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build_prompt_rule_hint, build_tool_rule_hint and build_write_path_hint each ran the rule arm and then the via-lesson step by hand, the first two passing the query between them through a _via_query key on the payload. They now call one composer, _rule_moment, and the split helpers (_prompt_rule_hint, _tool_rule_hint, _add_rules_via_lessons) and the side channel are deleted. Output shapes are unchanged: the prompt builder returns no checkpoint key, the tool builder always does, and shown_rule_ids stays the direct band. A structural test pins that only _rule_moment runs a rule arm or the via-lesson step, and that the three builders are its only callers. plugin_context.py: 2,418 -> 2,361 lines this step; 3,558 when the milestone began. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2362 lines
119 KiB
Python
2362 lines
119 KiB
Python
"""Session-context rendering for the Scribe plugin's SessionStart hook.
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The plugin's hook curls `GET /api/plugin/context` at session start and injects
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the returned text as `additionalContext`, giving Scribe the same push channel
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that superpowers and file-memory have. This module renders that text.
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Design note — altitude: we inject rule *titles* grouped by topic (a compact
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index), NOT every rule's full statement. The 48 always-on statements run well
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past the 10k-char `additionalContext` cap, and the push channel's job is to make
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Claude *aware* the rules exist and *reach* for them — not to dump them. Full
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text stays one `get_rule(id)` / `search(content_type="rule")` call away. Titles are
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mostly self-describing ("`dev` is home", "No GitHub — Fabled-Git only"), so the
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index alone already steers behavior.
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"""
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from __future__ import annotations
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import logging
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import re
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import textwrap
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from scribe.services import design_systems as design_systems_svc
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from scribe.services import knowledge as knowledge_svc
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from scribe.services import notes as notes_svc
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from scribe.services import projects as projects_svc
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from scribe.services import record_refs as record_refs_svc
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from scribe.services import shape_ledger as shape_ledger_svc
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from scribe.services import snippets as snippets_svc
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from scribe.services import task_claims as task_claims_svc
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from scribe.services.access import label_shared_items, owner_names_for
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from scribe.services.embeddings import (
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document_title,
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semantic_search_notes,
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semantic_search_rules,
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)
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from scribe.services import lesson_rules as lesson_rules_svc
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from scribe.services.lessons import LESSON_NOTE_TYPE
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from scribe.services.note_usage import record_surfaced
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from scribe.services.rule_usage import record_rule_surfaced
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from scribe.services.supersession import superseded_ids
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from scribe.services.retrieval_surfaces import (
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MAX_BUDGET,
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SURFACES,
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budget_for,
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floor_for,
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)
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from scribe.services import retrieval_pipeline as rp
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from scribe.services.retrieval_pipeline import ( # noqa: F401 - re-exported
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_RULEHINT_BAND, _rule_band, _rule_hint_line, checkpoint_for, checkpoint_reason,
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VIA_LESSON_LIMIT, _menu_label, _menu_name, _menu_passage, _menu_seen_line,
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_record_kind, menu_entry,
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)
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from scribe.services.retrieval_telemetry import record_retrieval
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from scribe.services.settings import get_setting
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from scribe.services.systems import system_names_for
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from scribe.services.text import elide
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from scribe.services import system_rulings as system_rulings_svc
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logger = logging.getLogger(__name__)
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# Defensive cap below Claude Code's 10k additionalContext limit.
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_MAX_CHARS = 9000
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# The notes renderer — a record's name, kind, System and matched passage —
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# lives in `retrieval_pipeline` with the rest of the notes stages (milestone
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# 456 step 4) and is re-exported above.
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# How much of a named record's body sits under its line. The opening, not an
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# elided middle: nothing matched here, so there is no passage to keep, and what
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# the reader needs is what the record IS — which is where a record says it.
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_NAMED_OPENING_CHARS = 240
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def _named_opening(body: str | None) -> str:
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text = " ".join((body or "").split())
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if len(text) <= _NAMED_OPENING_CHARS:
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return text
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return text[:_NAMED_OPENING_CHARS].rsplit(" ", 1)[0] + " …"
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async def _named_records(user_id: int, ids: list[int]) -> list:
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"""The records behind ids the operator named that this user may open.
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An id that is trashed, someone else's private record or not a record at all
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is dropped without a word: the parser cannot tell "4448" the task from
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"4448" a quantity it misread, and the lookup is what settles it.
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"""
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found = []
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for nid in ids:
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got = await notes_svc.get_note_for_user(user_id, nid)
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if got is not None and got[0].deleted_at is None:
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found.append(got[0])
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return found
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# Max chars of a Process body to fold into the auto-surface description.
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_PROC_PREVIEW_CHARS = 200
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# Max chars of the project goal on the session-start Goal line. The full goal is
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# one enter_project away; a cut says so rather than ending mid-word (#4036).
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_GOAL_CHARS = 200
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# --- Knowledge auto-inject (Path A: per-turn awareness push) -----------------
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# Per-user settings (keys live in the generic settings table). The threshold is
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# deliberately STRICTER than the pull-search default (embeddings
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# DEFAULT_SIMILARITY_THRESHOLD = 0.45): an unsolicited per-turn inject must clear
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# a higher bar than a search the agent chose to run.
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#
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# The defaults below are STARTING POINTS, and correcting them is the model's
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# job, not the operator's (#4102): `retrieval_surfaces` says what is in force,
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# `retrieval_telemetry(near_miss_samples=N)` says what it refused, and
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# `tune_retrieval` moves it with the reason attached. The operator can set any
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# of them in Settings and their change is recorded the same way — but nobody
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# has to read a log to get correct behaviour out of this.
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AUTOINJECT_ENABLED_KEY = "kb_autoinject_enabled"
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# The key and the value both live in the registry now (#4102); these names
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# survive because the comments above them are where each number's measurement
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# is recorded, and because the Settings UI agreement test pairs them with the
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# Vue refs by name. One definition, two readable places.
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AUTOINJECT_THRESHOLD_KEY = SURFACES["auto_inject"].floor_key
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AUTOINJECT_TOP_K_KEY = SURFACES["auto_inject"].budget_key
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AUTOINJECT_DEFAULT_ENABLED = True
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AUTOINJECT_DEFAULT_THRESHOLD = SURFACES["auto_inject"].floor_default
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AUTOINJECT_DEFAULT_TOP_K = SURFACES["auto_inject"].budget_default
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# The write-path trigger (#2082) gets its own on/off switch, its own threshold,
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# and shares only top-k. It originally shared the threshold too, on the argument
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# that one "how loud may Scribe be" knob beats two that drift — and reserved the
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# split for when telemetry showed the two surfaces wanted different values.
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#
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# #2223 is that evidence. Measured against the live instance, the semantic arm's
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# scores for CODE sit far above what the same threshold means for PROSE:
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# near-duplicate of a recorded helper 0.73-0.74 (true positive)
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# unrelated colour math / Vue SFC / CSS 0.55-0.63 (false positive)
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# `x = 1` 0.58 (false positive)
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# Any two Python-shaped payloads share keywords, indentation and structure, so
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# the floor for "some code" is ~0.55-0.63 — auto-inject's 0.55 lands INSIDE that
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# noise band, and 6 of 8 probe payloads produced a nudge (4 of them noise). The
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# margin gate can't rescue it either: the notes band (retrieval_pipeline._NOTE_BAND) is relative to the top
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# hit, so with a single hit it never engages.
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#
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# 0.68 clears every measured false positive with margin and still sits 0.05
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# below both true positives. Auto-inject keeps 0.55 — it was tuned on prose and
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# is not implicated. Tune from retrieval_logs (source='write_path') + note_usage
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# pull-through (#2085) once a real corpus accrues; a cross-encoder rerank
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# (#1038) would subsume this bump.
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WRITEPATH_ENABLED_KEY = "kb_writepath_enabled"
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WRITEPATH_THRESHOLD_KEY = SURFACES["write_path"].floor_key
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WRITEPATH_DEFAULT_ENABLED = True
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WRITEPATH_DEFAULT_THRESHOLD = SURFACES["write_path"].floor_default
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# The standing-rule arm (milestone 307) gets its own bar — the split #2223 made
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# one surface down, now made for the THIRD corpus. It inherited 0.68 above, and
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# that number was measured against code-vs-note-PROSE. It was never re-derived
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# for code-vs-RULE-TEXT.
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#
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# THE STRUCTURAL ARGUMENT, which is the only kind admissible here (rule 115).
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# Two facts hold on any install, including one with six rules and no telemetry:
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#
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# 1. The eligible corpus is SMALL — every rule an install owns, still only
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# a few dozen documents against thousands of notes. A top-k over a small
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# pool always returns something, so "the best match cleared the bar"
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# drifts from "a good match exists" toward "N things were ranked". A bar
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# calibrated for best-of-thousands is cleared by best-of-forty as
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# arithmetic rather than relevance.
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# This argument WEAKENED when the arms stopped filtering to one tier
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# (see the note on that below): a larger pool makes clearing the bar
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# mean more, not less. The threshold was deliberately left where it was
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# anyway — moving two variables at once would make the resulting
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# distribution unreadable, and this one errs toward silence on purpose.
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# 2. Rules are short imperative technical English — a far more HOMOGENEOUS
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# corpus than note prose. #2223 measured the floor for code against prose
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# at 0.55-0.63 and set 0.68 above it. A more homogeneous corpus has a
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# HIGHER floor, so 0.68 is not merely inherited, it is below where this
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# corpus's noise sits.
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#
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# WHY 0.72 AND NOT A NUMBER OFF A HISTOGRAM. The exact offset between prose's
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# floor and rule-text's is not derivable in general — it depends on how an
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# install writes its rules — so the default errs deliberately toward SILENCE
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# rather than toward recall, on an asymmetry that is itself structural: this
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# hint fires on EVERY write. A missed rule is recoverable, because the rule is
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# still in Scribe and the agent can search it. A hint that cries wolf is not:
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# it teaches the reader to skip the whole block, and the surface is lost along
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# with the true positives it would have carried. The arm's own comment already
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# says "noise on a hint that fires on every write is how a hint gets ignored".
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#
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# TUNE IT FROM YOUR OWN INSTANCE, which is now possible: `retrieval_telemetry`
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# reports `rule_usage.pull_through` (milestone 333 step 3). Raise this if rules
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# arrive unread; lower it if rules you needed never arrived. What would RETIRE
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# it: a cross-encoder rerank (#1038), which would make a similarity bar the
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# wrong control entirely.
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# SCOPED TO THE WRITE-PATH ARM SINCE #3853. The command arm has its own bar
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# below, and the measurement that separated them is recorded there. Everything
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# above still holds for THIS arm: a code payload is long and rich, which is the
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# case 0.72 was calibrated on, and the telemetry says it is working — the
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# write-path rule arm speaks on 37% of its calls and its refused mass sits at
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# p50 0.6989, comfortably under the bar rather than piled against it.
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RULEHINT_THRESHOLD_KEY = SURFACES["write_path_rule"].floor_key
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RULEHINT_DEFAULT_THRESHOLD = SURFACES["write_path_rule"].floor_default
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# THE COMMAND ARM'S OWN BAR, AND WHY IT IS NOT THE WRITE PATH'S (#3853).
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#
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# One bar served both act arms until this. They are not the same problem: a
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# write-path query is a code payload, long and rich, while a pre-tool query is
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# a shell command — often under a dozen words. Less text, less signal, lower
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# scores for the same relevance. At a shared 0.72 the two arms measured like
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# different subsystems:
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#
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# write_path_rule 2,325 calls, speaks on 37%, near-miss p50 0.6989
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# pre_tool_rule 11,768 calls, speaks on 2%, near-miss p50 0.6794
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#
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# The second is not a quiet surface, it is a mute one: 11,530 of 11,768 calls
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# said nothing, with near-miss p90 at 0.7097 — refused mass piled one
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# hundredth under the line, which is the shape a bar set too high leaves. The
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# note arms are the control and look nothing like it (auto_inject refuses at
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# p90 0.5463, write_path at 0.6738, both far below their bars).
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#
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# WHAT 0.68 IS MEASURED AGAINST. Eight replayed queries, consequential acts
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# against innocuous ones, scored on the post-#3855 corpus:
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#
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# 0.7571 git push origin dev consequential
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# 0.7245 cd ...; git fetch; git add -A consequential
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# 0.7193 git pull --rebase origin dev consequential
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# 0.6850 docker compose up -d consequential
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# ---------------------------------------- 0.68
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# 0.6735 wc -l src/*.py && date innocuous
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# 0.6544 grep -rn useState src/ innocuous
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# 0.6099 sed -n '120,160p' package.json innocuous
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# 0.6056 ls -la && cat README.md innocuous
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#
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# At 0.72 three of the four consequential acts retrieved NOTHING, including
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# `git pull --rebase origin dev`, where rules 153, 1 and 2 all ranked
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# correctly and all sat between 0.7126 and 0.7193.
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#
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# THE SEPARATION IS 0.0115 WIDE, and that is a caveat, not a result. Eight
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# probes set a direction; they do not settle a number. `near_miss_samples` on
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# a few days of post-#3855 traffic is what settles it, and this is the bar to
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# re-read first.
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#
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# This also CORRECTS an assumption stated above. That comment argued 0.68 was
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# "below where this corpus's noise sits", inferring a higher floor from the
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# corpus being homogeneous. Measured, the command arm's noise ceiling is
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# 0.6735 — so 0.68 clears it, barely, rather than sitting under it. The
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# inference was reasonable and the measurement disagrees.
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#
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# WHY LOWERING IS SAFER NOW THAN IT WOULD HAVE BEEN. Until #3851 this arm had
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# a single slot, so its one line had to be right and a high bar was the only
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# control. The band now does noise control downstream: a marginal hit that
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# clears the bar still has to score within `_RULEHINT_BAND` of the top to be
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# rendered. The bar's job shrank, so the bar can.
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#
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# The noise floor above is set by CROSS-PROJECT BLEED rather than bad ranking
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# — 0.6735 is another project's shell-command rule matching a shell command in
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# this one, which is a correct match to a rule that should never have been
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# eligible. Retrieval is ownership-scoped, not project-scoped. Scoping it
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# would drop that ceiling and widen the 0.0115, which is the larger fix and
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# the reason to settle project scoping before tuning this number twice.
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TOOLRULE_THRESHOLD_KEY = SURFACES["pre_tool_rule"].floor_key
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TOOLRULE_DEFAULT_THRESHOLD = SURFACES["pre_tool_rule"].floor_default
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# A SET OF RULES PER ACT, NOT THE SINGLE BEST ONE (#3851).
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#
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# This was 1, and the reasoning for that is kept below rather than deleted
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# because it was correct for the world it was written in and the half of it
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# that still holds is what shapes the replacement.
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#
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# THE OLD ARGUMENT. "With a corpus this small, top-k does as much damage as
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# the threshold: k=2 over a few dozen candidates means the second line is
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# almost always the second-best noise, arriving with the same confident
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# framing as the first." True — and note the premise. Retrieval was then a
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# SUPPLEMENT to a 33-rule resident set, so the arm's job was to add one
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# salient rule beside everything the session already held. One was the right
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# number for an accent.
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#
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# WHAT CHANGED. Milestone 394 removes residency, and then this arm is not the
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# accent, it is the whole delivery. Moments genuinely need several rules at
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# once: `git push origin dev` is governed by 1 (`dev` is home), 2 (never
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# `main` unasked), 9 (poll CI) and 140 (let each action land) simultaneously,
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# and each alone permits the mistake the others catch. One slot cannot serve
|
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# that, and "the single best" is not a coherent answer when four rules bind.
|
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#
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# WHY A CAP PLUS A BAND, RATHER THAN A BIGGER CAP. The old argument's real
|
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# content is that a fixed k invents lines — it fills slots whether or not
|
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# anything deserves them. A band does not: it keeps what is close to the top
|
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# and nothing else, so a moment with one clearly-relevant rule still shows
|
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# one, and a moment with four shows four. The corpus decides, not a constant.
|
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# The cap survives as a ceiling on the worst case, not as the usual answer.
|
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# NOW A DEFAULT RATHER THAN A CAP (#4102): both rule act-arms read their own
|
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# budget from the registry, so this is the value an install starts at and not
|
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# the value it is stuck with. The reasoning below is why 5 is where it starts.
|
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RULEHINT_LIMIT = SURFACES["write_path_rule"].budget_default
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|
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# ── The pre-act checkpoint (#4214, milestone 419) ───────────────────────
|
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#
|
||
# WHAT A CHECKPOINT IS, AND WHY IT IS NOT A LOUDER HINT. Every arm above
|
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# appends text to an act the agent has already composed. Claude Code delivers
|
||
# `additionalContext` alongside the tool result, so by the time the line is
|
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# read the call is written and the rule reads as commentary on a decision
|
||
# already made. That is milestone 419's central finding, measured over a
|
||
# session where three misses were caught by the operator and none by this
|
||
# system.
|
||
#
|
||
# A checkpoint is the same retrieval, spent differently: the hook returns a
|
||
# `deny` and the act does not run, so the rule's own text is read BEFORE the
|
||
# call exists. The remedy is `get_rule(id)` and nothing else — which is why
|
||
# the condition below is "the session has not opened it" rather than "the
|
||
# session has not recorded an outcome for it". An outcome can be satisfied
|
||
# with one cheap call that asserts compliance without producing any, and a
|
||
# checkpoint that can be dismissed that way manufactures exactly the
|
||
# compliance data step 2 exists to measure. Reading a rule cannot be faked in
|
||
# that direction: after `get_rule` the statement is in context, which is the
|
||
# whole of what was wanted.
|
||
#
|
||
# WHAT "CONSEQUENTIAL" MEANS HERE, AND WHY IT IS NOT A LIST. The obvious
|
||
# implementation enumerates act kinds — a write to product code, a schema
|
||
# change, a bulk classification, a merge. Every one of those is consequential
|
||
# because THIS operator wrote rules about it, and a shipped list would be this
|
||
# instance's corpus hard-coded into the product (rule 115). So the corpus
|
||
# decides: an act is consequential when the install's own rules speak to it
|
||
# with high confidence. A fresh install with no rules never stops anything,
|
||
# and an install whose rules are about something else entirely stops on that
|
||
# instead.
|
||
_CHECKPOINT_THRESHOLD_KEY = "kb_checkpoint_threshold"
|
||
|
||
# MEASURED, not chosen (2026-09-21, `retrieval_telemetry(days=30)` on the
|
||
# instance this was built on — recorded as provenance for the number, not as
|
||
# a defence of it under rule 115):
|
||
#
|
||
# write_path_rule floor 0.72 p10 0.6984 p50 0.7319 p90 0.7628 max 0.8817
|
||
# pre_tool_rule floor 0.68 p10 0.6838 p50 0.7018 p90 0.7373 max 0.8293
|
||
#
|
||
# 0.80 sits above p90 on BOTH arms and below max on both, so it selects from
|
||
# the top decile of an already-selective arm rather than from its bulk — and
|
||
# it is reachable, which a bar above 0.8293 would not be for the busier arm.
|
||
# Over that window the two arms returned ~3,584 non-empty calls between them,
|
||
# so an upper bound of one tenth of those is ~12 a day across a very heavy
|
||
# install, and the true rate is lower because 0.80 is not p90 but above it.
|
||
#
|
||
# A SETTING, because the number above is a distance in one embedding model's
|
||
# geometry over one corpus and cannot transfer (retrieval_surfaces' opening
|
||
# argument). The default ships as a starting point with the means to correct
|
||
# it, which is the only honest form for a number like this.
|
||
_CHECKPOINT_DEFAULT = 0.80
|
||
|
||
# A session cannot be stopped more than this many times, however the corpus
|
||
# scores. Not a tuning value — a guard on the worst case, like MAX_BUDGET: a
|
||
# mis-set floor or a corpus that suddenly resembles everything must degrade to
|
||
# a noisy session, never to one that cannot make progress. The hook enforces
|
||
# it, because only the hook knows what a session is.
|
||
CHECKPOINT_SESSION_CAP = 5
|
||
|
||
|
||
# AND A REPEAT COMPETES ON RANK ALONE (#3750), WHICH SURVIVES THE BAND.
|
||
#
|
||
# Since #3750 a hit already on the session's exclusion ledger is RENDERED
|
||
# rather than dropped, which raises a question the old behaviour never had to
|
||
# answer: when the top-ranked hit is one the session has already seen, does it
|
||
# take its place, or step aside for a fresh rule behind it?
|
||
#
|
||
# It keeps its place, and nothing is promoted past it. #3851 widened the arm
|
||
# from one slot to a banded set and did NOT reopen this: a repeat still ranks
|
||
# where it ranks, and the band is applied to scores with no regard for what
|
||
# the session has seen. The two are independent, exactly as `kind` and `seen`
|
||
# are independent in the renderer — rank answers "what is relevant now" and
|
||
# the ledger answers "have you been told", and neither is evidence about the
|
||
# other. Two reasons, both unchanged by the widening.
|
||
#
|
||
# RANK IS THE ANSWER TO "WHAT IS RELEVANT NOW". If the repeat scores 0.85 and
|
||
# the best fresh candidate 0.73, the repeat is the better match for the action
|
||
# actually being taken. Overfetching in order to promote the fresh one past it
|
||
# would reinstate exactly the withholding this milestone exists to remove, one
|
||
# rank deeper and harder to see — recency is not a reason to show a worse
|
||
# match, and "you have seen this" is not the same claim as "you are holding
|
||
# this".
|
||
#
|
||
# AND THE COST OF A SECOND LINE IS NOW PAID DIFFERENTLY, NOT WISHED AWAY.
|
||
# This paragraph used to read "a second line is the one thing the limit above
|
||
# forbids", on the strength of "a reference costs the same ~40 tokens as a
|
||
# first surfacing". Both halves are now wrong and the second was already
|
||
# wrong when written: a full line is ~143 tokens once the trigger is rendered,
|
||
# and #3855's rewrite of the corpus roughly tripled trigger length, so five
|
||
# full lines on a push probe measure ~646 tokens before EVERY Bash call.
|
||
#
|
||
# That number is why the widening pairs with a compact rendering rather than
|
||
# arriving alone (see `_rule_hint_line`). The old paragraph's instinct — that
|
||
# a fourth voice which speaks at full volume twice is where a reader stops
|
||
# reading — is the half worth keeping, and it is answered by making the
|
||
# later lines quieter rather than by refusing to have them. Top hit full,
|
||
# the rest as references: ~299 tokens against ~568 for five full lines, so
|
||
# roughly 2x the old single line for four more rules.
|
||
#
|
||
# The reference keeps its TAIL and loses only its trigger, which is both the
|
||
# cheaper and the safer cut — see `_rule_hint_line`, where the first attempt
|
||
# dropped the tail as well and #3750's guard caught it within one commit.
|
||
#
|
||
# The consequence is deliberate and worth naming: a rule that keeps ranking
|
||
# first for a recurring situation keeps being referenced, every time the
|
||
# situation recurs. That is the intended behaviour — the situation recurring
|
||
# IS the trigger — and its decay belongs to exclusion ageing (#3751), not to
|
||
# a rule that ranks first being quietly demoted for having won before.
|
||
|
||
# WHY THE ARMS NO LONGER FILTER TO ONE TIER (#3702).
|
||
#
|
||
# Both arms used to pass `tier="conditional"`, on the reasoning that an
|
||
# always-on rule is already in the session, so surfacing it again is pure
|
||
# noise. That reasoning conflates two different things:
|
||
#
|
||
# PRESENT IN CONTEXT — the rule was delivered at session start.
|
||
# SALIENT AT THE MOMENT — the rule is in front of the reader when the
|
||
# action it governs is about to be taken.
|
||
#
|
||
# A rule handed over in a list at turn zero is present while a session writes
|
||
# a config value three hundred turns later. It is not surfaced. So the filter
|
||
# did not merely skip a redundant hint — it made a whole class of rules
|
||
# permanently ineligible for the only mechanism that puts a rule in front of
|
||
# an agent AT the moment, and the more important a rule is, the more likely
|
||
# it was in that class.
|
||
#
|
||
# The deeper defect is that the filter was doing the THRESHOLD's job. Whether
|
||
# a rule belongs in this hint is a relevance question, and a similarity bar is
|
||
# the control for relevance. A categorical exclusion standing in for a
|
||
# relevance judgment cannot be tuned, cannot be measured, and cannot be wrong
|
||
# in a way anybody notices.
|
||
#
|
||
# THIS IS A MEASURED CHANGE, NOT A SETTLED ONE. The old comment's fear is
|
||
# real — a hint that fires on every write and says obvious things teaches the
|
||
# reader to skip the block, and the surface is then lost along with its true
|
||
# positives. That fear had simply never been checked. `retrieval_logs` already
|
||
# records top_score, result_count and the query for every call, so the
|
||
# evidence now arrives on its own:
|
||
#
|
||
# - rules clear the bar often and at high scores -> the fear was justified,
|
||
# the filter was a crude proxy for a bar set too low, and the WORK IS THE
|
||
# BAR. Any reinstated filter should then carry a measured reason.
|
||
# - rules clear rarely, in a thin band near the bar -> the filter was never
|
||
# the right instrument and relevance was always sufficient.
|
||
#
|
||
# Only the eligibility moved. The bar and k=1 were both left exactly where
|
||
# they were, so the resulting distribution has one cause.
|
||
|
||
# How much of a command reaches the embedding (#3476). A shell call is not a
|
||
# file: most are short, and the ones that are not are usually a heredoc or a
|
||
# pasted script whose bulk says nothing about which rule applies. The VERB AND
|
||
# ITS TARGET sit at the front — `curl https://git.fabledsword.com/api/...`,
|
||
# `docker compose up`, `git checkout -b` — and that head is the whole signal.
|
||
# Sending the tail as well would push it out of a 512-token window and let a
|
||
# heredoc's prose decide the match.
|
||
_TOOL_QUERY_CHARS = 400
|
||
|
||
# Minimum SUBSTANCE (non-whitespace chars) a payload must carry before the
|
||
# semantic arm will run at all — the cheap half of the operator's #89 idea
|
||
# ("a sliding scale between number of characters and semantic threshold").
|
||
#
|
||
# Deliberately NOT a settings knob and deliberately conservative. Its job is
|
||
# only to drop payloads too small to carry meaning, where an embedding is noise
|
||
# rather than signal: `x = 1`, a renamed variable, a changed string literal —
|
||
# which is what most single-line Edits look like, and the majority of Edits are
|
||
# single-line. 48 sits below the smallest plausible reusable helper (a one-line
|
||
# `def` with a body runs ~60), so it errs toward keeping recall and leaves
|
||
# precision to the threshold above, which is where the measured separation is.
|
||
# The full length↔threshold CURVE is still open in #89 — the operator flagged it
|
||
# as wanting a brainstorm, so this stays a flat floor rather than an invented
|
||
# scale. It also saves a pointless embedding round-trip on trivial edits.
|
||
WRITEPATH_MIN_CODE_CHARS = 48
|
||
|
||
# --- concept extraction for the semantic arm's query (#2242) ------------------
|
||
# A snippet's embedded text is f"{title}\n{body}", and for a snippet that body is
|
||
# composed markdown: **When to use:**, **Signature:**, **Location:**, then the
|
||
# fenced code. So `when_to_use` — the description of what the thing is FOR —
|
||
# appears twice in the vector, and the document is prose-forward.
|
||
#
|
||
# The arm used to query it with raw code and no prose at all. Measured on the
|
||
# deployed instance against snippet #2222, same corpus:
|
||
# query built from score best unrelated separation
|
||
# raw code body 0.743 0.630 0.11
|
||
# name + docstring 0.823 0.602 0.22
|
||
# hand-written concept prose 0.835 0.583 0.25
|
||
# A 12-word description beats a near-verbatim reimplementation of the function,
|
||
# and code-as-query RAISES the noise floor. It is also the cleanest explanation
|
||
# for the fragment miss recorded on #2223: a short code excerpt has almost no
|
||
# prose to match against a document that is mostly prose.
|
||
#
|
||
# So we send the concept instead — and shape it like a snippet's own title,
|
||
# "{name} — {when_to_use}", because that is the form the 0.823 measurement used.
|
||
# Undocumented code yields little, and a Vue SFC or a config file yields nothing;
|
||
# those fall back to the raw payload and behave exactly as before. This raises
|
||
# the ceiling for documented helpers rather than fixing every case.
|
||
|
||
# Declaration forms, one pattern per shape, every pattern exposing (name, params)
|
||
# so composition doesn't have to care which matched. Deliberately regex and not a
|
||
# real parser: this runs on a PreToolUse hook's critical path, the payload is
|
||
# frequently a FRAGMENT that no parser would accept (an Edit's new_string is
|
||
# rarely a valid module), and a miss costs only a fallback to today's behaviour.
|
||
_CONCEPT_DECL_PATTERNS = (
|
||
# python: def / async def, and class with optional bases
|
||
re.compile(r"^[ \t]*(?:async[ \t]+)?def[ \t]+([A-Za-z_]\w*)[ \t]*(\([^)]*\))", re.M),
|
||
re.compile(r"^[ \t]*class[ \t]+([A-Za-z_]\w*)[ \t]*(\([^)]*\))?", re.M),
|
||
# js/ts: function decl, and the const-arrow form that dominates modern code
|
||
re.compile(r"^[ \t]*(?:export[ \t]+)?(?:default[ \t]+)?(?:async[ \t]+)?function[ \t]+([A-Za-z_$][\w$]*)[ \t]*(\([^)]*\))", re.M),
|
||
re.compile(r"^[ \t]*(?:export[ \t]+)?(?:const|let|var)[ \t]+([A-Za-z_$][\w$]*)[ \t]*=[ \t]*(?:async[ \t]*)?(\([^)]*\))[ \t]*=>", re.M),
|
||
# rust / go
|
||
re.compile(r"^[ \t]*(?:pub[ \t]+)?fn[ \t]+([A-Za-z_]\w*)[ \t]*(\([^)]*\))", re.M),
|
||
re.compile(r"^[ \t]*func[ \t]+(?:\([^)]*\)[ \t]*)?([A-Za-z_]\w*)[ \t]*(\([^)]*\))", re.M),
|
||
# posix shell: name() {
|
||
re.compile(r"^[ \t]*([A-Za-z_]\w*)[ \t]*(\(\))[ \t]*\{", re.M),
|
||
)
|
||
|
||
# Doc forms, tried in order. The Python pattern also matches a triple-quoted
|
||
# string that isn't a docstring — accepted: a stray literal is still text about
|
||
# what the code does far more often than it's misleading, and the cost is a
|
||
# slightly worse query rather than a wrong answer.
|
||
_CONCEPT_PY_DOC = re.compile(r'("""|\'\'\')(.*?)\1', re.S)
|
||
_CONCEPT_JSDOC = re.compile(r"/\*\*(.*?)\*/", re.S)
|
||
_CONCEPT_LEADING_COMMENT = re.compile(r"\A(?:[ \t]*(?://|#)[^\n]*\n?)+")
|
||
# A shebang is a comment to the regex above but says nothing about what the code
|
||
# DOES, and it would otherwise open the doc with "/usr/bin/env bash".
|
||
_CONCEPT_SHEBANG = re.compile(r"\A#![^\n]*\n")
|
||
_CONCEPT_COMMENT_MARKER = re.compile(r"^[ \t]*(?://+|#+!?)[ \t]?", re.M)
|
||
_CONCEPT_JSDOC_STAR = re.compile(r"^[ \t]*\*+[ \t]?", re.M)
|
||
|
||
# Cap the doc so a long module docstring can't drown out the declaration, and cap
|
||
# declarations so a 40-function Write doesn't turn into a wall of signatures.
|
||
_CONCEPT_MAX_DOC_CHARS = 400
|
||
_CONCEPT_MAX_DECLS = 4
|
||
# Below this much substance the "concept" is too thin to be a better query than
|
||
# the code itself (e.g. all we found was `f()`), so we keep the raw payload.
|
||
_CONCEPT_MIN_CHARS = 16
|
||
|
||
# Hard ceiling on top-k regardless of the user's setting — this is an
|
||
# awareness menu (titles only), never a content dump.
|
||
# The budget ceiling, now shared by every surface rather than owned by this
|
||
# one (#4102). It bounds the same thing everywhere — how many lines a single
|
||
# unsolicited injection may occupy — so one surface having a private ceiling
|
||
# was an accident of which arm got a configurable budget first.
|
||
_AUTOINJECT_MAX_TOP_K = MAX_BUDGET
|
||
|
||
# THE CONVERSATION BESIDE THE PROMPT (#4364). The operator's message is the
|
||
# only query this arm had, and mid-session it is mostly a follow-up — "yes do
|
||
# that", "now fix the filter" — that names nothing a record could match. The
|
||
# hook now sends the tail of the last assistant reply as `context`, and it is
|
||
# appended to a SHORT prompt only: a prompt that already says what it is about
|
||
# is the better query on its own, and diluting it is the one way this can make
|
||
# retrieval worse.
|
||
#
|
||
# Neither number costs a model token. The query is embedding input; what the
|
||
# session pays for is the menu, and the budget bounds that unchanged.
|
||
# 280 — about two sentences. Above it a prompt carries its own subject.
|
||
# 600 — the context cap. Prompt + context stays well inside bge-small's
|
||
# 512-token window, prompt FIRST, so truncation can only ever cut
|
||
# context and never the operator's words.
|
||
_AUTOINJECT_CONTEXT_PROMPT_MAX = 280
|
||
_AUTOINJECT_CONTEXT_MAX = 600
|
||
|
||
|
||
def _autoinject_query(prompt: str, context: str) -> str:
|
||
"""The prompt, with recent conversation appended when the prompt is thin.
|
||
|
||
The prompt leads and context is its tail, cut from the END of the reply —
|
||
a reply's closing lines are where it says what it did and what is next,
|
||
which is what the operator's follow-up is answering.
|
||
"""
|
||
ctx = " ".join((context or "").split())[-_AUTOINJECT_CONTEXT_MAX:]
|
||
if not ctx or len(prompt) > _AUTOINJECT_CONTEXT_PROMPT_MAX:
|
||
return prompt
|
||
return f"{prompt}\n\n{ctx}"
|
||
|
||
# --- the prompt-boundary rule arm (#3852) ------------------------------------
|
||
#
|
||
# Both existing rule arms are keyed on something the session is about to DO —
|
||
# a file write, a command. A rule that governs what to SAY has no such moment.
|
||
# Extract intent from loose phrasing, raise a conflict before acting, hand off
|
||
# an action with its reason, end a finding with an offer: every one binds on a
|
||
# RESPONSE, and no tool call precedes a response.
|
||
#
|
||
# The operator's message is the only query that exists before one is composed,
|
||
# and this arm is what runs against it. Until now that hook searched notes
|
||
# alone, so no rule had ever been retrieved against a thing the operator said.
|
||
PROMPTRULE_THRESHOLD_KEY = SURFACES["prompt_rule"].floor_key
|
||
# INHERITED FROM THE ACT ARMS, AND NOT YET EARNED HERE. 0.72 was tuned against
|
||
# code and shell commands. An operator's prose is a different query shape
|
||
# against the same documents, and nothing yet says the two distributions line
|
||
# up — triggers are written in the vocabulary of the MOMENT, which for most
|
||
# rules is act vocabulary, so prose may well score lower across the board.
|
||
#
|
||
# Starting at the act arms' number anyway is deliberate: it is the only value
|
||
# with evidence behind it, and guessing lower would put an unmeasured bar in
|
||
# front of a corpus that binds. Every call is logged under `prompt_rule` from
|
||
# the first deploy, so a few days of real traffic settles it — read
|
||
# `near_miss_samples` (#3807) before moving this, not the percentile alone.
|
||
PROMPTRULE_DEFAULT_THRESHOLD = SURFACES["prompt_rule"].floor_default
|
||
|
||
# MORE THAN THE ACT ARMS' SINGLE SLOT, anchored on this hook's budget rather
|
||
# than theirs. RULEHINT_LIMIT is 1 because that arm fires before EVERY Bash
|
||
# call, where a second line is a second interruption per command. This arm
|
||
# fires once per TURN, on the same hook whose notes menu already spends
|
||
# AUTOINJECT_DEFAULT_TOP_K slots — so that is the comparable budget.
|
||
#
|
||
# And a prompt genuinely contains more than one act. "Merge to main and then
|
||
# start on X" is two, governed by different rules; k=1 cannot serve that case
|
||
# at all, where the act arms never face it because a command is one thing.
|
||
PROMPTRULE_LIMIT = SURFACES["prompt_rule"].budget_default
|
||
|
||
# THE COMPLETION-REPORT ARM'S OWN BAR (services/reply_preferences.py).
|
||
#
|
||
# It borrowed PROMPTRULE_THRESHOLD_KEY when it shipped, which made the two
|
||
# arms one dial: an operator lowering the bar for their own prose moved this
|
||
# one with it, silently. That contradicts the rule every other bar here
|
||
# follows — one number cannot serve arms whose queries are different shapes —
|
||
# and this arm's query is the most different of all. The others score an
|
||
# operator's prose or a session's code, both of which vary per call; this one
|
||
# scores a FIXED string (`COMPLETION_QUERY`) against rule triggers, so its
|
||
# score for a given corpus is a constant. A constant that lands under the bar
|
||
# is not a quiet arm, it is a dead one, and nothing about the prose arm's
|
||
# traffic would ever reveal it.
|
||
#
|
||
# Kept at the prose arm's starting value rather than tuned: the split is what
|
||
# makes the two independently movable, and a default is a product decision
|
||
# that this install's corpus cannot settle (rule 115).
|
||
REPORTPREF_THRESHOLD_KEY = SURFACES["report_preference"].floor_key
|
||
REPORTPREF_DEFAULT_THRESHOLD = SURFACES["report_preference"].floor_default
|
||
|
||
|
||
def _slugify(text: str) -> str:
|
||
"""kebab-case slug for a skill directory name (a-z0-9 + single hyphens)."""
|
||
s = re.sub(r"[^a-z0-9]+", "-", (text or "").lower()).strip("-")
|
||
return s or "process"
|
||
|
||
|
||
async def build_process_manifest(user_id: int) -> dict:
|
||
"""List the user's stored Processes as auto-surfacing skill-stub specs.
|
||
|
||
The plugin's sync script (scribe_sync_processes.sh) writes one
|
||
~/.claude/skills/scribe-proc-<slug>/SKILL.md per entry — `description` is the
|
||
auto-surface trigger, and the stub body calls get_process(name) for the live
|
||
procedure (single source of truth in the DB). Reuses the list_processes query
|
||
(note_type='process'). Instance-agnostic: derived from whatever Processes the
|
||
calling install owns, no operator-specific coupling.
|
||
|
||
SCOPE: this is the most consequential passive surface Scribe has — every
|
||
entry becomes a skill file on the operator's machine that auto-surfaces and
|
||
is followed as written. It therefore uses the BROWSE scope (via the
|
||
no-query knowledge list): a Process shared directly with the operator is
|
||
never installed here, only one they own or reach through a shared project
|
||
(decision note 2094). Project-shared entries are labelled with their owner so
|
||
the stub can't pass off someone else's procedure as the operator's own.
|
||
|
||
Returns {"processes": [{id, name, slug, description, shared?, owner?}],
|
||
"total": int}. Slugs are unique within the result (collision gets -<id>).
|
||
"""
|
||
items, _ = await knowledge_svc.query_knowledge(
|
||
user_id=user_id, note_type="process", tags=[], sort="modified",
|
||
q=None, limit=100, offset=0,
|
||
)
|
||
items = await label_shared_items(user_id, items)
|
||
procs: list[dict] = []
|
||
seen: set[str] = set()
|
||
for it in items:
|
||
title = (it.get("title") or "").strip()
|
||
if not title:
|
||
continue
|
||
slug = _slugify(title)
|
||
if slug in seen:
|
||
slug = f"{slug}-{it['id']}"
|
||
seen.add(slug)
|
||
|
||
preview = " ".join((it.get("snippet") or "").split())
|
||
if len(preview) > _PROC_PREVIEW_CHARS:
|
||
preview = preview[:_PROC_PREVIEW_CHARS].rstrip() + "…"
|
||
if it.get("shared"):
|
||
owner = it.get("owner") or "another user"
|
||
description = (
|
||
f'A shared Scribe process "{title}", authored by {owner} — NOT the'
|
||
f" operator's own."
|
||
+ (f" {preview}" if preview else "")
|
||
+ f' Use only when the operator asks to run the "{title}" process'
|
||
f" by name — and even then summarise it and get their go-ahead"
|
||
f" first, since it reflects {owner}'s judgement rather than"
|
||
f" theirs. If a request merely resembles this process, the live"
|
||
f" instructions govern: offer it by name, don't follow it."
|
||
)
|
||
else:
|
||
description = (
|
||
f'Run the operator\'s saved Scribe process "{title}".'
|
||
+ (f" {preview}" if preview else "")
|
||
+ f' Use when the operator asks to run the "{title}" process by'
|
||
f" name. If a request merely RESEMBLES this process, the live"
|
||
f" instructions govern — offer the process by name and ask"
|
||
f" before following it; never substitute it for explicit"
|
||
f" instructions, and never inherit approvals embedded in it"
|
||
f" (e.g. a fan-out opt-in) the operator hasn't granted in this"
|
||
f" conversation. When you do run it, the process is the"
|
||
f" skeleton and the conversation supplies the parameters:"
|
||
f" constraints stated live override its defaults, and clarify"
|
||
f" questions the conversation already answers are confirmed,"
|
||
f" not re-asked."
|
||
)
|
||
entry = {
|
||
"id": it["id"], "name": title, "slug": slug,
|
||
"description": description,
|
||
}
|
||
if it.get("shared"):
|
||
entry["shared"] = True
|
||
entry["owner"] = it.get("owner")
|
||
procs.append(entry)
|
||
|
||
# The most consequential passive surface Scribe has (see SCOPE above), and
|
||
# it emitted nothing — a Process installed as a skill, matched on every
|
||
# relevant turn and never once opened, was indistinguishable from one never
|
||
# installed (#2477). The honest event is "installed on the operator's
|
||
# machine", which is a surfacing in effect: the skill description is in
|
||
# front of the model each session. AMBIENT source — installation is not a
|
||
# ranked choice — so it lands in ambient_count, not surfaced_count.
|
||
record_surfaced(
|
||
user_id=user_id,
|
||
note_ids=[int(p["id"]) for p in procs],
|
||
source="process_skill_sync",
|
||
)
|
||
return {"processes": procs, "total": len(procs)}
|
||
|
||
|
||
async def get_autoinject_config(user_id: int) -> dict:
|
||
"""Resolve a user's auto-inject settings, falling back to the defaults.
|
||
|
||
Returns {"enabled": bool, "threshold": float, "top_k": int}.
|
||
|
||
THE TWO NUMBERS COME FROM THE REGISTRY NOW (#4102). They used to be read and
|
||
clamped here, and identically again in `get_writepath_config`, and again in
|
||
three rule arms, and once more in `reply_preferences`. That was
|
||
tolerable while the values were shipped constants. It stops being tolerable
|
||
once a tool is expected to MOVE them, because a tuning surface cannot be
|
||
consistent across arms that each spell their configuration differently.
|
||
|
||
`enabled` stays here: it is this surface's own switch, not a tunable number,
|
||
and the registry deliberately holds only the pair a floor-tuner touches.
|
||
"""
|
||
enabled_raw = await get_setting(
|
||
user_id, AUTOINJECT_ENABLED_KEY,
|
||
"true" if AUTOINJECT_DEFAULT_ENABLED else "false",
|
||
)
|
||
enabled = enabled_raw.strip().lower() in ("true", "1", "yes", "on")
|
||
|
||
return {
|
||
"enabled": enabled,
|
||
"threshold": await floor_for(user_id, "auto_inject"),
|
||
"top_k": await budget_for(user_id, "auto_inject"),
|
||
}
|
||
|
||
|
||
async def build_autoinject_hint(
|
||
user_id: int,
|
||
query: str,
|
||
project_id: int = 0,
|
||
exclude_ids: list[int] | None = None,
|
||
context: str = "",
|
||
) -> dict:
|
||
"""Title-first awareness hint for the plugin's UserPromptSubmit hook.
|
||
|
||
The four anti-bloat gates (see the module + milestone-93 design):
|
||
1. high-confidence threshold (stricter than pull) — set per-user;
|
||
2. margin gate — keep only hits within retrieval_pipeline._NOTE_BAND of the top score;
|
||
3. session marking — caller passes already-injected ids as `exclude_ids`
|
||
and they are rendered again with `[seen]`, never withheld (#4101);
|
||
4. title-first payload — id + kind + title + score only, never bodies.
|
||
Disabled, blank-query, or nothing-clears-the-gates all return empty context,
|
||
so most turns inject nothing.
|
||
|
||
Returns {"context": str, "note_ids": list[int], "config": dict}. Every
|
||
retrieval (even empty) is logged to retrieval_logs as source='auto_inject'
|
||
so the threshold can be tuned from data.
|
||
"""
|
||
cfg = await get_autoinject_config(user_id)
|
||
empty = {"context": "", "note_ids": [], "config": cfg}
|
||
q = (query or "").strip()
|
||
if not cfg["enabled"] or not q:
|
||
return empty
|
||
# RECORDS NAMED BY NUMBER (#4796), read from the operator's own words before
|
||
# the query is enriched: a number in the assistant's reply is not one the
|
||
# operator named. "go ahead with 4448" says which record is meant, and a
|
||
# number means nothing to an embedding, so these are looked up rather than
|
||
# left to a ranking that can only match the words around them.
|
||
named = await _named_records(user_id, record_refs_svc.named_record_ids(q))
|
||
named_ids = [int(n.id) for n in named]
|
||
# Everything below searches, logs and fills its slots on the ENRICHED
|
||
# query, so the telemetry row records what was actually asked (#4364).
|
||
q = _autoinject_query(q, context)
|
||
|
||
# THE LEDGER LEAVES THE SEARCH (#4101). `exclude_ids` used to go into
|
||
# `semantic_search_notes` itself, so a record this session had already been
|
||
# shown was removed from the candidate set — which is #3750's defect, on the
|
||
# arm that fires most. Three things followed from it, none of them intended:
|
||
#
|
||
# - the second time a note was the best answer, the session got SILENCE,
|
||
# indistinguishable from "nothing matched";
|
||
# - a compaction made that permanent, because the ledger outlived the
|
||
# context it described (fixed one layer down in this same step);
|
||
# - and the score the search reported was measured against a candidate set
|
||
# the caller had already edited, so `best_available` could name a bar
|
||
# that turned nothing away (#3739).
|
||
#
|
||
# Now the ledger is a RENDERING fact, not a retrieval one: every repeat is
|
||
# still ranked, still shown, and carries a marker saying it was surfaced
|
||
# before. A note line is a title and a score — the repeat costs about as
|
||
# much as the comma in this sentence — so there is nothing here to save.
|
||
already = {int(i) for i in (exclude_ids or [])}
|
||
# The ranked half is `retrieval_pipeline.run_note_arm` (milestone 456):
|
||
# search, the fresh/repeat split, the call row, the band, the reuse and
|
||
# lesson slots in that order, and the surfacing rows are written there.
|
||
# What is decided HERE is what makes this moment this moment — the query
|
||
# the operator's words became, and the records they named by number.
|
||
result = await rp.run_note_arm(
|
||
rp.AUTO_INJECT,
|
||
rp.NoteMoment(
|
||
user_id=user_id, query=q, project_id=project_id,
|
||
seen=frozenset(already), named=frozenset(named_ids),
|
||
),
|
||
floor=cfg["threshold"], budget=cfg["top_k"], io=_note_io(),
|
||
)
|
||
kept = result.menu
|
||
if not kept and not named:
|
||
return empty
|
||
|
||
# A collaborator's note can reach this menu via a shared project, and the
|
||
# operator never asked for it — so say whose it is. Unattributed, it reads as
|
||
# something they wrote and settled.
|
||
owners = await owner_names_for({
|
||
int(n.user_id) for n in [*named, *(n for _s, n in kept)]
|
||
if n.user_id != user_id
|
||
})
|
||
|
||
# A superseded record is DEMOTED, not removed (#278) — `menu_entry` says
|
||
# so on the line. One query for the whole menu.
|
||
stale = await superseded_ids([*named_ids, *(int(n.id) for _s, n in kept)])
|
||
systems = await system_names_for(
|
||
{i for i in named_ids if i not in already}
|
||
| {int(n.id) for _s, n in kept if int(n.id) not in already}
|
||
)
|
||
|
||
def _shared_by(note) -> str:
|
||
if note.user_id == user_id:
|
||
return ""
|
||
return owners.get(int(note.user_id)) or "another user"
|
||
|
||
lines: list[str] = []
|
||
note_ids: list[int] = []
|
||
# FIRST, because the operator said which record they meant and everything
|
||
# after this block is a guess at what else might bear on it. The header
|
||
# says these were found by NUMBER: the parser reads "with 4448" as a
|
||
# reference, and the reader is the one placed to notice it was a quantity.
|
||
if named:
|
||
lines.append(
|
||
"> Named in your message — the records with those numbers, looked "
|
||
"up by id rather than matched. Open any in full with `get_note(id)`; "
|
||
"a line marked `seen` is already in your context:"
|
||
)
|
||
for note in named:
|
||
nid = int(note.id)
|
||
note_ids.append(nid)
|
||
# The OPENING under the line, not a passage: nothing matched here, so
|
||
# there is no passage to keep, and what the reader needs is what the
|
||
# record IS — which is where a record says it.
|
||
lines.extend(menu_entry(
|
||
nid, kind=_record_kind(note),
|
||
name=_menu_name(note.title, note.note_type, note.data, note.body),
|
||
systems=systems.get(nid), seen=nid in already, stale=nid in stale,
|
||
shared_by=_shared_by(note), under=_named_opening(note.body),
|
||
))
|
||
|
||
# "records", not "notes" — the menu can hold snippets, processes and tasks
|
||
# too, and the kind marker on each line is only legible if the header doesn't
|
||
# already claim they're all one thing.
|
||
# "injected once per session" was true and is not any more (#4101): a repeat
|
||
# is shown again with a marker rather than withheld, so the header must stop
|
||
# promising the old contract. It now says what the marker means instead,
|
||
# once, rather than each repeated line having to explain itself.
|
||
if kept:
|
||
lines.append(
|
||
"> Possibly relevant from your Scribe records — open any in full with "
|
||
"`get_note(id)`, or `get_snippet` / `get_process` / `get_lesson` for "
|
||
"those kinds. Each line is a record's name, its kind and System, and "
|
||
"the passage that matched; a line marked `seen` is a pointer to one "
|
||
"already shown this session, so it is in your context:"
|
||
)
|
||
# THE REGISTER, SAID ONCE AND ONLY WHEN IT APPLIES (milestone 385 step 5).
|
||
#
|
||
# The operator's requirement for this kind was "they don't always have to
|
||
# be followed", and the risk is not that a reader mistakes a lesson for a
|
||
# rule — this menu's voice is already the non-binding one, deliberately
|
||
# (see the `seen` marker below). The risk is the opposite: read as one more
|
||
# title in a list of MATERIAL, a lesson looks like something to open if
|
||
# curious, when it is advice someone paid for. The line has to say "weigh
|
||
# this" without acquiring the rule arms' "before deciding it does not
|
||
# apply", which binds.
|
||
#
|
||
# In the HEADER rather than on each line, for the reason the `seen` flag is
|
||
# a flag: the meaning is the same for every lesson on the menu, and a
|
||
# clause repeated per line would cost more than it says. Conditional
|
||
# because a menu with no lesson should not pay for the sentence, and
|
||
# because a header that explains an absent kind reads as boilerplate —
|
||
# which is how a reader learns to skip headers.
|
||
if any(_record_kind(n) == LESSON_NOTE_TYPE for _s, n in kept):
|
||
lines.append(
|
||
"> A line marked `lesson` is something an earlier session learned "
|
||
"the hard way, kept because it should transfer. Weigh it against "
|
||
"what you are doing and use your judgement — a lesson is not a "
|
||
"rule and binds nothing."
|
||
)
|
||
|
||
for score, note in kept:
|
||
nid = int(note.id)
|
||
note_ids.append(nid)
|
||
# The NAME, not the title (#4364): a snippet's or lesson's title is its
|
||
# embedding shape, trigger and all, and ran past 1,500 characters here.
|
||
name = _menu_name(note.title, note.note_type, note.data, note.body)
|
||
# The passage that earned the line, WHOLE, indented under it (#4364).
|
||
# Absent when the record has no stored chunk — an un-embedded row, or
|
||
# the reserved lesson and reuse slots, which are fetched by their own
|
||
# queries and so are not in this search's report. No fallback to the
|
||
# body's opening: on a menu that would be a line of preamble dressed as
|
||
# a reason, and a reader cannot tell the two apart once indented alike.
|
||
passage = "" if nid in already else _menu_passage(
|
||
document_title(note.title, note.note_type, note.data, note.body),
|
||
(result.chunks.get(nid) or {}).get("text"), name,
|
||
)
|
||
who = _shared_by(note)
|
||
lines.extend(menu_entry(
|
||
nid, kind=_record_kind(note), name=name, systems=systems.get(nid),
|
||
seen=nid in already, stale=nid in stale, score=score,
|
||
shared_by=f"{who}, treat as a suggestion" if who else "",
|
||
under=passage,
|
||
))
|
||
|
||
# A lookup, not a ranking, so it writes no retrieval_logs row — there is no
|
||
# score or bar to tune — and its surfacings are its own source, which is
|
||
# what lets pull-through say whether a named record gets opened. The
|
||
# ranked menu's own rows were written by the pipeline.
|
||
named_fresh = [i for i in named_ids if i not in already]
|
||
if named_fresh:
|
||
record_surfaced(
|
||
user_id=user_id, note_ids=named_fresh, source="named_ref",
|
||
project_id=project_id,
|
||
)
|
||
|
||
# The lessons this menu put in front of the reader, repeats included — for
|
||
# the soft-link recorder (#4637), which pairs them with the rule arm's
|
||
# lines in the same response. Relevance, not the session ledger, is what
|
||
# makes a co-arrival, so a `seen` lesson counts — and so does one the
|
||
# operator named, which is relevance by their own say-so.
|
||
lesson_ids = [
|
||
int(n.id) for n in [*named, *(n for _s, n in kept)]
|
||
if _record_kind(n) == LESSON_NOTE_TYPE
|
||
]
|
||
return {
|
||
"context": "\n".join(lines), "note_ids": note_ids, "config": cfg,
|
||
"lesson_ids": lesson_ids,
|
||
}
|
||
|
||
|
||
def _note_io() -> rp.NoteIO:
|
||
"""The ranker and recorders the notes arms report to, read at call time —
|
||
`_rule_io`'s reason: whatever this module's names are when the arm runs."""
|
||
return rp.NoteIO(
|
||
search=semantic_search_notes,
|
||
record_retrieval=record_retrieval,
|
||
record_surfaced=record_surfaced,
|
||
)
|
||
|
||
|
||
async def _rules_via_lessons(
|
||
user_id: int, query: str, *, project_id: int | None, skip: set[int],
|
||
held: set[int], where: str,
|
||
) -> tuple[list[str], list[int]]:
|
||
"""Rule lines reached through a matching lesson's CONFIRMED links — the
|
||
pipeline's via-lesson arm (`retrieval_pipeline.run_via_lesson_arm`, where
|
||
the design is written), with its I/O read from this module at call time.
|
||
|
||
The lesson bar is the notes menu's own threshold. Returns (lines, rule ids
|
||
shown).
|
||
"""
|
||
async def bar() -> float:
|
||
return (await get_autoinject_config(user_id))["threshold"]
|
||
|
||
result = await rp.run_via_lesson_arm(
|
||
rp.RuleMoment(
|
||
user_id=user_id, query=query, project_id=project_id, where=where,
|
||
held=frozenset(held),
|
||
),
|
||
skip=frozenset(skip),
|
||
io=rp.ViaLessonIO(
|
||
search=semantic_search_notes,
|
||
linked=lesson_rules_svc.confirmed_lessons,
|
||
rules_for=lesson_rules_svc.confirmed_rules_in_scope,
|
||
floor=bar,
|
||
record_retrieval=record_retrieval,
|
||
record_rule_surfaced=record_rule_surfaced,
|
||
),
|
||
)
|
||
return result.lines, result.rule_ids
|
||
|
||
|
||
async def _rule_moment(
|
||
arm: rp.RuleArm, moment: rp.RuleMoment, *, floor: float, budget: int,
|
||
checkpoint_floor: float = 0.0,
|
||
) -> rp.RuleResult:
|
||
"""One rule moment, composed: the direct arm, then the rules its matching
|
||
lessons bring in (#4633) — after the band and never in place of it.
|
||
|
||
Every rule builder below calls this ONE function, where each used to run
|
||
the arm and then the via-lesson step by hand, passing the query between
|
||
them through a key on the payload. The via-lesson step searches with the
|
||
query the arm searched with, and skips what the arm named plus what the
|
||
session's ledger holds — suppression is by RULE, whichever lesson reached
|
||
it. Its lines and fresh ids join the arm's; `shown_rule_ids` stays the
|
||
direct arm's band, which is what the soft-link recorder pairs (#4637).
|
||
"""
|
||
result = await rp.run_rule_arm(
|
||
arm, moment, floor=floor, budget=budget, io=_rule_io(),
|
||
checkpoint_floor=checkpoint_floor,
|
||
)
|
||
lines, ids = await _rules_via_lessons(
|
||
moment.user_id, moment.query, project_id=moment.project_id or None,
|
||
skip=set(moment.exclude) | set(result.shown_rule_ids),
|
||
held=set(moment.held), where=moment.where,
|
||
)
|
||
result.lines.extend(lines)
|
||
result.rule_ids.extend(ids)
|
||
return result
|
||
|
||
|
||
async def build_prompt_rule_hint(
|
||
user_id: int,
|
||
query: str,
|
||
*,
|
||
project_id: int = 0,
|
||
exclude_rule_ids: list[int] | None = None,
|
||
held_rule_ids: list[int] | None = None,
|
||
context: str = "",
|
||
) -> dict:
|
||
"""Rules and preferences that may apply to what the operator just asked.
|
||
|
||
The third rule arm, and the one that closes a gap the other two cannot
|
||
reach. `write_path_rule` is keyed on code, `pre_tool_rule` on a command —
|
||
both are things the session is about to DO. A rule that governs what to
|
||
SAY has no such trigger, and residency was the only surface it ever had.
|
||
Removing residency (milestone 394) without this would drop that half of
|
||
the corpus on the floor.
|
||
|
||
A SEPARATE FUNCTION, not a branch inside build_autoinject_hint, and the
|
||
reason is its early returns. That arm bails when auto-inject is disabled,
|
||
when the query is blank, when nothing clears the note bar — and every one
|
||
of those is a statement about NOTES. Folded in, a user who turned the
|
||
notes menu off would silently lose their rules too, which is the kind of
|
||
coupling nothing downstream could see. Two functions, two sets of gates,
|
||
composed by the caller.
|
||
|
||
THE OUTPUT IS DELIBERATELY NOT QUOTED, where the notes menu is. The task
|
||
asked whether the two share a header; the answer is that neither needs
|
||
one. A note line is a bare title and needs the menu's header to say what
|
||
it is doing there, while a rule line names itself in its opening words
|
||
("Standing rule that may apply…" / "Preference that may apply…"). Leaving
|
||
rules unquoted separates the two claims visually with no extra prose, and
|
||
matches how a rule line already renders on both act arms.
|
||
|
||
NO `checkpoint` KEY (#4214): the act arms can hold a call because there
|
||
is a composed act to hold, while this one fires before anything has been
|
||
decided.
|
||
|
||
Fails open and returns empty context on any error, like its siblings: a
|
||
recall aid may never break the operator's prompt.
|
||
"""
|
||
out: dict = {"context": "", "rule_ids": []}
|
||
q = (query or "").strip()
|
||
if not q:
|
||
return out
|
||
# The same enrichment the notes arm gets (#4364). A rule is meant to
|
||
# arrive while the work it governs is under way, not once the operator
|
||
# names it — and "yes, go ahead" names nothing a trigger can match, while
|
||
# the reply it answers ("commit this to dev and push") does.
|
||
q = _autoinject_query(q, context)
|
||
try:
|
||
# SCOPED TO THIS SESSION'S PROJECT (milestone 414): global rules plus
|
||
# the bound project's own. An unbound session (project_id 0) gets
|
||
# global rules only — this surface speaks unasked, and a whole-rulebook
|
||
# answer is only right for someone who asked the whole rulebook.
|
||
result = await _rule_moment(
|
||
rp.PROMPT_RULE,
|
||
rp.RuleMoment(
|
||
user_id=user_id, query=q, project_id=project_id,
|
||
where="to this request",
|
||
exclude=frozenset(exclude_rule_ids or []),
|
||
held=frozenset(held_rule_ids or []),
|
||
),
|
||
floor=await floor_for(user_id, "prompt_rule"),
|
||
budget=await budget_for(user_id, "prompt_rule"),
|
||
)
|
||
if result.lines:
|
||
out["context"] = "\n".join(result.lines)
|
||
out["rule_ids"] = result.rule_ids
|
||
# Every rule LINE the direct arm showed, repeats and the reserved
|
||
# slot included — for the soft-link recorder (#4637). Distinct
|
||
# from `rule_ids`, which is telemetry's fresh-only cut.
|
||
out["shown_rule_ids"] = result.shown_rule_ids
|
||
except Exception:
|
||
logger.debug("prompt rule arm failed", exc_info=True)
|
||
return out
|
||
|
||
|
||
def _rule_io() -> rp.RuleIO:
|
||
"""The ranker and recorders the rule arms report to, read at call time.
|
||
|
||
Resolved from this module's names on every call rather than bound once, so
|
||
the pipeline reports to whatever this module's `semantic_search_rules`,
|
||
`record_retrieval` and `record_rule_surfaced` are at the moment it runs.
|
||
"""
|
||
return rp.RuleIO(
|
||
search=semantic_search_rules,
|
||
record_retrieval=record_retrieval,
|
||
record_rule_surfaced=record_rule_surfaced,
|
||
)
|
||
|
||
|
||
# --- Write-path trigger (#2082): prior art at the moment code is written ------
|
||
# Auto-inject above fires on the operator's prompt. The moment reuse is actually
|
||
# lost is later — when the AGENT decides mid-task to write a helper — and nothing
|
||
# fired there. This is that trigger: the plugin's PreToolUse hook on Write/Edit
|
||
# asks what prior art is already recorded for the file being written.
|
||
#
|
||
# Two arms, deliberately different in kind:
|
||
# - BY PLACE — a snippet recorded at this path (or in its directory) is prior
|
||
# art by definition, not by resemblance, so it isn't scored or thresholded.
|
||
# This is what the reverse lookup (#2083) was built to answer.
|
||
# - BY MEANING — semantic search over snippets only, using the code about to be
|
||
# written, under the same gates as auto-inject.
|
||
# Place beats meaning in the menu because "there is already a canonical helper in
|
||
# this exact file" is a stronger claim than "this resembles something".
|
||
|
||
|
||
def _prior_art_line(item: dict, marker: str, owner: str | None, foreign_lang: str = "") -> str:
|
||
"""One menu line: `- #12 [here] "title"`, attributed when it isn't yours.
|
||
|
||
A foreign language is folded into the marker (`[similar 0.72 · python]`)
|
||
rather than appended after the title, so the reader sees it while still
|
||
reading the score — the two together are the judgement being offered.
|
||
"""
|
||
# The NAME, not the composed title (#4364) — a snippet's title carries its
|
||
# whole trigger and ran to kilobytes on this line, again on every repeat.
|
||
# `snippet` is a snippet record's field dict — but on a search hit it is
|
||
# the matched excerpt, a string, under the same key.
|
||
fields = item.get("snippet")
|
||
title = (
|
||
item.get("name") or (fields.get("name") if isinstance(fields, dict) else None)
|
||
or (item.get("title") or "(untitled)")
|
||
).replace("\n", " ").strip()
|
||
mark = f"{marker} · {foreign_lang}" if foreign_lang else marker
|
||
line = f"> - #{item['id']} [{mark}] \"{title}\""
|
||
if owner:
|
||
line += f" — shared by {owner}, treat as a suggestion"
|
||
return line
|
||
|
||
|
||
# --- cross-language prior art (#2244) ----------------------------------------
|
||
# Retrieval is concept-shaped now, and concepts are language-agnostic: a query
|
||
# about a TypeScript union-find matches a PYTHON snippet at 0.72-0.73, comfortably
|
||
# over the bar. That is a feature — the operator's framing is "borrow the shape of
|
||
# the solution even when the code isn't directly reusable" — but only if the line
|
||
# SAYS so. An unlabelled Python hit offered while writing TypeScript either gets
|
||
# dismissed as irrelevant or, worse, pasted into a .ts file. Measured note: this
|
||
# cross-language matching predates concept queries; it was always happening, just
|
||
# never disclosed.
|
||
#
|
||
# Deliberately NOT gated behind a stricter threshold for foreign-language hits: a
|
||
# higher bar would suppress exactly the shape-borrowing this is for. Label, don't
|
||
# filter.
|
||
_LANG_BY_EXT = {
|
||
"py": "python", "pyi": "python",
|
||
"ts": "typescript", "tsx": "typescript", "mts": "typescript", "cts": "typescript",
|
||
"js": "javascript", "jsx": "javascript", "mjs": "javascript", "cjs": "javascript",
|
||
"vue": "vue", "svelte": "svelte",
|
||
"go": "go", "rs": "rust", "rb": "ruby", "php": "php",
|
||
"java": "java", "kt": "kotlin", "kts": "kotlin", "scala": "scala",
|
||
"c": "c", "h": "c", "cc": "cpp", "cpp": "cpp", "cxx": "cpp", "hpp": "cpp",
|
||
"cs": "csharp", "swift": "swift", "m": "objectivec", "mm": "objectivec",
|
||
"sh": "shell", "bash": "shell", "zsh": "shell", "fish": "shell",
|
||
"sql": "sql", "css": "css", "scss": "scss", "less": "less",
|
||
"html": "html", "htm": "html", "yml": "yaml", "yaml": "yaml",
|
||
"toml": "toml", "ini": "ini", "dockerfile": "dockerfile",
|
||
"ex": "elixir", "exs": "elixir", "erl": "erlang", "hs": "haskell",
|
||
"lua": "lua", "pl": "perl", "r": "r", "dart": "dart", "zig": "zig",
|
||
}
|
||
|
||
# `language` on a snippet is operator-typed free text, so fold the spellings that
|
||
# mean the same thing before comparing. Anything unrecognised passes through
|
||
# lowercased — an unknown-but-equal pair still compares equal, which is the only
|
||
# thing this needs to get right.
|
||
_LANG_ALIASES = {
|
||
"py": "python", "python3": "python",
|
||
"ts": "typescript", "tsx": "typescript",
|
||
"js": "javascript", "jsx": "javascript", "node": "javascript",
|
||
"sh": "shell", "bash": "shell", "zsh": "shell", "shell-script": "shell",
|
||
"c++": "cpp", "cplusplus": "cpp", "c#": "csharp", "objective-c": "objectivec",
|
||
"golang": "go", "rs": "rust", "rb": "ruby", "yml": "yaml",
|
||
"postgres": "sql", "postgresql": "sql", "psql": "sql",
|
||
"vuejs": "vue", "vue3": "vue",
|
||
}
|
||
|
||
|
||
def _canonical_language(name: str) -> str:
|
||
"""Fold a free-text language name to a comparable token ("" if absent)."""
|
||
token = (name or "").strip().lower()
|
||
return _LANG_ALIASES.get(token, token)
|
||
|
||
|
||
def _language_for_path(path: str) -> str:
|
||
"""The language implied by a file path's extension ("" when unknown)."""
|
||
tail = (path or "").rsplit("/", 1)[-1].lower()
|
||
if tail.startswith("dockerfile"):
|
||
return "dockerfile"
|
||
if "." not in tail:
|
||
return ""
|
||
return _LANG_BY_EXT.get(tail.rsplit(".", 1)[-1], "")
|
||
|
||
|
||
def _foreign_language(item: dict, target: str) -> str:
|
||
"""The item's language when it DIFFERS from the target file's, else "".
|
||
|
||
Returns "" whenever either side is unknown: we can only claim a mismatch we
|
||
can actually establish, and a wrong "· python" tag is worse than no tag.
|
||
Same-language hits stay unlabelled so the common case keeps a clean line.
|
||
"""
|
||
if not target:
|
||
return ""
|
||
theirs = _canonical_language(item.get("language") or "")
|
||
if not theirs or theirs == target:
|
||
return ""
|
||
return theirs
|
||
|
||
|
||
def _concept_doc(code: str) -> str:
|
||
"""The first doc-ish prose in `code`: docstring, else JSDoc, else leading comments."""
|
||
m = _CONCEPT_PY_DOC.search(code)
|
||
if m:
|
||
return _collapse(m.group(2))
|
||
|
||
m = _CONCEPT_JSDOC.search(code)
|
||
if m:
|
||
return _collapse(_CONCEPT_JSDOC_STAR.sub("", m.group(1)))
|
||
|
||
# Only a comment block at the very TOP counts. A comment further down is
|
||
# usually about one line of the implementation, not about the whole thing.
|
||
m = _CONCEPT_LEADING_COMMENT.match(_CONCEPT_SHEBANG.sub("", code))
|
||
if m:
|
||
return _collapse(_CONCEPT_COMMENT_MARKER.sub("", m.group(0)))
|
||
|
||
return ""
|
||
|
||
|
||
def _collapse(text: str) -> str:
|
||
"""One line, single-spaced, length-capped — embedder input, not display text."""
|
||
return " ".join((text or "").split())[:_CONCEPT_MAX_DOC_CHARS].strip()
|
||
|
||
|
||
def concept_query(code: str) -> str:
|
||
"""Rewrite a write payload as a CONCEPT query, or "" to keep the raw payload.
|
||
|
||
Returns something shaped like a snippet's own title — "name(params) — what it
|
||
does" — because that is the form that measured best against the prose-forward
|
||
snippet documents (#2242; see the table at _CONCEPT_DECL_PATTERNS).
|
||
|
||
Returns "" rather than raising or guessing whenever there's nothing worth
|
||
sending: no declarations and no doc, or a result too thin to beat the code it
|
||
would replace. The caller treats "" as "use the payload as-is", so every
|
||
unhandled language degrades to exactly the previous behaviour.
|
||
"""
|
||
if not code or not code.strip():
|
||
return ""
|
||
|
||
decls: list[str] = []
|
||
for pattern in _CONCEPT_DECL_PATTERNS:
|
||
for match in pattern.finditer(code):
|
||
name, params = match.group(1), match.group(2) or ""
|
||
label = f"{name}{params}".strip()
|
||
if label and label not in decls:
|
||
decls.append(label)
|
||
if len(decls) >= _CONCEPT_MAX_DECLS:
|
||
break
|
||
if len(decls) >= _CONCEPT_MAX_DECLS:
|
||
break
|
||
|
||
doc = _concept_doc(code)
|
||
|
||
# NO DOC, NO REWRITE. An identifier alone is not a concept, and it measured
|
||
# WORSE than the code it would replace: `collapse_into_clusters(edges)` scored
|
||
# 0.671 against #2222 where the full code body scored 0.743. Separation from
|
||
# the noise floor is identical (0.113 either way), but the absolute value
|
||
# drops below the 0.68 bar — so preferring a bare name would convert a
|
||
# comfortable hit into a miss. Undocumented code keeps the raw payload.
|
||
if not doc:
|
||
return ""
|
||
|
||
head = ", ".join(decls)
|
||
query = f"{head} — {doc}" if head else doc
|
||
|
||
# Guard against a doc so terse it says nothing ("# TODO", "/** x */").
|
||
if len("".join(query.split())) < _CONCEPT_MIN_CHARS:
|
||
return ""
|
||
return query
|
||
|
||
|
||
async def get_writepath_config(user_id: int) -> dict:
|
||
"""Write-path trigger settings — and the two rule arms' numbers alongside.
|
||
|
||
Three surfaces' worth of configuration arrives in one call because one hook
|
||
request drives all three arms. They are still three SURFACES with three
|
||
independent pairs, resolved from the registry (#4102).
|
||
|
||
The floors were split apart one at a time, each on its own measurement, and
|
||
those measurements are recorded where the defaults are: WRITEPATH (#2223 —
|
||
code embeddings sit on a much higher similarity floor than prose), RULEHINT
|
||
(a third corpus again), TOOLRULE (#3853 — a shell command is a different
|
||
query shape from a code payload and scores lower for the same relevance).
|
||
|
||
THE BUDGET IS NOW SPLIT TOO. `top_k` used to be auto-inject's outright, on
|
||
the argument that "how many titles at once" means the same thing on both
|
||
surfaces. It does not: this arm fires before every Write and Edit while
|
||
auto-inject fires once a turn, so the same number buys wildly different
|
||
amounts of attention. `write_path` inherits auto-inject's value when it has
|
||
none of its own, so no install that tuned the shared knob loses it.
|
||
"""
|
||
enabled_raw = await get_setting(
|
||
user_id, WRITEPATH_ENABLED_KEY,
|
||
"true" if WRITEPATH_DEFAULT_ENABLED else "false",
|
||
)
|
||
return {
|
||
"enabled": enabled_raw.strip().lower() in ("true", "1", "yes", "on"),
|
||
"threshold": await floor_for(user_id, "write_path"),
|
||
"top_k": await budget_for(user_id, "write_path"),
|
||
"rule_threshold": await floor_for(user_id, "write_path_rule"),
|
||
"rule_top_k": await budget_for(user_id, "write_path_rule"),
|
||
"tool_rule_threshold": await floor_for(user_id, "pre_tool_rule"),
|
||
"tool_rule_top_k": await budget_for(user_id, "pre_tool_rule"),
|
||
# NOT from the surfaces registry, and deliberately so. Everything in
|
||
# that table is a pair belonging to one QUERY — a floor saying what is
|
||
# worth ranking and a budget saying how many lines it may spend. The
|
||
# checkpoint runs no query of its own; it re-reads hits the two rule
|
||
# arms already produced and asks a different question of them. Putting
|
||
# it in the registry would give it a phantom budget and make the
|
||
# tuning tool offer to change how many checkpoints an act may raise,
|
||
# which is not a number anyone should have.
|
||
"checkpoint_threshold": await _checkpoint_floor(user_id),
|
||
}
|
||
|
||
|
||
async def _checkpoint_floor(user_id: int) -> float:
|
||
"""The confidence at which a hint becomes a stop. Clamped, never trusted.
|
||
|
||
A floor read out of settings reaches here as operator-typed text. Below
|
||
zero it would stop every act with a rule anywhere near it; above one it
|
||
can never fire and the feature is silently dead, which is the failure mode
|
||
#3430 found and the reason this clamps rather than validating at the door.
|
||
"""
|
||
raw = await get_setting(
|
||
user_id, _CHECKPOINT_THRESHOLD_KEY, str(_CHECKPOINT_DEFAULT),
|
||
)
|
||
try:
|
||
value = float(str(raw).strip())
|
||
except (TypeError, ValueError):
|
||
return _CHECKPOINT_DEFAULT
|
||
return min(1.0, max(0.0, value))
|
||
|
||
async def build_write_path_hint(
|
||
user_id: int,
|
||
path: str,
|
||
code: str = "",
|
||
project_id: int = 0,
|
||
exclude_ids: list[int] | None = None,
|
||
exclude_sync_ids: list[int] | None = None,
|
||
stamp_shapes: list[tuple[str, str]] | None = None,
|
||
repo_key: str = "",
|
||
exclude_derive: list[str] | None = None,
|
||
exclude_rule_ids: list[int] | None = None,
|
||
held_rule_ids: list[int] | None = None,
|
||
seen_ruling_systems: list[int] | None = None,
|
||
) -> dict:
|
||
"""Prior-art hint for the plugin's PreToolUse hook on Write/Edit.
|
||
|
||
`path` is the file about to be written, REPO-RELATIVE — matching the
|
||
convention snippet locations are recorded in. `code` is what's about to be
|
||
written, used only as the semantic query.
|
||
|
||
A hit recorded AT this exact path is not a reuse suggestion — it IS the
|
||
record of the file being changed, so it renders as the SYNC class (#2708):
|
||
"this snippet records the file you're editing; if the edit changes the
|
||
recorded shape, updating the record is part of the edit." That is the
|
||
operator's chosen alternative to server-side drift flagging (decision
|
||
#2707): the record gets corrected in the session that has the context,
|
||
at the moment of change. Nearby and semantic hits stay the REUSE menu.
|
||
|
||
The two classes track the session on SEPARATE channels — `exclude_ids`
|
||
(reuse) and `exclude_sync_ids` (sync) — because they answer different
|
||
questions: a title shown as "consider reusing this" twenty turns ago must
|
||
not silence "you are editing the recorded file right now" (#2708). The two
|
||
channels also now ACT differently, which is #4101: a reuse repeat is
|
||
rendered again with a `seen` marker, while the sync class still shows
|
||
once, because its claim is about an edit in progress rather than about a
|
||
record's continuing relevance and repeating it would be nagging.
|
||
|
||
Carries auto-inject's anti-bloat gates (margin, session marking,
|
||
titles-never-bodies) plus the shared top-k cap across ALL arms — so a file
|
||
with a lot of recorded history can't turn one edit into a wall of text. Two
|
||
gates are its OWN, because code is not prose: a stricter similarity
|
||
threshold, and a minimum-substance floor on `code` below which the
|
||
semantic arm doesn't run at all (#2223 — see WRITEPATH_DEFAULT_THRESHOLD and
|
||
WRITEPATH_MIN_CODE_CHARS). Returns empty context when disabled, when there's
|
||
no path, or when nothing is recorded — which is the common case, and the point.
|
||
|
||
Note the repo↔project mapping is deliberately one-way: the hook sends a git
|
||
remote, which the ROUTE resolves to `project_id` through the repo bindings.
|
||
It is never used as the location `repo` filter — a snippet's `repo` is a
|
||
free-text label the operator typed ("Scribe"), not a remote URL, and matching
|
||
one against the other would silently return nothing.
|
||
|
||
Returns {"context": str, "note_ids": list[int], "sync_note_ids": list[int],
|
||
"config": dict} — `sync_note_ids` is the subset of `note_ids` shown as the
|
||
sync class, so the hook can feed each dedup channel its own ids. The
|
||
semantic arm is logged to retrieval_logs as source='write_path' — its own
|
||
source, so its precision is tunable separately from auto-inject's.
|
||
|
||
Location hits still carry no score and so stay out of retrieval_logs, whose
|
||
score distribution they would corrupt. What closed the gap (#2085) is that
|
||
un-scored surfacing now has its own home: every arm emits note_usage_events,
|
||
tagged 'write_path_sync' vs 'write_path_place' vs 'write_path_semantic', so
|
||
each claim's pull-through rate is measurable on its own.
|
||
|
||
``stamp_shapes`` turns the same request into the ledger's write-path feed
|
||
(#2791): the (kind, name) definitions the hook saw in — or enclosing —
|
||
the payload. When the session has PULLED a snippet recently and this
|
||
payload references or resembles it, those shapes carry it as a PROPOSAL
|
||
(see shape_ledger.suggest_write_path_instances) and the result's
|
||
``suggested`` lists them. Never a verdict since milestone 439: the agent
|
||
that wrote the code judges it at the end of the turn, shown this as
|
||
evidence. The route passes it only for a caller allowed to write — a
|
||
read-scoped key gets the hint, never a ledger write. ``repo_key`` (the
|
||
hook's remote, normalised) homes a provisional row for a shape the
|
||
ledger has not synced yet.
|
||
"""
|
||
cfg = await get_writepath_config(user_id)
|
||
empty = {"context": "", "note_ids": [], "sync_note_ids": [], "config": cfg,
|
||
"suggested": [], "divergence": [], "derive": [], "derive_keys": [],
|
||
"rule_ids": [], "ruling_system_ids": []}
|
||
path = (path or "").strip()
|
||
if not cfg["enabled"] or not path:
|
||
return empty
|
||
|
||
top_k = cfg["top_k"]
|
||
excluded = set(exclude_ids or [])
|
||
sync_excluded = set(exclude_sync_ids or [])
|
||
scope_project = project_id or None
|
||
|
||
# --- the sync class, and arm 1 by place ---
|
||
# `path` matches exact-or-under (see knowledge.py), and nothing sits under
|
||
# a FILE path — so the file query returns precisely the snippets recorded
|
||
# AT this path: the sync class. The directory query is the reuse-shaped
|
||
# "nearby" arm, unchanged.
|
||
here: list[dict] = []
|
||
nearby: list[dict] = []
|
||
try:
|
||
here, _ = await snippets_svc.list_snippets(
|
||
user_id, path=path, limit=top_k, project_id=scope_project,
|
||
)
|
||
directory = path.rsplit("/", 1)[0] if "/" in path else ""
|
||
if directory and len(here) < top_k:
|
||
nearby, _ = await snippets_svc.list_snippets(
|
||
user_id, path=directory, limit=top_k, project_id=scope_project,
|
||
)
|
||
except Exception:
|
||
logger.warning("Write-path location lookup failed", exc_info=True)
|
||
|
||
# Sync hits dedup ONLY against their own channel — reuse-`excluded` ids
|
||
# stay eligible here, which is the whole point of the split. Either way
|
||
# they join `seen`, so the reuse arms (where the directory query would
|
||
# surface them again) never re-list a record the sync block owns.
|
||
#
|
||
# `seen` IS THIS CALL'S OWN MENU, and nothing else (#4101). It used to start
|
||
# from `excluded` — the session ledger — which folded two different claims
|
||
# into one variable: "already listed a few lines above" and "shown at some
|
||
# earlier point in the session". Only the first is a reason to stay quiet.
|
||
# The ledger is now a marker instead, on both reuse arms.
|
||
seen: set[int] = set()
|
||
synced: list[dict] = []
|
||
for item in here:
|
||
nid = int(item["id"])
|
||
seen.add(nid)
|
||
if nid not in sync_excluded and len(synced) < top_k:
|
||
synced.append(item)
|
||
|
||
placed: list[tuple[str, dict]] = []
|
||
for item in nearby:
|
||
nid = int(item["id"])
|
||
if nid in seen:
|
||
continue
|
||
seen.add(nid)
|
||
# MARKED HERE TOO, not just on the semantic arm, because these are one
|
||
# menu. A hint where some repeats carry `seen` and others are silently
|
||
# dropped — decided by which arm happened to find them — is worse than
|
||
# either rule applied consistently: the marker would read as a complete
|
||
# account of what the session has met before, and it would not be one.
|
||
item["seen"] = nid in excluded
|
||
placed.append(("nearby · seen" if nid in excluded else "nearby", item))
|
||
|
||
# The stamping feed's "actually pulled it" half (#2791). Read once, before
|
||
# the semantic arm, because the arm's query doubles as the resemblance
|
||
# test: a pulled snippet this session already saw (so it sits in `seen`)
|
||
# must still be SCORED for this payload — it just isn't re-listed.
|
||
pulled: dict = {}
|
||
if stamp_shapes:
|
||
pulled = await shape_ledger_svc.recent_pulls(user_id)
|
||
resembles: dict[int, float] = {}
|
||
|
||
# --- arm 2: by meaning ---
|
||
scored: list[tuple[str, dict]] = []
|
||
remaining = top_k - len(synced) - len(placed)
|
||
query = (code or "").strip()
|
||
# Drop payloads too small to carry meaning before spending an embedding on
|
||
# them — a one-line Edit is not a helper being rewritten, and its embedding
|
||
# scores off the corpus floor rather than off any real resemblance (#2223).
|
||
# Whitespace doesn't count: code is indentation-heavy, so raw length would
|
||
# let a deeply-nested one-liner through on padding alone.
|
||
if len("".join(query.split())) < WRITEPATH_MIN_CODE_CHARS:
|
||
query = ""
|
||
# ORDER MATTERS: the floor above judges the RAW payload, this rewrites it.
|
||
# Snippet documents are prose-forward, so a concept query out-scores the code
|
||
# itself by a wide margin (#2242). The rewritten query is allowed to be
|
||
# short — "slugify(t) — turn text into a url slug" is a fine query at 38
|
||
# chars, and it only exists because the raw payload already cleared the
|
||
# floor. Applying the floor after this would throw away the best queries.
|
||
if query:
|
||
query = concept_query(query) or query
|
||
# Declared out here because the search below is conditional — this arm runs
|
||
# only when the menu has room AND a query survived the floor. The render
|
||
# loop is not conditional, so it needs something to read either way, and an
|
||
# empty mapping means every line falls back to its title alone.
|
||
wp_chunks: dict[int, dict] = {}
|
||
if remaining > 0 and query:
|
||
# The ranked half is `retrieval_pipeline.run_note_arm` with the
|
||
# WRITE_PATH spec (milestone 456): which kinds it asks for and why,
|
||
# the withheld-menu accounting (#3739), the fresh/repeat split, the
|
||
# call row and the surfacing rows are written there. What is decided
|
||
# HERE is the menu above it — what place and sync already listed is
|
||
# withheld, and a PULLED snippet among those is still scored, because
|
||
# its resemblance to this payload is the stamping feed's evidence.
|
||
result = await rp.run_note_arm(
|
||
rp.WRITE_PATH,
|
||
rp.NoteMoment(
|
||
user_id=user_id, query=query, project_id=project_id,
|
||
seen=frozenset(excluded), in_menu=frozenset(seen),
|
||
still_scored=frozenset(pulled),
|
||
),
|
||
floor=cfg["threshold"], budget=remaining, io=_note_io(),
|
||
)
|
||
wp_chunks = result.chunks
|
||
resembles = {
|
||
int(note.id): float(score) for score, note in result.answered
|
||
if int(note.id) in pulled
|
||
}
|
||
for score, note in result.menu:
|
||
# Name the kind unless it's a snippet — the menu's default and
|
||
# the header's default reading. An issue or a dev-log offered
|
||
# here is a different KIND of claim ("this was already tried")
|
||
# and an unlabelled line would be read as "here is code to
|
||
# reuse", which is the opposite of what it says.
|
||
kind = _record_kind(note)
|
||
marker = (
|
||
f"similar {score:.2f}" if kind == "snippet"
|
||
else f"similar {score:.2f} · {kind}"
|
||
)
|
||
# The repeat marker rides the same dotted list as the kind, so a
|
||
# reference costs four characters and needs no second line
|
||
# (#4101). Same word as the auto-inject menu deliberately: a
|
||
# reader meeting `seen` on two different surfaces should not
|
||
# have to work out whether they mean the same thing.
|
||
if int(note.id) in excluded:
|
||
marker += " · seen"
|
||
scored.append((
|
||
marker,
|
||
{
|
||
"id": int(note.id), "title": note.title, "user_id": note.user_id,
|
||
# The name the line shows, and whether this session has
|
||
# it already — carried as data for the reason `kind` is
|
||
# (#4364): the line is built from facts, not from
|
||
# re-reading its own marker.
|
||
"name": _menu_name(note.title, note.note_type, note.data, note.body),
|
||
# What its chunks are prefixed with, for stripping.
|
||
"doc_title": document_title(
|
||
note.title, note.note_type, note.data, note.body,
|
||
),
|
||
"seen": int(note.id) in excluded,
|
||
# Carried, not re-read off the rendered marker. The
|
||
# marker is prose assembled for a human and it already
|
||
# varies by kind, language and the `seen` flag — a
|
||
# header that decided what to say by matching substrings
|
||
# in it would break the next time a marker is reworded,
|
||
# silently and in the direction of saying nothing.
|
||
"kind": kind,
|
||
# Carried so the line can disclose a cross-language hit
|
||
# (#2244). The semantic arm is where these actually arise —
|
||
# a snippet recorded at the path you're editing is almost
|
||
# never in another language, but a concept match easily is.
|
||
"language": (note.data or {}).get("language") if note.data else None,
|
||
},
|
||
))
|
||
|
||
menu = (placed + scored)[:max(0, top_k - len(synced))]
|
||
|
||
# The suggestion runs whether or not anything is rendered — after dedup,
|
||
# the common case is a silent hint and a pulled canon being instantiated.
|
||
suggested: list[dict] = []
|
||
if stamp_shapes and pulled:
|
||
try:
|
||
suggested = await shape_ledger_svc.suggest_write_path_instances(
|
||
user_id, project_id, path=path, shapes=stamp_shapes,
|
||
code=code or "", pulled=pulled, resembles=resembles,
|
||
repo_key=repo_key,
|
||
)
|
||
except Exception:
|
||
logger.warning("Write-path ledger suggestion failed", exc_info=True)
|
||
# The in-band button-B check (#2793): the hook named the shapes being
|
||
# written; if this directory+kind is canon-dense and a named shape isn't
|
||
# (about to be) an instance of that canon, say so NOW — at the write,
|
||
# not at the next audit.
|
||
divergence: list[dict] = []
|
||
if stamp_shapes and project_id:
|
||
try:
|
||
divergence = await shape_ledger_svc.write_time_divergence(
|
||
project_id, path, stamp_shapes, suggested, code or "",
|
||
)
|
||
except Exception:
|
||
logger.warning("write-time divergence check failed", exc_info=True)
|
||
# The in-band DERIVE check (#2900): the ledger's own knowledge of the
|
||
# names being written — a duplicate family with no canon, or a canon
|
||
# recorded elsewhere. This is the arm the by-name local grep could not
|
||
# be: it knows whether the other copies are canon or stray. Keyed per
|
||
# session (`exclude_derive`) so a family is named once, not per edit.
|
||
derive: list[dict] = []
|
||
if stamp_shapes and project_id:
|
||
try:
|
||
found = await shape_ledger_svc.write_time_derive(project_id, path, stamp_shapes)
|
||
skip = set(exclude_derive or [])
|
||
derive = [d for d in found if d.get("key") not in skip]
|
||
except Exception:
|
||
logger.warning("write-time derive check failed", exc_info=True)
|
||
staleness: list[str] = []
|
||
# ── Have the rules moved under this session? (milestone 323) ───────
|
||
#
|
||
# THE RULES-ETAG STALENESS ARM IS GONE (milestone 394).
|
||
#
|
||
# It took a marker the session had been given at SessionStart, compared it
|
||
# against the resident set as it stood now, and said which rules had moved
|
||
# or fallen out of force. That was worth doing while a session held a
|
||
# fixed set of rules from turn zero and could be holding a stale copy of
|
||
# it hours later.
|
||
#
|
||
# Nothing is resident now. A rule is retrieved at the moment it applies,
|
||
# so a session cannot be holding an out-of-date one — the next act that
|
||
# needs it fetches it again. The staleness this arm reported was an
|
||
# artifact of the delivery model rather than a fact about the corpus, and
|
||
# it goes with the model.
|
||
#
|
||
# `staleness` survives as the list the arms below still append to.
|
||
|
||
|
||
# The guard sits BELOW the staleness arm on purpose. A rules change is
|
||
# unconditional news — it does not become less true because this
|
||
# particular write happened to match no prior art — and this arm is one
|
||
# indexed query, only when the session actually sent a marker.
|
||
#
|
||
# The standing-rule arm further down is deliberately left on the far side
|
||
# of this guard: that one runs a SEMANTIC search, and moving it here would
|
||
# run an embedding query on every write in the session. Its gating is a
|
||
# separate question from this one (see the note on #3244).
|
||
# The design arm (#4256) is decided HERE, above the guard, so a UI write
|
||
# that matched no prior art still carries it — and it returns on its own
|
||
# rather than joining the guard's condition, because joining it would let
|
||
# a design line switch the standing-rule arm below on for writes where it
|
||
# has never run, moving that arm's call distribution under its floor.
|
||
design_text, design_dedup = await _design_arm(
|
||
user_id, project_id, path, set(exclude_derive or []),
|
||
)
|
||
# The rulings arm (milestone 444), decided here for the design arm's
|
||
# reasons: a lookup by path, so a write that matched no prior art still
|
||
# carries its area's rulings, and it never switches the ranked arms on.
|
||
rulings = await system_rulings_svc.rulings_for_paths(
|
||
user_id, project_id, [path], seen=seen_ruling_systems,
|
||
source="rulings_write_path",
|
||
)
|
||
if not staleness and not synced and not menu and not suggested and not divergence and not derive:
|
||
if design_text or rulings["lines"]:
|
||
return {
|
||
**empty,
|
||
"context": "\n".join(rulings["lines"] + ([design_text] if design_text else [])),
|
||
"derive_keys": [design_dedup] if design_dedup else [],
|
||
"ruling_system_ids": rulings["system_ids"],
|
||
}
|
||
return empty
|
||
|
||
owners = await owner_names_for({
|
||
int(it["user_id"]) for it in synced + [it for _m, it in menu]
|
||
if it.get("user_id") is not None and int(it["user_id"]) != user_id
|
||
})
|
||
|
||
def _owner_of(item: dict) -> str | None:
|
||
owner_id = item.get("user_id")
|
||
if owner_id is None or int(owner_id) == user_id:
|
||
return None
|
||
return owners.get(int(owner_id)) or "another user"
|
||
|
||
target_lang = _language_for_path(path)
|
||
rendered: list[tuple[dict, str, str | None, str]] = []
|
||
for marker, item in menu:
|
||
rendered.append((item, marker, _owner_of(item), _foreign_language(item, target_lang)))
|
||
|
||
# Seeded with the staleness line, which is decided above the early
|
||
# return and so cannot wait for this list to exist.
|
||
lines: list[str] = list(staleness)
|
||
# First after staleness: rulings and the design system BIND, where
|
||
# everything below is prior art.
|
||
lines.extend(rulings["lines"])
|
||
if design_text:
|
||
lines.append(design_text)
|
||
sync_note_ids: list[int] = []
|
||
if synced:
|
||
# The sync framing (#2708). Deliberately imperative about the record —
|
||
# the reuse claim ("start from this shape") is still implied by the
|
||
# title being right there, but the load-bearing sentence is the one no
|
||
# other surface says: keeping the record true is part of THIS edit.
|
||
lines.append(
|
||
f"> Recorded in Scribe AT `{path}` — the snippet(s) below record "
|
||
"the file this edit is changing. Reuse/extend the recorded shape "
|
||
"rather than writing a parallel one; and if this edit changes what "
|
||
"a record captures, updating it is part of the edit: "
|
||
"`update_snippet(id, code=…)` with the new shape, or "
|
||
"`verify_snippet(id, status=\"ok\", commit_sha=…)` after confirming "
|
||
"it still holds. Open with `get_snippet(id)` (shown once per session):"
|
||
)
|
||
for item in synced:
|
||
sync_note_ids.append(int(item["id"]))
|
||
lines.append(_prior_art_line(item, "records this file", _owner_of(item)))
|
||
|
||
if menu:
|
||
lines.append(
|
||
f"> Prior art already recorded in Scribe for `{path}` — open one with "
|
||
"`get_snippet(id)` for a snippet, `get_task(id)` for an issue, "
|
||
"`get_lesson(id)` for a lesson, `get_note(id)` otherwise. Reuse a "
|
||
"snippet rather than writing a fresh one-off; read an issue before "
|
||
"repeating what it records "
|
||
"(each line is a record's name and kind, with the passage that "
|
||
"matched; a line marked `seen` is a pointer to one already shown "
|
||
"this session, so it is in your context):"
|
||
)
|
||
# The same clause the prompt menu carries, on the same condition and for
|
||
# the same reason: this menu's three other kinds are all things that WERE
|
||
# done here, and a lesson is the one line that is advice. Said once, only
|
||
# when one is on the menu.
|
||
if any(i.get("kind") == LESSON_NOTE_TYPE for i, _m, _o, _l in rendered):
|
||
lines.append(
|
||
"> A line marked `lesson` is something an earlier session learned "
|
||
"the hard way, kept because it should transfer. Weigh it against "
|
||
"the code you are about to write and use your judgement — a lesson "
|
||
"is not a rule and binds nothing."
|
||
)
|
||
# Say what a language tag MEANS, and only when one is actually on the menu.
|
||
# Without this the reader has to infer why "· python" is attached to a hit on
|
||
# a .ts file, and the two ways of guessing wrong are both bad: dismiss it as
|
||
# irrelevant, or paste Python into TypeScript. Retrieval matches on concept,
|
||
# so these are genuinely useful — as the SHAPE of a solution, not as code.
|
||
if any(lang for _i, _m, _o, lang in rendered):
|
||
lines.append(
|
||
"> A tagged language means that snippet is in a DIFFERENT language "
|
||
"than this file — it matched on what it does, so treat it as the "
|
||
"shape of a solution to adapt, not code to copy."
|
||
)
|
||
|
||
note_ids: list[int] = list(sync_note_ids)
|
||
for item, marker, owner, foreign_lang in rendered:
|
||
note_ids.append(int(item["id"]))
|
||
lines.append(_prior_art_line(item, marker, owner, foreign_lang))
|
||
# Only the semantically-matched lines carry a passage. The records-this-
|
||
# file lines came from a LOCATION lookup — nothing was matched, so there
|
||
# is no matching passage and the body's opening would be a fabricated
|
||
# reason. Absence here is meaningful: a line with no passage under it is
|
||
# one that earned its place by where it lives, not by what it says.
|
||
# WHOLE, and only on first sight (#4364): a `seen` line is a pointer to
|
||
# a record already in context, and its passage is already there too.
|
||
if item.get("seen"):
|
||
continue
|
||
passage = _menu_passage(
|
||
item.get("doc_title") or item.get("title"),
|
||
(wp_chunks.get(int(item["id"])) or {}).get("text"),
|
||
item.get("name") or "",
|
||
)
|
||
if passage:
|
||
lines.append(f"> ↳ {passage}")
|
||
|
||
if suggested:
|
||
lines.append(_suggest_line(path, suggested))
|
||
if divergence:
|
||
lines.append(_divergence_line(path, divergence))
|
||
if derive:
|
||
lines.append(_derive_line(path, derive))
|
||
|
||
# Split by arm, which is the whole reason this table exists. The place arm
|
||
# carries no score and so has no home in retrieval_logs; before #2085 a
|
||
# snippet surfaced BY PLACE left no trace anywhere, making the arm that
|
||
# fires on the strongest possible claim ("there is already a canonical
|
||
# helper in this exact file") the one arm nobody could measure. The sync
|
||
# class gets its own tag: its pull-through rate is the number that says
|
||
# whether edit-time record-sync actually happens (#2708's success measure).
|
||
by_arm: dict[str, list[int]] = {}
|
||
if sync_note_ids:
|
||
by_arm["write_path_sync"] = list(sync_note_ids)
|
||
for marker, item in menu:
|
||
# A rendered repeat is not a new surfacing (#4101) — same cut the log
|
||
# row takes, so this table and `retrieval_logs` keep agreeing about the
|
||
# same call (#3668). The semantic arm's rows (`write_path_semantic`)
|
||
# were written by the pipeline beside its call row, so only the
|
||
# lookups are booked here.
|
||
if int(item["id"]) in excluded or not marker.startswith("nearby"):
|
||
continue
|
||
by_arm.setdefault("write_path_place", []).append(int(item["id"]))
|
||
for arm, ids in by_arm.items():
|
||
record_surfaced(
|
||
user_id=user_id, note_ids=ids, source=arm, project_id=project_id,
|
||
)
|
||
|
||
# ── Standing rules that may apply here (milestone 307) ──────────────
|
||
#
|
||
# A SUGGESTION, not a binding surface, and the distinction is the design
|
||
# (D7): a rule BINDS by being tagged to an area the project works in,
|
||
# resolved deterministically at enter_project. This arm reaches for
|
||
# something weaker and still useful — a conditional rule whose trigger
|
||
# resembles what is being written, noticed at the moment it is relevant
|
||
# rather than by being resident in every session.
|
||
#
|
||
# EVERY TIER, since #3702 — see the note at RULEHINT_LIMIT. This comment
|
||
# used to read "CONDITIONAL ONLY: an always-on rule is already in the
|
||
# session, so repeating it here would be noise". That conflated being
|
||
# PRESENT in context with being SALIENT at the moment the action is taken,
|
||
# and it is the same conflation #3750 corrects one layer up: a rule the
|
||
# session was told about an hour ago is not a rule in front of the reader
|
||
# now.
|
||
#
|
||
# The arm itself is `retrieval_pipeline.run_rule_arm` (milestone 456): the
|
||
# band, the fresh/repeat split, the unconditional call row (#3497) and the
|
||
# fresh-only surfacing rows (#3752) are written there once for all three
|
||
# rule arms. What is decided HERE is only what makes this moment this
|
||
# moment — the query is the code being written (or the path, for an edit
|
||
# with no body), and a line says the rule may apply "here".
|
||
#
|
||
# Fails open like every other arm: a rule hint must never break a write.
|
||
# The direct band, then a rule reached through a linked lesson (#4633),
|
||
# composed by `_rule_moment` exactly as the other two rule builders are.
|
||
rule_ids: list[int] = []
|
||
shown_rule_ids: list[int] = []
|
||
checkpoint: dict = {}
|
||
try:
|
||
result = await _rule_moment(
|
||
rp.WRITE_PATH_RULE,
|
||
rp.RuleMoment(
|
||
user_id=user_id, query=code or path, project_id=project_id,
|
||
where="here", checkpoint_where="here",
|
||
exclude=frozenset(exclude_rule_ids or []),
|
||
held=frozenset(held_rule_ids or []),
|
||
),
|
||
floor=cfg["rule_threshold"], budget=cfg["rule_top_k"],
|
||
checkpoint_floor=cfg["checkpoint_threshold"],
|
||
)
|
||
lines.extend(result.lines)
|
||
rule_ids.extend(result.rule_ids)
|
||
# Every rule line the band showed, repeats included — what the
|
||
# soft-link recorder pairs with this response's lessons (#4637).
|
||
shown_rule_ids = result.shown_rule_ids
|
||
checkpoint = result.checkpoint
|
||
except Exception:
|
||
logger.debug("write-path rule arm failed", exc_info=True)
|
||
|
||
# A lesson and a rule on this one response (#4637): the soft-link
|
||
# recorder counts the pair, keyed on the FILE — every edit to one file is
|
||
# one situation — and asks about it once the evidence holds. Fails open.
|
||
shown_lessons = [
|
||
int(item["id"]) for _m, item in menu if item.get("kind") == LESSON_NOTE_TYPE
|
||
]
|
||
proposal = await lesson_rules_svc.co_surfaced(
|
||
user_id, shown_lessons, shown_rule_ids, arm="w", situation=path,
|
||
project_id=project_id or None,
|
||
)
|
||
if proposal:
|
||
lines.append(proposal)
|
||
|
||
return {
|
||
"context": "\n".join(lines),
|
||
"note_ids": note_ids,
|
||
"sync_note_ids": sync_note_ids,
|
||
"config": cfg,
|
||
"suggested": suggested,
|
||
"divergence": divergence,
|
||
"derive": derive,
|
||
"derive_keys": [d["key"] for d in derive] + (
|
||
[design_dedup] if design_dedup else []
|
||
),
|
||
"rule_ids": rule_ids,
|
||
"checkpoint": checkpoint,
|
||
"ruling_system_ids": rulings["system_ids"],
|
||
}
|
||
|
||
|
||
async def build_tool_rule_hint(
|
||
user_id: int,
|
||
tool_name: str,
|
||
command: str,
|
||
*,
|
||
project_id: int = 0,
|
||
exclude_rule_ids: list[int] | None = None,
|
||
held_rule_ids: list[int] | None = None,
|
||
root: str = "",
|
||
cwd: str = "",
|
||
seen_ruling_systems: list[int] | None = None,
|
||
) -> dict:
|
||
"""Standing rules that may apply to the ACTION about to be taken (#3476) —
|
||
matched directly, then reached through a linked lesson (`_rule_moment`) —
|
||
and the rulings of any area whose files the command names (milestone 444).
|
||
|
||
The sibling of the write-path rule arm, and the surface that was missing.
|
||
That arm is keyed on `code or path`, so a rule can only be retrieved at the
|
||
moment of a code WRITE. Every rule about which tool to reach for — don't
|
||
curl the forge, don't stand up a stack, don't run the suite locally, don't
|
||
branch — was therefore unreachable at the moment it mattered, and residency
|
||
in the always-on preload was the only surface it had.
|
||
|
||
WHY A MECHANICAL TRIGGER AND NOT AN INSTRUCTION. Note #3089's finding is
|
||
that a reflex generates no query: you reach for `curl` confidently, with no
|
||
moment of doubt, so any surface that waits to be asked never fires. Here
|
||
nothing has to be asked — the tool call IS the query, and the reflex has to
|
||
become a tool call before it can do anything.
|
||
|
||
Deliberately TOOL-AGNOSTIC: takes a name and a string. The hook decides
|
||
which tools it watches, so widening the matcher is a `hooks.json` edit with
|
||
no change here.
|
||
|
||
EVERY TIER, since #3702 — present in context and salient at the moment are
|
||
different properties, and only the second is what this arm is for.
|
||
|
||
`root` and `cwd` are the repo's absolute root and the command's working
|
||
directory, from the hook; they are what turn the paths a command names
|
||
into the repo-relative paths a System's patterns are written in.
|
||
|
||
Fails open and returns an empty context on any error: a recall aid may
|
||
never break the operator's action.
|
||
"""
|
||
# `checkpoint` is present on EVERY return, including the early ones. The
|
||
# two arms feed one shell reader, and a key that exists on some responses
|
||
# and not others is read there as an empty variable either way — so the
|
||
# difference is invisible at the point it would bite and only shows up in
|
||
# a test that asserts the contract. Same reason `warnings` is always a
|
||
# list in the telemetry readout: an absent key and an empty one must not
|
||
# be two ways of saying nothing.
|
||
out: dict = {"context": "", "rule_ids": [], "checkpoint": {}}
|
||
command = (command or "").strip()
|
||
if not command:
|
||
return out
|
||
|
||
try:
|
||
cfg = await get_writepath_config(user_id)
|
||
if not cfg.get("enabled"):
|
||
return out
|
||
# The command text is the query. A long heredoc or a pasted script
|
||
# would otherwise push the meaningful head of the command out of the
|
||
# embedding window, so it is bounded — the verb and its target sit at
|
||
# the front, which is the part a rule is about.
|
||
result = await _rule_moment(
|
||
rp.PRE_TOOL_RULE,
|
||
rp.RuleMoment(
|
||
user_id=user_id, query=command[:_TOOL_QUERY_CHARS],
|
||
project_id=project_id,
|
||
where=f"to this {tool_name} call",
|
||
checkpoint_where=f"this {tool_name} call",
|
||
exclude=frozenset(exclude_rule_ids or []),
|
||
held=frozenset(held_rule_ids or []),
|
||
),
|
||
floor=cfg["tool_rule_threshold"], budget=cfg["tool_rule_top_k"],
|
||
checkpoint_floor=cfg["checkpoint_threshold"],
|
||
)
|
||
if result.lines:
|
||
out["context"] = "\n".join(result.lines)
|
||
out["rule_ids"] = result.rule_ids
|
||
out["checkpoint"] = result.checkpoint
|
||
except Exception:
|
||
logger.debug("pre-tool rule arm failed", exc_info=True)
|
||
|
||
# Its own arm, not part of the rule search: a lookup by path, with no
|
||
# floor and no budget, so it adds to the rule lines rather than competing
|
||
# with them. First, because a ruling is the operator's own decision.
|
||
# `ruling_system_ids` is set only when a ruling was shown: this arm fires
|
||
# on every command, and the hook reads an absent list as an empty one.
|
||
try:
|
||
paths = system_rulings_svc.command_paths(command, root=root, cwd=cwd) if project_id else []
|
||
if paths and (await get_writepath_config(user_id)).get("enabled"):
|
||
rulings = await system_rulings_svc.rulings_for_paths(
|
||
user_id, project_id, paths,
|
||
seen=seen_ruling_systems, source="rulings_pre_tool",
|
||
)
|
||
if rulings["lines"]:
|
||
out["context"] = "\n".join(
|
||
rulings["lines"] + ([out["context"]] if out.get("context") else [])
|
||
)
|
||
out["ruling_system_ids"] = rulings["system_ids"]
|
||
except Exception:
|
||
logger.debug("pre-tool rulings arm failed", exc_info=True)
|
||
return out
|
||
|
||
|
||
# --- the design-guidance arm (#4256) ----------------------------------------
|
||
# A design system BINDS like a rule, and until this it had one channel: the
|
||
# session-start block, which names it and the call that reads its prose. That
|
||
# is complete for a session that knows to ask and silent for one that is
|
||
# writing a component — the same gap every unasked arm exists to close.
|
||
#
|
||
# A TRIGGER, NOT A SEARCH. A project has exactly one design system
|
||
# (projects.design_system_id is a single FK), so there is nothing to rank and
|
||
# no vector to compute: the question "does this guidance apply here" is
|
||
# answered by the file being UI. Deterministic and cheap, and it takes no
|
||
# slot from the ranked menu — the band, floor and budget the other arms were
|
||
# tuned against are untouched by construction, which is why this adds no
|
||
# retrieval_logs row: there is no score distribution for it to join.
|
||
#
|
||
# AN INDEX, NOT THE PROSE. Resolved guidance runs to thousands of characters
|
||
# (a house style is long by nature), which would take most of the hook's
|
||
# additionalContext cap on its own. So the line names the SECTIONS of each
|
||
# inherited layer — the headings are self-describing ("Where the accent must
|
||
# NOT appear", "Voice and tone") the way rule titles are — and inlines only a
|
||
# layer short enough to be a line: in practice the leaf, since a child system
|
||
# holds just its departure from the house style. Choosing a paragraph by
|
||
# meaning would need the guidance embedded per section; that is justified
|
||
# only if this index turns out not to be read.
|
||
#
|
||
# ONCE PER SESSION PER SYSTEM, on the hook's token-keyed channel
|
||
# (`exclude_derive`, keyed `design:<id>`). That channel already dedups opaque
|
||
# keys on its own file, so the arm needs no new plugin state.
|
||
_DESIGN_UI_EXTENSIONS = frozenset({
|
||
".vue", ".svelte", ".css", ".scss", ".sass", ".less",
|
||
".tsx", ".jsx", ".html",
|
||
})
|
||
# A guidance layer this short is shown whole; anything longer is indexed.
|
||
_DESIGN_INLINE_CHARS = 500
|
||
_DESIGN_HEADING = re.compile(r"^##\s+(.+?)\s*$", re.M)
|
||
|
||
|
||
def design_key(design_system_id: int) -> str:
|
||
"""The dedup token for the design arm on the hook's keyed channel."""
|
||
return f"design:{int(design_system_id)}"
|
||
|
||
|
||
def is_ui_path(path: str) -> bool:
|
||
"""Whether writing `path` is writing UI — the design arm's trigger."""
|
||
name = (path or "").rsplit("/", 1)[-1].lower()
|
||
return any(name.endswith(ext) for ext in _DESIGN_UI_EXTENSIONS)
|
||
|
||
|
||
def _design_line(path: str, design: dict) -> str:
|
||
"""Name the design system that binds this file, and what its prose covers."""
|
||
ds_id = design["id"]
|
||
layers: list[str] = []
|
||
for layer in design.get("guidance") or []:
|
||
text = (layer.get("guidance") or "").strip()
|
||
if not text:
|
||
continue
|
||
flat = " ".join(text.split())
|
||
headings = _DESIGN_HEADING.findall(text)
|
||
if len(flat) <= _DESIGN_INLINE_CHARS:
|
||
layers.append(f"{layer['title']}: \"{flat}\"")
|
||
elif headings:
|
||
layers.append(f"{layer['title']} covers " + " · ".join(headings))
|
||
else:
|
||
short, _cut = elide(flat, _DESIGN_INLINE_CHARS)
|
||
layers.append(f"{layer['title']}: \"{short}\"")
|
||
inherits = (
|
||
" (inherits " + " › ".join(design["inherits_from"]) + ")"
|
||
if design.get("inherits_from") else ""
|
||
)
|
||
out = (
|
||
f"> Design system binds `{path}`: {design['title']} (id {ds_id}){inherits}. "
|
||
f"Read `get_design_system({ds_id})` → `resolved_guidance` before writing "
|
||
f"UI here, and take values from `resolve_design_system({ds_id})` rather "
|
||
f"than hand-writing them."
|
||
)
|
||
if layers:
|
||
out += " " + "; ".join(layers) + "."
|
||
return out + " (Shown once per session.)"
|
||
|
||
|
||
async def _design_arm(
|
||
user_id: int, project_id: int, path: str, skip: set[str],
|
||
) -> tuple[str, str]:
|
||
"""(line, dedup key) for a UI write in a project with a design system,
|
||
or ("", "") — never raises: a design hint must never break a write."""
|
||
if not project_id or not is_ui_path(path):
|
||
return "", ""
|
||
try:
|
||
project = await projects_svc.get_project(user_id, project_id)
|
||
ds_id = getattr(project, "design_system_id", None) if project else None
|
||
if not ds_id or design_key(ds_id) in skip:
|
||
return "", ""
|
||
design = await design_systems_svc.design_context(user_id, ds_id)
|
||
if not design:
|
||
return "", ""
|
||
return _design_line(path, design), design_key(ds_id)
|
||
except Exception:
|
||
logger.debug("write-path design arm failed", exc_info=True)
|
||
return "", ""
|
||
|
||
|
||
def _derive_line(path: str, derive: list[dict]) -> str:
|
||
"""The ledger's word on the names being written (#2900): a duplicate
|
||
family to derive, or a canon to reuse — said at the write."""
|
||
parts = []
|
||
for d in derive:
|
||
if d.get("canon"):
|
||
c = d["canon"]
|
||
parts.append(
|
||
f"`{c['label']}` is canon — snippet #{c['snippet_id']} at `{c['path']}`; "
|
||
"pull it and reuse, don't redefine"
|
||
)
|
||
continue
|
||
f = d["family"]
|
||
files = ", ".join(f"`{x}`" for x in f.get("files") or [])
|
||
more = f.get("file_count", 0) - len(f.get("files") or [])
|
||
if more > 0:
|
||
files += f" +{more} more"
|
||
n = f.get("file_count", 0)
|
||
if f.get("identical"):
|
||
what = f"is a duplicate family with no canon — identical body in {n} other file(s)"
|
||
else:
|
||
# A name family: the same definition name living in several
|
||
# files. CSS is only ever grouped this way (note 2917) — a class
|
||
# is a recipe, and the recipe is what gets derived or dismissed.
|
||
what = f"is a repeated name with no canon — defined in {n} other file(s)"
|
||
# What renders a css family (milestone 302): the consumer count is
|
||
# the datum that separates a shared recipe from a scoped convention.
|
||
cons = f.get("consumers")
|
||
if cons is not None:
|
||
n_t = cons.get("count", 0)
|
||
used = f"; used by {n_t} template{'s' if n_t != 1 else ''}"
|
||
if cons.get("paths"):
|
||
used += ": " + ", ".join(f"`{x}`" for x in cons["paths"])
|
||
extra = n_t - len(cons["paths"])
|
||
if extra > 0:
|
||
used += f" +{extra} more"
|
||
files += used
|
||
# The dismissal reason the family most likely earns: a class name
|
||
# reused for different purposes is scoped styling; a code name reused
|
||
# across modules is convention plumbing.
|
||
dismiss = "scoped-css" if d.get("kind") == "css" else "convention-plumbing"
|
||
parts.append(
|
||
f"`{f['label']}` {what}: {files}; derive it now: "
|
||
"record the canon (create_snippet) and make the copies instances "
|
||
"(classify_shapes) — or, if these are convention not copies, "
|
||
f"`classify_shapes(..., status=\"exempt\", reason_code=\"{dismiss}\")` "
|
||
"dismisses the family — rather than adding another copy"
|
||
)
|
||
return f"> Shape ledger at `{path}`: " + "; ".join(parts) + "."
|
||
|
||
|
||
def _divergence_line(path: str, divergence: list[dict]) -> str:
|
||
"""Button B where button A is canon — named at the write (#2793)."""
|
||
parts = [
|
||
f"`{('.' if d['kind'] == 'css' else '') + d['symbol']}` → #{d['canon_snippet_id']} "
|
||
f"({d['instances']} of {d['judged']} judged siblings are its instances)"
|
||
for d in divergence
|
||
]
|
||
return (
|
||
f"> Divergence check at `{path}`: a canon dominates this directory — "
|
||
f"{'; '.join(parts)}. If this is a new instance, pull that snippet "
|
||
"and build from it; if it is a deliberate departure, "
|
||
"`classify_shapes(..., status=\"variant\", reason=…)` records the why; "
|
||
"otherwise it reads as unintended divergence."
|
||
)
|
||
|
||
|
||
def _suggest_line(path: str, suggested: list[dict]) -> str:
|
||
"""One line naming the recorded shape this code looks like, as evidence
|
||
for the judgment the agent gives at the end of the turn (milestone 439)
|
||
— not a record of one already made."""
|
||
by_snippet: dict[int, list[str]] = {}
|
||
for row in suggested:
|
||
label = f".{row['symbol']}" if row["kind"] == "css" else row["symbol"]
|
||
by_snippet.setdefault(int(row["snippet_id"]), []).append(f"`{label}`")
|
||
parts = [
|
||
f"{', '.join(names)} → looks like #{sid}"
|
||
for sid, names in by_snippet.items()
|
||
]
|
||
return (
|
||
f"> Shape accounting: at `{path}` — {'; '.join(parts)} "
|
||
"(you pulled that snippet this session and this code names or resembles "
|
||
"it). When you judge this turn's shapes, say whether it is: `instance` "
|
||
"of it, `variant` with the why, or something else."
|
||
)
|
||
|
||
|
||
|
||
|
||
def _goal_line(goal: str, project_id: int) -> str:
|
||
"""The Goal line, trimmed at a word break with a visible cut.
|
||
|
||
A raw slice ended mid-word with nothing to say more existed, so a reader
|
||
took half a sentence for the whole goal (#4036).
|
||
"""
|
||
if not goal:
|
||
return ""
|
||
flat = " ".join(goal.split())
|
||
if len(flat) <= _GOAL_CHARS:
|
||
return f"Goal: {flat}"
|
||
short = textwrap.shorten(flat, width=_GOAL_CHARS, placeholder="…")
|
||
if short == "…": # one unbroken word longer than the cap
|
||
short = flat[: _GOAL_CHARS - 1] + "…"
|
||
return f"Goal: {short} (full goal: `enter_project({project_id})`)"
|
||
|
||
|
||
async def build_session_context(
|
||
user_id: int, project_id: int = 0, unbound_repo: str = "",
|
||
source: str = "", session_id: str = "",
|
||
) -> dict:
|
||
"""Render the SessionStart context for a user, optionally project-scoped.
|
||
|
||
Args:
|
||
user_id: the operator.
|
||
project_id: the resolved active project (0 = none). The endpoint
|
||
resolves this from the working repo's remote, or from a `.scribe`
|
||
marker file naming the project directly — the only key a session
|
||
outside a git repo has (#4085). A non-zero id that does not
|
||
resolve is reported rather than silently dropped.
|
||
unbound_repo: when the hook sent a repo remote that maps to no project,
|
||
its normalized key — triggers a one-line "bind this repo" hint so
|
||
the binding is self-healing.
|
||
source / session_id: the host's SessionStart `source` and the
|
||
session's id, when the adapter sends them. They decide what the
|
||
claim section says (milestone 381 step 3, `task_claims.
|
||
render_claims`): a compaction gets back the work it had claimed
|
||
with its latest logs; a new session hears about other sessions'
|
||
live and abandoned claims; a resume hears nothing.
|
||
|
||
Returns {"context": str, "project": dict | None}.
|
||
|
||
It carried `rule_count` and `rules_etag` until milestone 394, when the
|
||
preload it described was removed. The etag let the hook hand a marker back
|
||
on each write so the server could say whether the resident rules had
|
||
moved; nothing is resident now, so nothing can have moved, and a rule is
|
||
re-retrieved at the moment it applies rather than held and aged.
|
||
`context` is markdown an adapter can drop into its session verbatim; it
|
||
is capped at _MAX_CHARS with an explicit truncation note.
|
||
|
||
LIVE STATE ONLY (decision #4027, milestone 410). This used to open with the
|
||
rules reflex and close with a recall reflex — a fifth copy of guidance the
|
||
using-scribe skill owns, arriving in every session beside the other four.
|
||
It now says only what the server alone knows about THIS session: the
|
||
active project, its open work, its design system, or that the working repo
|
||
is unbound. How to work with Scribe is the skill's to say, and it says it
|
||
once.
|
||
"""
|
||
lines: list[str] = ["# Scribe — live session state"]
|
||
|
||
project_dict: dict | None = None
|
||
if project_id:
|
||
project = await projects_svc.get_project(user_id, project_id)
|
||
if project is not None:
|
||
_, open_count = await notes_svc.list_notes(
|
||
user_id, is_task=True, status="todo", project_id=project_id, limit=1,
|
||
)
|
||
goal = (getattr(project, "goal", "") or "").strip()
|
||
project_dict = {"id": project.id, "title": project.title}
|
||
lines += [
|
||
"",
|
||
f"## Active project: {project.title} (id {project.id})",
|
||
_goal_line(goal, project.id),
|
||
f"Open todo tasks: {open_count}",
|
||
]
|
||
|
||
# A design system binds the same way a rule does, and until this
|
||
# existed it had no push channel — the standards were reachable only
|
||
# by an agent that already knew to look for them. Summary only: the
|
||
# token VALUES are a tool call away, and pasting a hundred of them
|
||
# into every session would crowd out the context they inform.
|
||
if project.design_system_id:
|
||
design = await design_systems_svc.design_context(
|
||
user_id, project.design_system_id,
|
||
)
|
||
if design:
|
||
inherits = (
|
||
" (inherits " + " › ".join(design["inherits_from"]) + ")"
|
||
if design["inherits_from"] else ""
|
||
)
|
||
groups = ", ".join(design["token_groups"])
|
||
lines += [
|
||
"",
|
||
f"## Design system: {design['title']} "
|
||
f"(id {design['id']}){inherits}",
|
||
f"{design['token_count']} tokens"
|
||
+ (f" across {groups}" if groups else "")
|
||
+ ".",
|
||
f"Values: `resolve_design_system({design['id']})` · "
|
||
f"stylesheet: `get_design_system_stylesheet({design['id']})` "
|
||
f"· the prose (aesthetic, voice, where the accent may "
|
||
f"appear), inherited house style included: "
|
||
f"`get_design_system({design['id']})` → "
|
||
f"`resolved_guidance`.",
|
||
]
|
||
# The claim section goes after the project block and before any "nothing
|
||
# loaded" note: claimed work is the most specific thing this session can be
|
||
# told, and it is true whether or not a project resolved. Best-effort — a
|
||
# session start never fails on it.
|
||
try:
|
||
lines += await task_claims_svc.claims_for_session_start(
|
||
user_id, project_dict["id"] if project_dict else 0, source, session_id,
|
||
)
|
||
except Exception: # noqa: BLE001 - context is best-effort
|
||
logger.warning("claim section skipped", exc_info=True)
|
||
|
||
# Nothing loaded — say which nothing (#4085). This used to hang off the
|
||
# `if project_id:` above as an `elif`, which meant an id that was SENT and
|
||
# did not resolve produced no message at all: the outer branch was taken,
|
||
# the inner one was not, and the caller got a context that simply omitted
|
||
# the project it had asked for. That is the one case worth being loudest
|
||
# about, because the caller is holding a pointer it believes in.
|
||
if project_dict is None:
|
||
if project_id:
|
||
lines += [
|
||
"",
|
||
f"## Project {project_id} could not be loaded",
|
||
f"This session asked for project {project_id}, but this account "
|
||
"cannot read it — the id may belong to a different Scribe "
|
||
"instance, or the project may have been deleted. "
|
||
"`list_projects` shows what is readable here.",
|
||
]
|
||
elif unbound_repo:
|
||
lines += [
|
||
"",
|
||
"## Repository not yet bound",
|
||
f"This repo (`{unbound_repo}`) isn't mapped to a Scribe project, so "
|
||
"no project context was loaded. Bind it once with "
|
||
f'`bind_repo(repo_url="{unbound_repo}", project_id=<id>)` '
|
||
"(call `list_projects` to find the id) and future sessions here will "
|
||
"auto-load that project's context.",
|
||
]
|
||
else:
|
||
lines += ["", "No Scribe project is bound to this working directory."]
|
||
|
||
context = "\n".join(line for line in lines if line is not None)
|
||
if len(context) > _MAX_CHARS:
|
||
context = context[:_MAX_CHARS].rstrip() + "\n\n…(truncated)"
|
||
|
||
return {
|
||
"context": context,
|
||
"project": project_dict,
|
||
}
|