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3075de19eb |
feat(lessons): a lesson reaches the moment it applies, and says it binds nothing (#3732)
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WHICH ARM — the two note arms, and no new one. `write_path` filters kinds, so a lesson was not outranked there but unreachable, which is #3702's shape: an arm that never had the candidate reports a healthy bar. It now asks for lessons alongside snippets and issues. The founding example of the kind is a lesson about a code shape, and this is the arm that fires when code is written. `auto_inject` does not filter kinds, so lessons were already candidates — but scoped to the bound project, which for a kind whose whole claim is that it transfers is the same silence. Both arms now pass `include_global_kinds` (#3730). WHOSE BUDGET — a reserved slot in the prompt menu, none on the write path. The step's premise needs a correction: the notes menu and the rule hints are separate functions with separate budgets, so a line reserved here displaces a note, never a rule. (`RULEHINT_LIMIT` is also 5, not 1, since #4102 made it a default rather than a cap.) The trade taken: a note crowded out is a lost convenience and a rule crowded out still fires at an act arm, but a lesson crowded out is the feature failing — a lesson exists only to be met at the moment it applies, so the arm IS its delivery and the loss is total and silent. That is `preference_slot`'s argument, and the rarity is `reuse_slot`'s. It buys position, never a lower bar, and it EXTENDS rather than evicting: a displaced hit sits in the general search's own log row, and evicting it would make two tables disagree about one call (#3668, #379). No slot on the write path: that arm fires before every Write and Edit, where a guaranteed extra line is a guaranteed extra interruption, and its field is already just snippets, issues and lessons rather than the whole corpus. `lesson_slot` logs its own retrieval and its own surfacing from the first deploy, and the general contest stays open to the kind — otherwise "the slot earns its line" would be true by construction. THE VOICE — "they don't always have to be followed". The menu's register is already the non-binding one. What it lacked is that a lesson reads as one more title in a list of material when it is advice someone paid for. One clause, in the header, only when a lesson is on the menu: weigh it, use your judgement, it is not a rule and binds nothing. It deliberately does not borrow the rule arms' "before deciding it does not apply", and a guard asserts that phrase never appears. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01821k5B3Ysecp9fNYs92Kuy |
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aee24c9c1c |
feat(retrieval): a tuned number carries the space it was measured in (#4104)
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Milestone 416 step 6. A retrieval floor is a cosine similarity, which only means something inside one embedding model's geometry over documents cut one particular way. Change either and every floor on the install keeps applying while describing nothing — and nothing anywhere says so, because the scores simply come out different and the bar goes on cutting. `CHUNKER_VERSION` already solved this for documents: stamped per row, so the backfill re-embeds precisely what is stale. The same idea, applied to the numbers: - `calibration_stamp()` — embedding model + document shape, one definition. TWO fields, never a fused string (rule 149): a mismatch has to say WHICH half moved, because they call for different responses. - `retrieval_tuning_events` gains `embedding_model` / `shape_version` (migration 0104), stamped on every write. Nullable and NOT backfilled — "unstamped" is the honest answer for a row written before this existed, and it reports as `stale: null`, never as fine. - `current_settings` reports calibration per dial: tuned rows from their event, untouched dials from the registry default's own stamp. - `retrieval_surfaces` and the Settings panel show the mismatch. The panel renders ONLY when something is stale, so seeing it at all is the signal. - `migrate_floor` / `migrate_retrieval_floor` answers "a path for thresholds to be inherited by the next model so that they don't have to recalibrate a lot": the raw cosine cannot cross models, but the PERCENTILE it represented can. Measure what fraction of a surface's logged calls the old floor admitted, re-score those queries under the current model, take the value admitting the same fraction. Dry run by default; applying writes an ordinary tuning event with the arithmetic in its reason. Nothing auto-retunes. A stale stamp says a number is no longer a measurement; it does not say what the number should be, and #4102 measured the one case where the statistic and the correct action pointed opposite ways. The load-bearing test is an ABSENCE: no chat-model identifier may appear anywhere in the calibration path. Claude produces none of these scores, so a Claude upgrade must trigger nothing — a false alarm here teaches the operator to ignore the real one on the day bge-small becomes bge-base. Backup v17 carries both columns, unfilled on the way out and on the way back: a round trip must not turn "we don't know" into a stated fact. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01821k5B3Ysecp9fNYs92Kuy |
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ea108acac5 |
fix(docs): two comments cited the wrong snippet for the duplication (#4102)
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Both said the repeated read-and-clamp was "canon #2860 across 295 of 372 siblings". Wrong on both halves, and checked rather than assumed: #2860 is "Scribe service function — the async_session unit", the service-layer canon, and its instance count is that canon's dominance in src/scribe/services — nothing to do with a threshold helper. The divergence hook flagged the new module against it because the new module is a service, which is the hook working correctly and me misreading it. The duplication itself was real and is what the registry consolidated: `plugin_context` read and clamped the pair twice over, three rule arms did it again, and `reply_preferences._threshold` once more. The comments now say that, and claim nothing about a ledger count. `rule_usage.py:122` cites #2860 correctly as the service canon and is untouched. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01821k5B3Ysecp9fNYs92Kuy |
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6240652dce |
feat(retrieval): the operator can see what was tuned, and every write is recorded (#4102)
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The other half of the bargain in milestone 416 step 4. The model moves these dials; this is what makes that reviewable rather than merely automatic. THE HOLE THIS CLOSES Every retrieval floor is an ordinary settings key, and `/api/settings` accepts any key at all. A floor written through it landed correctly and recorded nothing — a tuning history with holes in it, which is worse than no history because it reads as complete. So the generic endpoint now routes registry-owned keys through `set_dial` instead of writing them as plain rows. ROUTED, not refused: refusing would only work for callers that had been updated, while this way the form, a script, and an old client all leave the trail, and there is no version of "forgot to use the other endpoint". Clearing a control is written as an explicit set back to the shipped default, because the operator reverting something is the single most important move this history can record. `set_dial` now also refuses to record a no-op. The Settings form re-sends every field on every save, so without that one press of Save would write six rows saying the operator set six dials to the numbers they were already on — and a history nobody can skim is one nobody reads. WHAT THE OPERATOR GETS `/api/retrieval/surfaces`, `/surfaces/<name>` and `/tuning-history`, with `actor` fixed server-side rather than taken from the payload: a payload-supplied actor would let a model claim to be the operator, and "did I do this, or did the session?" is the first question this list is asked. In Settings: the five missing BUDGETS (until now only auto-inject had one, so the only control over a noisy surface was to raise its bar — which discards that surface's best candidates along with its worst), and a "What has been tuned" panel showing each change, who made it, and the reason given. The operator's own changes are marked. The MCP tool demands a reason; these endpoints do not. That asymmetry is deliberate and stated in routes/retrieval.py: the requirement exists to make the MODEL read the records before moving a number on someone else's behalf, and the operator is that someone — a mandatory justification box on every control would be friction charged to the one participant who owes no explanation. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01821k5B3Ysecp9fNYs92Kuy |
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09b48457ff |
refactor(retrieval): one registry for every surface's floor and budget (#4102)
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Groundwork for the step's real change. The operator's decision is that the floor is chosen and adjusted by the model using it, not shipped as a value somebody has to defend: "we need a model consistent surface for the adjustment of these floor values. the user should be able to touch it but the model should be the thing handling it 9 times out of 10." A tuning surface cannot be consistent across six arms that each spell their configuration differently, so the arms stop owning their numbers. `retrieval_surfaces.SURFACES` names each one, its floor key and default, its budget key and default, and — because they are rendered by the tuning tool and the Settings UI — what it asks, over what corpus, and how often it fires. A floor cannot be moved responsibly by anyone who does not know those three. Three things fall out: - **`k` becomes a real budget everywhere.** Only auto-inject had a configurable one; `RULEHINT_LIMIT`, `PROMPTRULE_LIMIT` and `reply_preferences.LIMIT` were constants. `k` is what binds under a low floor, so it has to be settable per surface — and per surface is the point, since `pre_tool_rule` fires before every Bash call while `prompt_rule` fires once a turn. - **`write_path` gets its own budget, inherited not reset.** It shared auto-inject's outright on the argument that "how many titles at once" means the same thing on both. It does not, for the same reason. Unset, it still reads auto-inject's key, so an install that tuned the shared knob does not silently drop to a new default. - **The duplicated read-and-clamp goes.** That shape is canon #2860 across 295 of 372 judged siblings. Survivable while the numbers were constants; not once they are meant to move. The long measurement comments stay exactly where they are — #2223's noise-floor probe, #3853's command-vs-code split, #3851's band measurement. The constants they annotate now alias the registry, so there is one value and the reasoning still sits beside it. Tests build the write-path config from the registry (`helpers.writepath_cfg`) instead of from hand-written dicts. That is not tidiness: the rule arms read their numbers inside a fail-open `except`, so a dict missing one key does not raise where a reader would see it — the arm silently becomes a no-op that reads exactly like "fired and found nothing". Ten hand-written dicts each looked complete on the day they were typed. tests/test_retrieval_surfaces.py pins the identity everything rests on: a surface's name IS its telemetry source. Nothing in the type system says so — `record_retrieval(source="pre_tool_rule")` is a literal in another file — and renaming one without the other yields an arm that can be tuned and not measured, or measured and not tuned, with no symptom either way. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01821k5B3Ysecp9fNYs92Kuy |