateless and the hooks send no session id — and adding one would mean threading an opaque client-supplied token through every read path. Two independent counters answer the question without it: surfaced 40×, pulled 0 is dead weight regardless of how those events distribute across sessions. - Pulls record at the ENTRY POINTS (MCP tools, REST detail route), not in snippets_svc.get_snippet, which update and merge also reach. Counting those would inflate precisely the number meant to say "someone chose to look at this." - get_note records for every note kind, not just snippets. The auto-inject menu surfaces tasks and processes too; scoping this to snippets would pin those at zero pulls forever and make them read as dead weight next to snippets that merely had a counter. Surfaced in the Snippets list as an "N/M used" badge, warning-toned once a record has been offered 3+ times and never opened, with the tooltip saying what to do about it (usually: its "when to reach for it" doesn't say when). No badge at all below one surfacing — "0/0" reads as a verdict when it's an absence of evidence. Also returned from MCP list_snippets so the agent can see dead weight without opening the UI. Telemetry keeps the retrieval_telemetry contract throughout: writes are fire-and-forget, reads degrade to zeroes, and no path can raise into the surface it observes. Refs #2085 Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01UaYUaouG9jjhATyuxCKrQs |