feat(plugin): a recognized retrieval miss has a route, and the record comes first (#4133)
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The tuning loop shipped in steps 4 and 6 and logged zero events in its lifetime. `tune_retrieval`, `retrieval_telemetry` and `retrieval_surfaces` appeared on no instruction surface at all — not the skills, not the hooks, not the MCP instructions — so the decision that "the model should be the thing handling it 9 times out of 10" could not begin to happen. What was missing was not an auditor but a route. `using-scribe` now carries it, ordered: read the refused records, fix the trigger, and only then consider the dial. The order is the content. A rule's `when_to_apply` IS the text its score is computed against, so a miss is evidence about that text first; rewording one trigger changes one rule's reach, while moving a floor changes what every record on the surface does and cannot tell a badly-worded trigger from a genuinely distant one. Measured, and the reason the order is asserted rather than suggested: rule 1 scored 0.6515 and ranked 5th for the moment it governed, behind three rules that restrained the same act. Every percentile said "lower the floor"; at 0.60 the arm delivered those three restraints and still not rule 1. Rewriting the trigger to lead with the symptom put it 1st at 0.7130. Also: the create path gets a precondition. A new record is itself a retrieval-affecting act, so before writing one, what_might_apply asks what already covers that moment — fifty candidates and no bar, because a bar is what lets the existing record hide. `_INSTRUCTIONS` gets one index line, not the route: 1,986 of 2,000 characters, since Claude Code cuts the rest mid-word (#2562). Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01821k5B3Ysecp9fNYs92Kuy
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@@ -1,7 +1,7 @@
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{
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"name": "scribe",
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"description": "Scribe for Claude Code: connects the scribe MCP server, adds the hooks that deliver live project state and relevant records at the right moment, ships the shared client-neutral Scribe skills (using-scribe, writing-plans, reporting-back, systematic-debugging, verification, brainstorming, reusing-code, shape-accounting), and syncs your saved Scribe Processes as skills (/scribe:sync).",
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"version": "2026.09.17.1618",
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"version": "2026.09.18.0436",
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"author": {
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"name": "Bryan Van Deusen"
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},
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@@ -318,6 +318,19 @@ with no trigger is not a quiet rule, it is an unreachable one. Write the moment
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in the words a session actually produces — the command, the error, the
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half-formed ask — not the category it belongs to.
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**Before writing one, ask what already covers that moment.**
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`what_might_apply("the moment you are about to write a record for")` — fifty
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candidates and no bar, so an existing record cannot hide under a threshold the
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way it can from `search`. When something already covers the moment, the reach
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is that record: improve its trigger or its statement rather than standing a
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second one beside it. Two records describing the same moment compete in one
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ranked list against one budget, and the slot they take from each other is the
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third candidate that would have said something different. Two records may
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legitimately share a moment and say *different* things — a rule for what must
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happen, a preference for how to report it. What this catches is the same thing
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said twice at two strengths, which is worse than either alone: a session that
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retrieves the softer copy has been told that binding guidance is optional.
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**First ask whether it's a rule at all.** A rule is prose you have to remember
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and apply; Scribe's other entities are structure a tool can resolve and check.
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Visual standards belong in a **design system**, not a rulebook — a token can be
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@@ -326,6 +339,49 @@ and none of that survives being written as a rule. A repeatable procedure is a
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**process**; reusable code is a **snippet**. Reach for a rule when the thing
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really is a standing instruction about how to work.
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## When a record doesn't reach the moment it should
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Retrieval misjudging is ordinary, and it is fixable — but only by whoever
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notices. **Either direction counts:** a rule that should have governed a moment
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and never arrived, and a rule that arrives on every turn and never applies. So
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does **either noticer**: the operator saying *"that should have fired"*, and you
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noticing it yourself — you reached for a rule nobody offered you, or you were
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handed the same rule five times and set it aside five times.
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**Take it to the record first and the dial second.** A rule's `when_to_apply`
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IS the text its similarity score is computed against, so when a rule misses a
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moment it governs, the overwhelmingly likely cause is that its trigger does not
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describe that moment in the words a session actually produces. Rewording one
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trigger changes one rule's reach. Moving a floor changes what every record on
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that surface does, and a floor cannot tell a badly-worded trigger from a
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genuinely distant record — so one lowered to rescue a single rule admits
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everything else that was sitting in the same band.
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1. **Read the refused records.** `retrieval_telemetry(days=N,
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near_miss_samples=5)` names by id what each surface refused and by how much.
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Open them with `get_rule` / `get_note`. This is the step that carries the
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answer: the statistic says a record was close, and only the record says
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whether it was *right*.
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2. **Fix the trigger.** `update_rule(when_to_apply=...)`, written as the
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symptom — what the session was doing or saying at the moment it needed this
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rule — not the situation the rule belongs to. Then check that it worked:
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`what_might_apply("the moment, in the operator's own words")` and read where
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the rule now ranks. The change is measurable, so measure it, and say the
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before and after when you report it.
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3. **Then consider the dial.** `retrieval_surfaces` shows what is in force per
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arm and whether the number is still calibrated; `tune_retrieval` moves it.
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`reason` is required and has to say what you read, because it is what lets
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the operator disagree with a number they did not choose.
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Reaching for `tune_retrieval` before opening a single record is the wrong move,
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and it is the one that feels efficient. Worked example, measured on this
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install: a rule granting a routine push scored 0.6515 and ranked 5th for the
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moment it governed, behind three rules that *restrained* the same act. Every
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percentile said "lower the floor" — and lowering it would have delivered those
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three restraints and still not the rule. Rewriting the trigger to lead with the
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symptom moved the same rule to 1st at 0.7130, ahead of all three. Only then was
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the floor worth touching.
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## Building UI: the project's design system binds
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`enter_project` names the project's `design_system` when it has one. Before
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@@ -49,6 +49,8 @@ client reads Agent Skills) and in each tool's description. The index:
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candidates, no bar. search(content_type="rule") reads one you already
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suspect. Silence means nothing matched, not none. Rules bind; preferences
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guide.
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- MISSED: a rule that should have reached you is a trigger to fix, not a
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floor to move (retrieval_telemetry).
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- RECALL: search before acting, scoped with the active project_id.
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- RECORD: create_task; a fix is kind="issue". add_task_log as you go; status
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in_progress on start, done on finish. Tag system_ids as you write.
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@@ -142,6 +142,15 @@ TOPICS: tuple[Topic, ...] = (
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Topic("where a new rule goes, and its trigger", U, ("create_project_rule", "when_to_apply"),
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"whichever home it gets"),
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Topic("a rule vs the other entities", U, ("standing instruction",), "first ask whether it's a rule at all"),
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# Milestone 416 step 9: the tuning tools shipped in #4102/#4104 and were
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# named on NO instruction surface — measured, `retrieval_tuning_history`
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# returned zero events. Machinery with no route to it.
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Topic("a missed rule is a trigger to fix before a floor to move", U,
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("retrieval_telemetry", "tune_retrieval", "retrieval_surfaces"),
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"take it to the record first and the dial second",
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index=("retrieval_telemetry",)),
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Topic("ask what already covers a moment before writing a record", U,
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("what_might_apply",), "ask what already covers that moment"),
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Topic("reference notes update in place; dev-logs don't", U, ("reference note",),
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"state updates in place; chronicles don't"),
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# ── process arcs — owned by their skills ──
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@@ -0,0 +1,158 @@
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"""A recognized retrieval miss has a route, and the route is ordered (#4133).
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WHY THIS EXISTS
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Milestone 416 built the tuning loop across steps 4 and 6 — `retrieval_surfaces`
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to read a dial, `tune_retrieval` to move one with its argument attached,
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`migrate_retrieval_floor` to carry it across a model change — and then measured,
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on 2026-09-17, that `retrieval_tuning_history` returned **zero events**. Not one
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call, ever.
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The cause was not a tool being wrong. The three tools appeared on NO instruction
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surface: not the skills, not the hooks, not the MCP `_INSTRUCTIONS`. They were
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classified in `server.py`'s read/write lists and named nowhere a session would
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read them. The operator's decision for #4102 — *"the model should be the thing
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handling it 9 times out of 10"* — could not begin to happen.
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So this file guards a ROUTE, not a behaviour: that a session which notices a
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rule missed the moment it governed has somewhere written down to take it.
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WHY THE ORDER IS THE LOAD-BEARING PART
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`test_the_record_comes_before_the_dial` is the test that matters here, and it is
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positional on purpose. Both halves of the route are individually reasonable —
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read the telemetry, move the floor — and stated in either order they read as a
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menu. They are not a menu. A rule's `when_to_apply` IS the text its score is
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computed against, so a miss is evidence about that text first; a floor is one
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number governing every record on the surface and cannot tell a badly-worded
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trigger from a genuinely distant one.
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Measured on this install, which is why the order is asserted rather than
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suggested: rule 1 "`dev` is home" scored 0.6515 and ranked 5th for the moment it
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governed, behind three rules that RESTRAINED the same act. Every percentile said
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"lower the floor" — and at 0.60 the arm delivered those three restraints and
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still not rule 1. Rewriting the trigger to lead with the symptom put the same
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rule 1st at 0.7130. The dial-first path was available, statistically supported,
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and wrong.
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"""
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from __future__ import annotations
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import pathlib
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import re
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ROOT = pathlib.Path(__file__).resolve().parents[1]
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SKILL = ROOT / "plugin/skills/using-scribe/SKILL.md"
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# The three tools that shipped with no route to them. Named together because
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# the gap was all three at once, and a partial fix would leave the loop broken
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# at whichever step lost its pointer.
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TUNING_TOOLS = ("retrieval_telemetry", "update_rule", "retrieval_surfaces",
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"tune_retrieval")
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def _skill() -> str:
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return SKILL.read_text()
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def _instructions() -> str:
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src = (ROOT / "src/scribe/mcp/server.py").read_text()
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match = re.search(r'_INSTRUCTIONS = """(.*?)"""', src, re.S)
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assert match, "server.py no longer defines _INSTRUCTIONS as a literal"
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return match.group(1)
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def test_the_route_names_every_tool_it_depends_on():
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"""The measured gap: machinery with no instruction surface pointing at it."""
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text = _skill()
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missing = [t for t in TUNING_TOOLS if t not in text]
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assert not missing, (
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f"using-scribe no longer names {missing}. These tools reach a session "
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f"through this skill and nowhere else — when they were named on no "
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f"surface at all, the tuning loop logged zero events in its lifetime."
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)
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def test_the_record_comes_before_the_dial():
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"""THE GUARD. Stated in the wrong order, the route becomes a menu.
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Positional rather than a presence check, because presence is exactly what
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a reordering preserves. Asserted on first occurrence: what a reader meets
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first is what they act on.
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"""
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text = _skill()
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read_records = text.index("retrieval_telemetry")
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fix_trigger = text.index("update_rule(when_to_apply")
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move_dial = text.index("tune_retrieval")
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assert read_records < move_dial, (
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"the route reaches tune_retrieval before retrieval_telemetry. Reading "
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"the refused records is the step that separates a real miss from a bar "
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"doing its job — a percentile cannot, and has been measured pointing "
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"the wrong way."
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)
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assert fix_trigger < move_dial, (
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"the route reaches tune_retrieval before update_rule. A miss is "
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"evidence about the trigger first: rewording one trigger changes one "
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"rule's reach, while moving a floor changes every record on the surface."
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)
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def test_the_route_says_what_a_floor_costs_that_a_trigger_does_not():
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"""The REASON for the order, not just the order.
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Without it the ordering is arbitrary and the first session under deadline
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will invert it. The asymmetry is the whole argument: one trigger against
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every record on the surface.
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"""
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text = " ".join(_skill().split()).lower()
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assert "take it to the record first and the dial second" in text
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assert "changes one rule's reach" in text
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assert "changes what every record on" in text
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def test_a_session_can_notice_its_own_miss():
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"""Both noticers, or the route only ever fires when the operator complains.
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The self-noticed case is the one that scales — it does not need somebody
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watching — and it is the one a surface written only around operator
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feedback silently omits.
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"""
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text = " ".join(_skill().split()).lower()
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assert "either noticer" in text
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assert "reached for a rule nobody offered you" in text
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# Both directions too: a rule that never arrives and one that always does
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# are the same misjudgment, and they point at different dials.
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assert "either direction counts" in text
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def test_writing_a_new_record_asks_what_already_covers_the_moment():
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"""The create path is retrieval-affecting, and nothing said so.
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A second record on one moment splits a single budget between two claims,
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and when the copies differ in force the softer one teaches a session that
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binding guidance is optional. `what_might_apply` rather than `search`
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because a bar is exactly what lets the existing record hide.
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"""
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text = " ".join(_skill().split()).lower()
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assert "ask what already covers that moment" in text
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assert "what_might_apply" in text
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assert "no bar" in text
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def test_the_index_points_at_the_route_without_restating_it():
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"""`_INSTRUCTIONS` is the only surface every MCP client gets (decision #4027).
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It indexes; using-scribe states. A client with no Agent Skills support still
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learns the ordering exists and which tool opens it.
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Whitespace-flattened before matching. The block is hard-wrapped to fit a
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2,000-character budget, so a phrase straddles a line break the moment
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anything before it changes length — #4103 shipped a guard that broke
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exactly that way, on text nobody had touched.
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"""
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text = " ".join(_instructions().split())
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assert "retrieval_telemetry" in text
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assert "not a floor to move" in text
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# The route itself must NOT be here — 2,000 characters is the whole budget
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# and Claude Code cuts the rest mid-word (#2562).
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assert "take it to the record first" not in text.lower()
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