refactor(notes): a snippet's and lesson's stored title is its name; the trigger joins it only in the embedded document (milestone 427)
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The title was `subject — trigger` because the stored title WAS the
embedded one, and the join is what makes these kinds rank on the
situation they apply to (#2485). Every surface that shows a title then
showed the trigger too -- menus, lists and search rows ran to kilobytes.

- embeddings.document_title(title, note_type, data, body) joins the
  trigger from `data` (body fallback) at embed time. Idempotent: an
  un-migrated composed title comes out the same, never doubled. The
  embed path, the startup backfill and the dedup gate's semantic signal
  all use it, so the embedded text -- and every vector -- is unchanged.
- Writers store the subject: snippet create/update (service, REST, MCP)
  and lesson_document. Both compose_title helpers are removed.
- Readers: dedup takes `data`; the menus strip the embedded title from a
  passage; list rows project `when_to_use`, which SnippetListView reads.
- 0108 rewrites existing rows on an exact `' — ' || <own trigger>`
  suffix with raw SQL, leaving updated_at alone so the backfill does not
  re-embed the corpus for identical vectors. Downgrade recomposes.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
This commit is contained in:
2026-09-23 16:48:28 -04:00
co-authored by Claude Opus 5.5
parent bb632c4196
commit 66e21a6c60
24 changed files with 358 additions and 189 deletions
@@ -0,0 +1,64 @@
"""trigger_leaves_the_stored_title — a snippet's and lesson's title is its name (milestone 427)
Revision ID: 0108
Revises: 0107
Create Date: 2026-09-23
Snippets and lessons stored their title as `subject — trigger`, because the
join is what makes these kinds rank on the situation they apply to (#2485) and
the stored title WAS the embedded one. Every surface that shows a title then
showed the trigger too: menu lines, lists and search rows ran to 1,5003,000
characters, and an injected repeat spent all of it again.
The trigger's home is `data` (decision #4157), and since this milestone the
join happens at embed time (`embeddings.document_title`). This revision
rewrites the rows already stored.
EXACT-SUFFIX, READ FROM THE ROW'S OWN MIRROR. A title is only rewritten when
it ends with `'' || <that row's trigger>`, so a subject that legitimately
contains an em dash is never cut, and a row whose title and mirror disagree —
hand-edited through the generic note door — is left alone. Such a row still
embeds correctly (`document_title` is idempotent) and merely shows its old
title; that is the right way round for a data migration to fail.
NO RE-EMBED, AND `updated_at` IS NOT TOUCHED. The embedded text is identical
before and after, so the vectors are already right. The startup backfill
re-embeds any row whose `updated_at` is newer than its vectors, and a raw
UPDATE that leaves `updated_at` alone is what keeps this from queueing the
whole snippet corpus for work that would produce the same numbers. There is
no database trigger on `updated_at`; it is set by the ORM only.
"""
from alembic import op
revision = "0108"
down_revision = "0107"
branch_labels = None
depends_on = None
# kind → the `data` key its trigger is mirrored under (embeddings._TRIGGER_DATA_KEYS).
_KINDS = (("snippet", "when_to_use"), ("lesson", "when_to_apply"))
_SEP = ""
def upgrade() -> None:
for note_type, key in _KINDS:
op.execute(f"""
UPDATE notes
SET title = btrim(left(title, length(title) - length('{_SEP}' || (data->>'{key}'))))
WHERE note_type = '{note_type}'
AND coalesce(btrim(data->>'{key}'), '') <> ''
AND right(title, length('{_SEP}' || (data->>'{key}'))) = '{_SEP}' || (data->>'{key}')
""")
def downgrade() -> None:
# Recompose, on the same condition inverted: only where the trigger is not
# already on the end, so a downgrade run twice cannot double it.
for note_type, key in _KINDS:
op.execute(f"""
UPDATE notes
SET title = title || '{_SEP}' || (data->>'{key}')
WHERE note_type = '{note_type}'
AND coalesce(btrim(data->>'{key}'), '') <> ''
AND right(title, length('{_SEP}' || (data->>'{key}'))) <> '{_SEP}' || (data->>'{key}')
""")
+3
View File
@@ -91,6 +91,9 @@ export interface SnippetListItem {
* hit can be flagged as being in a DIFFERENT language than the file being
* written, which is a shape to adapt rather than code to paste. */
language?: string;
/** When to reach for it, projected from the `data` mirror. The title is the
* name alone since milestone 427, so this is where the situation lives. */
when_to_use?: string;
/** Always present from the backend, zero-filled for records with no events. */
usage?: SnippetUsage;
/** Present on the detail record; the list feed carries it when a check has
+17 -10
View File
@@ -189,11 +189,18 @@ const onLocationInput = onSearchInput;
onMounted(loadSnippets);
/** Titles are stored as "name when to reach for it"; split for display. */
function splitTitle(title: string): { name: string; when: string } {
const idx = title.indexOf(" — ");
if (idx === -1) return { name: title, when: "" };
return { name: title.slice(0, idx), when: title.slice(idx + 3) };
/** A row's name and when-to-use. The title is the name alone since milestone
* 427 and the situation arrives as `when_to_use`; a title composed before then
* ("name — when to reach for it") is split, so either shape reads the same. */
function nameAndWhen(s: { title: string; when_to_use?: string }): { name: string; when: string } {
const when = s.when_to_use || "";
if (when && s.title.endsWith(`${when}`)) {
return { name: s.title.slice(0, -(when.length + 3)), when };
}
if (when) return { name: s.title, when };
const idx = s.title.indexOf(" — ");
if (idx === -1) return { name: s.title, when: "" };
return { name: s.title.slice(0, idx), when: s.title.slice(idx + 3) };
}
function languageOf(tags: string[]): string {
@@ -313,7 +320,7 @@ function driftTitle(s: SnippetListItem): string {
<div v-for="(g, i) in duplicateGroups" :key="i" class="dup-group">
<div class="dup-members">
<span v-for="s in g.snippets" :key="s.id" class="dup-member">
{{ splitTitle(s.title).name }}
{{ nameAndWhen(s).name }}
</span>
</div>
<span class="dup-score">{{ Math.round(g.top_score * 100) }}% alike</span>
@@ -413,11 +420,11 @@ function driftTitle(s: SnippetListItem): string {
:class="{ on: selectedIds.has(s.id) }"
aria-hidden="true"
></span>
<span class="snippet-name">{{ splitTitle(s.title).name }}</span>
<span class="snippet-name">{{ nameAndWhen(s).name }}</span>
<span v-if="languageOf(s.tags)" class="lang-pill">{{ languageOf(s.tags) }}</span>
</div>
<p v-if="splitTitle(s.title).when" class="snippet-when">
{{ splitTitle(s.title).when }}
<p v-if="nameAndWhen(s).when" class="snippet-when">
{{ nameAndWhen(s).when }}
</p>
<div class="card-footer">
<span class="meta-date">Updated {{ new Date(s.updated_at).toLocaleDateString() }}</span>
@@ -458,7 +465,7 @@ function driftTitle(s: SnippetListItem): string {
:class="{ chosen: canonicalId === s.id }"
>
<input type="radio" name="canonical" :value="s.id" v-model="canonicalId" />
<span class="merge-choice-name">{{ splitTitle(s.title).name }}</span>
<span class="merge-choice-name">{{ nameAndWhen(s).name }}</span>
<span class="merge-choice-tag">{{ canonicalId === s.id ? "keep" : "fold in" }}</span>
</label>
</div>
+1
View File
@@ -168,6 +168,7 @@ async def create_lesson(
dup = await dedup_svc.find_duplicate_note(
uid, title, body, project_id=project_id or None,
is_task=False, note_type=lessons_svc.LESSON_NOTE_TYPE,
data=lessons_svc.compose_data(what, when_to_apply),
)
if dup is not None:
return dedup_svc.duplicate_response(dup, "lesson")
+4 -1
View File
@@ -176,7 +176,9 @@ async def create_snippet(
raise ValueError("create_snippet requires a non-empty name and code")
uid = current_user_id()
title = snippets_svc.compose_title(name, when_to_use)
# The NAME is the title (milestone 427); the trigger rides in `data` and
# joins the title only in the embedded document.
title = name.strip()
body = snippets_svc.compose_body(
code=code, language=language, signature=signature,
when_to_use=when_to_use, repo=repo, path=path, symbol=symbol,
@@ -190,6 +192,7 @@ async def create_snippet(
# location and code before it compares prose (#2518).
code=code,
locations=snippets_svc.resolve_locations(repo, path, symbol, locations),
data=snippets_svc.compose_data(name=name, when_to_use=when_to_use),
)
if dup is not None:
return dedup_svc.duplicate_response(dup, "snippet")
+1
View File
@@ -149,6 +149,7 @@ async def create_lesson_route():
project_id=project_id,
is_task=False,
note_type=lessons_svc.LESSON_NOTE_TYPE,
data=lessons_svc.compose_data(what, when_to_apply),
)
if dup is not None:
return jsonify(dedup_svc.duplicate_response(dup, "lesson")), 409
+4 -1
View File
@@ -96,7 +96,7 @@ async def create_snippet_route():
if not data.get("force"):
dup = await dedup_svc.find_duplicate_note(
uid,
snippets_svc.compose_title(name, data.get("when_to_use", "")),
name.strip(),
snippets_svc.compose_body(
code=data.get("code", ""),
language=data.get("language", ""),
@@ -119,6 +119,9 @@ async def create_snippet_route():
data.get("repo", ""), data.get("path", ""), data.get("symbol", ""),
data.get("locations"),
),
data=snippets_svc.compose_data(
name=name, when_to_use=data.get("when_to_use", ""),
),
)
if dup is not None:
return jsonify(dedup_svc.duplicate_response(dup, "snippet")), 409
+11 -1
View File
@@ -248,6 +248,7 @@ async def find_duplicate_note(
note_type: str = "note",
code: str = "",
locations: list[dict] | None = None,
data: dict | None = None,
) -> DuplicateMatch | None:
"""Best near-duplicate of (title, body) within the same owner + project +
kind, or None. Title match first (cheap, exact), then — for snippets — the
@@ -258,6 +259,11 @@ async def find_duplicate_note(
`code` and `locations` are the snippet's structured fields. They are ignored
for every other kind, and passing them is what lets the gate compare
ARTEFACTS rather than descriptions of artefacts (#2518).
`data` is the candidate's structured mirror. For a snippet or lesson it
carries the trigger, which the TITLE no longer does (milestone 427): the
title check compares names, and the semantic check rebuilds the embedded
document from `data`.
"""
norm = " ".join((title or "").split()).lower()
@@ -309,7 +315,11 @@ async def find_duplicate_note(
# section. Capped so one pathological paste can't turn a save into
# dozens of searches — a duplicate past the cap is the duplicate
# report's job, not the gate's.
for query in embeddings_svc.chunk_document(title, body)[:_GATE_MAX_CHUNKS]:
# The EMBEDDED title (milestone 427): a snippet or lesson is stored
# under its name and embedded under `name — trigger`, so the query
# document is built the way the corpus was, from `data`.
doc_title = embeddings_svc.document_title(title, note_type, data, body)
for query in embeddings_svc.chunk_document(doc_title, body)[:_GATE_MAX_CHUNKS]:
# Scope the semantic check the same way as the title check: a record
# in project P compares only to P; a project-less (orphan) record
# compares only to other orphans (orphan_only), NOT across every
+57 -6
View File
@@ -214,10 +214,12 @@ TRIGGER_SEP = " — "
def trigger_title(subject: str | None, trigger: str | None) -> str:
"""`{subject}{trigger}` — the title half of a situation-keyed document.
ONE definition, because this join had three. `rule_document` built it for
rules, `snippets.compose_title` for snippets, and milestone 385 needed a
fourth for lessons — the shape #3207 records, where a fix or an improvement
then has to be found in N places by someone who does not know N.
ONE definition, because this join had threerules, snippets, and a
fourth for lessons (milestone 385) — the shape #3207 records, where a fix
or an improvement then has to be found in N places by someone who does not
know N. Since milestone 427 it builds EMBEDDED titles only: `rule_document`
for rules and `document_title` for snippets and lessons. No stored title
carries it.
WHY THE JOIN MATTERS AT ALL, measured in note #2485: the snippet was the
only sharp record in the corpus — a 0.153 top-to-second gap against
@@ -265,6 +267,51 @@ def untrigger_title(title: str | None, trigger: str | None) -> str:
return title
# The `data` key each trigger-keyed note kind mirrors its trigger under. Rules
# are not here: they keep the trigger in a column and `rule_document` builds
# their document from it.
_TRIGGER_DATA_KEYS = {"snippet": "when_to_use", "lesson": "when_to_apply"}
def document_title(
title: str | None, note_type: str | None, data: dict | None = None,
body: str | None = None,
) -> str | None:
"""The title a note is EMBEDDED under — its stored title, plus its trigger.
Milestone 427. A snippet's or lesson's STORED title is its subject alone;
the trigger lives in `data` (decision #4157). It still has to reach the
vector — the `subject — trigger` join is what makes these kinds rank on
the situation they apply to (#2485) — so it is joined HERE, at embed time,
rather than being carried in a title every listing then has to show.
IDEMPOTENT, and that is what makes the migration safe: a title that is
already composed (a row not yet migrated, an old backup restored) is
untriggered first, so it comes out the same and never doubled. The text is
byte-identical to what these kinds were embedded as before, so no vector
moves and the floors tuned against them stay calibrated.
`body` is the fallback when the mirror is missing, read by the kind's own
parser — the same degrade-to-the-body each kind's reader already has.
Every other kind, and a record with no trigger, keeps its title as-is.
"""
key = _TRIGGER_DATA_KEYS.get(note_type or "")
if key is None:
return title
trigger = ((data or {}).get(key) or "").strip() if isinstance(data, dict) else ""
if not trigger and body:
from types import SimpleNamespace
if note_type == "lesson":
from scribe.services.lessons import lesson_trigger
trigger = lesson_trigger(SimpleNamespace(data=None, body=body))
else:
from scribe.services.snippets import parse_snippet_fields
trigger = parse_snippet_fields(title or "", body).get("when_to_use", "")
if not trigger:
return title
return trigger_title(untrigger_title(title, trigger), trigger)
# --- chunking (#280): the document shape ------------------------------------
#
# bge-small reads at most 512 tokens and fastembed silently truncates the rest,
@@ -1081,10 +1128,14 @@ async def backfill_note_embeddings() -> None:
)
success = 0
for note_id in notes_to_embed:
row = await _current_row((Note.user_id, Note.title, Note.body), Note.id, note_id)
row = await _current_row(
(Note.user_id, Note.title, Note.body, Note.note_type, Note.data), Note.id, note_id,
)
if row is None:
continue # deleted between the scan and here
user_id, title, body = row
user_id, title, body, note_type, data = row
# The EMBEDDED title, as the write path builds it (milestone 427).
title = document_title(title, note_type, data, body)
if not chunk_document(title, body):
continue
await upsert_note_embedding(note_id, user_id, title, body)
+5
View File
@@ -267,6 +267,11 @@ def _note_to_item(note: Note, chunks: dict[int, dict] | None = None) -> dict:
trigger = (note.data or {}).get("when_to_apply") if note.data else None
if trigger:
item["when_to_apply"] = trigger
# A snippet's, for the same reason — and since milestone 427 the title no
# longer carries it, so without this a list shows names with no situation.
usage = (note.data or {}).get("when_to_use") if note.data else None
if usage:
item["when_to_use"] = usage
verdict = (note.data or {}).get("verification") if note.data else None
if verdict and verdict.get("status"):
+28 -44
View File
@@ -26,20 +26,23 @@ while staying a note in every other respect.
WHERE THE TRIGGER LIVES (decision #4157, milestone 385 step 1)
In ``notes.data`` under ``when_to_apply``, written through a named parameter and
mirrored into the title and the head of the body — the shape snippets already
use for ``when_to_use``. Not a column on ``notes``.
mirrored into the head of the body — the shape snippets already use for
``when_to_use``. Not a column on ``notes``. Since milestone 427 it is NOT in the
stored title: the title is the lesson's subject, and the trigger joins it only
in the embedded document (``embeddings.document_title``).
That decision was measured rather than assumed. The whole snippet corpus —
164 of 164 — carries a ``when_to_use`` with **no guard anywhere**, which refutes
the premise that an unenforced field gets skipped. What it does NOT show is that
an agent types a title convention correctly: ``compose_title`` builds the title
an agent types a title convention correctly: the service composed the title
from the parameter, so what is at 100% is a named structured field. A column
would have bought enforceability at the price of deciding, for every note kind
at once, a question nothing had measured.
The mirror is what makes the vector sharp, and it is why nothing re-embeds:
``chunk_document`` is untouched, so ``CHUNKER_VERSION`` does not move. The
trigger reaches the document by being in the text, exactly as a snippet's is.
The trigger in the document is what makes the vector sharp. It reaches it
twice — in the embedded title, joined at embed time, and in the body's first
line — which is the text these kinds were always embedded as, so nothing
re-embeds and ``CHUNKER_VERSION`` does not move.
WHAT A LESSON INHERITS, AND THE CELLS LEFT EMPTY ON PURPOSE (#3163)
@@ -207,36 +210,17 @@ def sole_source(sources: list[int] | None) -> int | None:
return ids[0] if len(ids) == 1 else None
def compose_title(what: str, when_to_apply: str = "") -> str:
"""`{what}{when it applies}`, the half of the document that ranks.
Built HERE rather than asked of the caller, and that distinction is the
whole evidence base for this design: the snippet corpus is at 100% on its
trigger because a service composes the title from a named parameter, not
because agents type separators reliably. A caller made to spell the
convention is the option milestone 385 step 1 rejected.
The join is `embeddings.trigger_title` — shared with rules and snippets, so
the three kinds that rank on a trigger cannot drift apart in how they say
so.
"""
from scribe.services.embeddings import trigger_title
return trigger_title(what, when_to_apply)
def compose_body(
insight: str, when_to_apply: str = "", learned_from: list[int] | None = None,
) -> str:
"""The lesson body — the trigger line first, the insight after.
The mirror of `compose_title` on the other half of the document, and the
reason the pair is what makes a lesson findable: `chunk_document` joins
them as `{title}\\n{body}`, so a lesson composed here states WHEN IT
APPLIES in the title and again in the first line of the body. That is the
twice-in-a-short-document shape note #2485 measured as the only sharp one
in the corpus, reached the way a snippet reaches it — by being in the text
— rather than by a second document builder at embed time.
The trigger's home in the text of the document, and half of what makes a
lesson findable: `chunk_document` joins `{embedded title}\\n{body}`, and
the embedded title is `what — when it applies` (`embeddings.document_title`,
milestone 427), so the document states WHEN IT APPLIES in the title and
again in the first line of the body. That is the twice-in-a-short-document
shape note #2485 measured as the only sharp one in the corpus.
`**When to apply:**` rather than plain text: the body is the READABLE
form, `data` is the queryable mirror, and `_BODY_TRIGGER_RE` reads this
@@ -275,23 +259,23 @@ def lesson_document(
what: str, when_to_apply: str = "", insight: str = "",
learned_from: list[int] | None = None,
) -> tuple[str, str]:
"""The (title, body) a lesson is STORED — and therefore embedded — as.
"""The (title, body) a lesson is STORED as.
One call so the two halves cannot be composed apart. A lesson whose title
carried the trigger and whose body did not would embed as an ordinary
note wearing a label, and nothing would report it: the record would look
right in every listing and simply never be retrieved at the moment it
applies.
One call so the two halves cannot be composed apart. The body's first line
carries the trigger; a lesson without it (and without the `data` mirror)
would embed as an ordinary note wearing a label, and nothing would report
it: the record would look right in every listing and simply never be
retrieved at the moment it applies.
Deliberately returns what is STORED, not a separate embed-time shape.
Rules need `rule_document` because a rule keeps its trigger in a column
and its title is a plain name, so the sharp document has to be synthesised
for the ranker and exists nowhere else. A lesson follows the snippet
instead — the stored record IS the sharp document — which is why nothing
re-embeds and `CHUNKER_VERSION` does not move.
The title is the SUBJECT alone (milestone 427). It used to carry the
trigger too, so the stored record was itself the sharp document — and every
listing, menu and search row then showed a title that ran to kilobytes.
The trigger now joins the title at embed time (`embeddings.document_title`,
reading `data`), producing the same text as before, so nothing re-embeds
and `CHUNKER_VERSION` does not move.
"""
return (
compose_title(what, when_to_apply),
(what or "").strip(),
compose_body(insight, when_to_apply, learned_from),
)
+9 -3
View File
@@ -115,11 +115,17 @@ def embed_note(note) -> None:
try:
import asyncio
from scribe.services.embeddings import upsert_note_embedding
from scribe.services.embeddings import document_title, upsert_note_embedding
# Chunking and the empty-record gate live inside upsert_note_embedding —
# one path for every writer (#280).
# one path for every writer (#280). The title is the EMBEDDED one: a
# snippet's or lesson's trigger joins its name here, not in the stored
# title (milestone 427).
asyncio.create_task(
upsert_note_embedding(note.id, note.user_id, note.title, note.body)
upsert_note_embedding(
note.id, note.user_id,
document_title(note.title, note.note_type, note.data, note.body),
note.body,
)
)
except RuntimeError:
pass # no running loop — a sync caller, not a failure
+19 -5
View File
@@ -27,7 +27,11 @@ from scribe.services import projects as projects_svc
from scribe.services import shape_ledger as shape_ledger_svc
from scribe.services import snippets as snippets_svc
from scribe.services.access import label_shared_items, owner_names_for
from scribe.services.embeddings import semantic_search_notes, semantic_search_rules
from scribe.services.embeddings import (
document_title,
semantic_search_notes,
semantic_search_rules,
)
from scribe.services.lessons import LESSON_NOTE_TYPE
from scribe.services.note_usage import record_surfaced
from scribe.services.rule_usage import record_rule_surfaced
@@ -88,8 +92,10 @@ def _menu_name(title: str | None, note_type: str | None, data=None, body: str |
def _menu_passage(title: str | None, chunk_text: str | None, name: str = "") -> str:
"""The matched chunk on one line, without the title it was embedded under.
Every chunk is `title\nsection` (`embeddings.embedding_text`), so the title
prefix is stripped exactly. A chunk that WAS only the title — a short
Every chunk is `title\nsection` (`embeddings.embedding_text`), and `title`
here must be the EMBEDDED one (`embeddings.document_title`)for a snippet
or lesson that is `name — trigger`, not the stored name — so the prefix is
stripped exactly. A chunk that WAS only the title — a short
record, or the head chunk of one — matched on the title, and for a
trigger-keyed kind the part of it the name line no longer shows is the
trigger: that is returned, because it is precisely what matched.
@@ -1235,7 +1241,10 @@ async def build_autoinject_hint(
# 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 = _menu_passage(note.title, (menu_chunks.get(nid) or {}).get("text"), name)
passage = _menu_passage(
document_title(note.title, note.note_type, note.data, note.body),
(menu_chunks.get(nid) or {}).get("text"), name,
)
if passage:
lines.append(f"> ↳ {passage}")
@@ -2324,6 +2333,10 @@ async def build_write_path_hint(
# (#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
@@ -2510,7 +2523,8 @@ async def build_write_path_hint(
if item.get("seen"):
continue
passage = _menu_passage(
item.get("title"), (wp_chunks.get(int(item["id"])) or {}).get("text"),
item.get("doc_title") or item.get("title"),
(wp_chunks.get(int(item["id"])) or {}).get("text"),
item.get("name") or "",
)
if passage:
+2 -14
View File
@@ -54,18 +54,6 @@ UNSET: object = object()
# --- serialize: structured fields -> note (title/body/tags) ------------------
def compose_title(name: str, when_to_use: str = "") -> str:
"""`name — when to use` (or just `name` when no usage note is given).
The join itself lives in `embeddings.trigger_title`, which rules and
lessons build their titles from too. Kept as a named function here because
it is this module's public vocabulary and callers say `compose_title`.
"""
from scribe.services.embeddings import trigger_title
return trigger_title(name, when_to_use)
def compose_tags(language: str = "", tags: list[str] | None = None) -> list[str]:
"""Language (lowercased) first, then the `snippet` marker, then caller tags —
de-duplicated, order preserved."""
@@ -741,7 +729,7 @@ async def create_snippet(
locations = resolve_locations(repo, path, symbol, locations)
note = await notes_svc.create_note(
user_id,
title=compose_title(name, when_to_use),
title=name.strip(),
body=compose_body(
code=code, language=language, signature=signature,
when_to_use=when_to_use, locations=locations,
@@ -898,7 +886,7 @@ async def update_snippet(
provenance = cur.get("provenance")
fields: dict = {
"title": compose_title(merged["name"], merged["when_to_use"]),
"title": (merged["name"] or "").strip(),
"body": compose_body(
code=merged["code"], language=merged["language"],
signature=merged["signature"], when_to_use=merged["when_to_use"],
+9 -10
View File
@@ -212,10 +212,10 @@ def fake_snippet(**attrs) -> MagicMock:
def fake_lesson(**attrs) -> MagicMock:
"""A stand-in lesson: a note whose `note_type` is what makes it one.
The title carries the trigger because `compose_title` builds it that way —
`{what}{when it applies}` — so a menu line rendering only the title is
already showing the reader when this lesson applies. Tests that used a bare
title here would be testing a record the product cannot create.
The title is the subject alone and the trigger lives in `data`, because
that is the record the product creates (milestone 427) — the trigger joins
the title only in the embedded document. A default whose title carried the
trigger would be testing a row only an un-migrated database holds.
The check fields and `arose_from_id` are explicitly None for the reason
`fake_snippet`'s `data` is: `update_note` reads `verify_with` and
@@ -223,12 +223,11 @@ def fake_lesson(**attrs) -> MagicMock:
auto-created MagicMock attribute is truthy — so a default lesson driven
through the update path would take a branch no real record takes.
"""
attrs.setdefault(
"title",
"Give absolutely-positioned siblings an explicit stacking order"
"placing two absolutely-positioned elements in the same area",
)
attrs.setdefault("data", {"when_to_apply": "two absolute siblings overlap"})
attrs.setdefault("title", "Give absolutely-positioned siblings an explicit stacking order")
attrs.setdefault("data", {
"what": "Give absolutely-positioned siblings an explicit stacking order",
"when_to_apply": "placing two absolutely-positioned elements in the same area",
})
attrs.setdefault("status", None)
attrs.setdefault("arose_from_id", None)
attrs.setdefault("verify_with", None)
+4 -4
View File
@@ -56,7 +56,7 @@ async def test_the_backfill_embeds_the_text_as_it_is_now_not_as_it_was_scanned()
with (
patch.object(emb, "async_session", return_value=_ctx(scan)),
patch.object(emb, "_current_row",
AsyncMock(return_value=(42, "T", *edited))),
AsyncMock(return_value=(42, "T", *edited, "note", None))),
patch.object(emb, "upsert_note_embedding", AsyncMock()) as upsert,
patch.object(emb.asyncio, "sleep", AsyncMock()),
):
@@ -75,7 +75,7 @@ async def test_a_record_deleted_between_the_scan_and_the_loop_is_skipped():
with (
patch.object(emb, "async_session", return_value=_ctx(scan)),
patch.object(emb, "_current_row",
AsyncMock(side_effect=[None, (42, "T", "body")])),
AsyncMock(side_effect=[None, (42, "T", "body", "note", None)])),
patch.object(emb, "upsert_note_embedding", AsyncMock()) as upsert,
patch.object(emb.asyncio, "sleep", AsyncMock()),
):
@@ -99,7 +99,7 @@ async def test_a_record_whose_text_outran_its_vectors_is_re_embedded():
with (
patch.object(emb, "async_session", return_value=_ctx(scan)),
patch.object(emb, "_current_row", AsyncMock(return_value=(42, "T", "b"))),
patch.object(emb, "_current_row", AsyncMock(return_value=(42, "T", "b", "note", None))),
patch.object(emb, "upsert_note_embedding", AsyncMock()) as upsert,
patch.object(emb.asyncio, "sleep", AsyncMock()),
):
@@ -119,7 +119,7 @@ async def test_a_task_logged_since_its_vectors_is_re_embedded():
with (
patch.object(emb, "async_session", return_value=_ctx(scan)),
patch.object(emb, "_current_row", AsyncMock(return_value=(42, "T", "b"))),
patch.object(emb, "_current_row", AsyncMock(return_value=(42, "T", "b", "note", None))),
patch.object(emb, "upsert_note_embedding", AsyncMock()) as upsert,
patch.object(emb.asyncio, "sleep", AsyncMock()),
):
+1 -1
View File
@@ -306,7 +306,7 @@ async def test_backfill_reembeds_notes_with_a_stale_chunker_version():
with (
patch.object(emb, "async_session", return_value=ctx),
patch.object(emb, "_current_row",
AsyncMock(return_value=(42, "stale-version", "body"))),
AsyncMock(return_value=(42, "stale-version", "body", "note", None))),
patch.object(emb, "upsert_note_embedding", AsyncMock()) as upsert,
patch.object(emb.asyncio, "sleep", AsyncMock()),
):
+12 -9
View File
@@ -164,11 +164,11 @@ def _lesson_body(trigger, insight="Read the job log.", sources=None):
@pytest.mark.asyncio
async def test_a_body_write_moves_a_lessons_trigger_with_it():
from scribe.services.lessons import TRIGGER_KEY, compose_title
from scribe.services.lessons import TRIGGER_KEY
what = "Read the job log before waiting longer"
note = fake_lesson(
title=compose_title(what, NEW_TRIGGER),
title=what,
data={TRIGGER_KEY: "a CI run is slow", "what": what},
project_id=None,
)
@@ -183,13 +183,16 @@ async def test_a_body_write_moves_a_lessons_trigger_with_it():
@pytest.mark.asyncio
async def test_a_subject_containing_an_em_dash_still_splits():
"""Why `untrigger_title` is given the trigger instead of splitting on the
separator: a subject may legitimately contain one."""
from scribe.services.lessons import TRIGGER_KEY, compose_title
separator: a subject may legitimately contain one. The title here is an
UN-MIGRATED one, still carrying its trigger (milestone 427), because that
is the row the inverse still has to read correctly."""
from scribe.services.embeddings import trigger_title
from scribe.services.lessons import TRIGGER_KEY
what = "A wait with no deadline — the shape, not the symptom"
trigger = "you are about to await something crossing a process boundary"
note = fake_lesson(
title=compose_title(what, trigger), data=None, project_id=None,
title=trigger_title(what, trigger), data=None, project_id=None,
)
await _update(note, body=_lesson_body(trigger))
assert note.data["what"] == what
@@ -202,10 +205,10 @@ async def test_dropping_the_provenance_line_drops_it_from_the_mirror():
the failure this recompose exists to prevent, not a courtesy — the
opposite call from a snippet's `verification`, which is carried because it
was never in the body to delete."""
from scribe.services.lessons import SOURCES_KEY, compose_title
from scribe.services.lessons import SOURCES_KEY
note = fake_lesson(
title=compose_title("Something learned", "a situation"),
title="Something learned",
data={SOURCES_KEY: [999]},
project_id=None,
)
@@ -229,7 +232,7 @@ async def test_an_explicit_data_wins_for_a_lesson_too():
async def test_a_lesson_title_change_reaches_the_mirror():
"""A lesson's subject lives in its title, so a title edit is a trigger for
recomposition exactly as it is for a snippet's name."""
from scribe.services.lessons import TRIGGER_KEY, compose_title
from scribe.services.lessons import TRIGGER_KEY
trigger = "two absolute siblings overlap"
note = fake_lesson(
@@ -237,7 +240,7 @@ async def test_a_lesson_title_change_reaches_the_mirror():
data={TRIGGER_KEY: trigger, "what": "the old subject"},
project_id=None,
)
await _update(note, title=compose_title("the new subject", trigger))
await _update(note, title="the new subject")
assert note.data["what"] == "the new subject"
assert note.data[TRIGGER_KEY] == trigger
+4 -3
View File
@@ -67,7 +67,7 @@ async def test_a_lesson_is_a_row_the_database_accepts(owner_id):
value, and stays correct if it is gated with it."""
lesson = await notes_svc.create_note(
owner_id,
title=lessons_svc.compose_title(SUBJECT, TRIGGER),
title=SUBJECT,
body=f"**When to apply:** {TRIGGER}\n\nOne change at a time.",
note_type=lessons_svc.LESSON_NOTE_TYPE,
data={lessons_svc.TRIGGER_KEY: TRIGGER},
@@ -83,7 +83,8 @@ async def test_a_lesson_is_a_row_the_database_accepts(owner_id):
# and the readable body — because the vector is built from the text and
# the queries are built from the mirror.
assert lessons_svc.lesson_trigger(stored) == TRIGGER
assert stored.title == f"{SUBJECT}{TRIGGER}"
# The subject alone (milestone 427): the trigger is in `data` and the body.
assert stored.title == SUBJECT
assert "**When to apply:**" in (stored.body or "")
@@ -97,7 +98,7 @@ async def test_a_lesson_is_not_a_task(owner_id):
"""
lesson = await notes_svc.create_note(
owner_id,
title=lessons_svc.compose_title(SUBJECT, TRIGGER),
title=SUBJECT,
body="One change at a time.",
note_type=lessons_svc.LESSON_NOTE_TYPE,
)
+69 -57
View File
@@ -1,4 +1,4 @@
"""The document a lesson is embedded as (milestone 385 step 3).
"""The document a lesson is embedded as (milestone 385 step 3; milestone 427).
WHY THIS IS THE STEP THAT DECIDES THE MILESTONE
@@ -7,26 +7,20 @@ as ordinary prose is a note wearing a label: it would look right in every
listing and simply never be retrieved at the moment it applies, and nothing
anywhere would report that.
WHY THERE IS NO `lesson_document()` BESIDE `rule_document()`
WHERE THE SHARP SHAPE LIVES
The step anticipated one. There isn't, and the difference is where the sharp
shape LIVES rather than whether it exists.
A snippet, which note #2485 measured as the only sharp record in the corpus (a
0.153 top-to-second gap against 0.0100.023 for everything else), is sharp
because its document states its purpose twice: `name — when to use` as the
title, and again as the body's first line. A lesson follows the snippet.
A rule keeps its trigger in a column and its title is a plain name, so the
`{title}{trigger}` document has to be synthesised at embed time and exists
nowhere else — that is what `rule_document` is for. A snippet, which note #2485
measured as the only sharp record in the corpus (a 0.153 top-to-second gap
against 0.0100.023 for everything else), gets there the other way: its STORED
title is already the join and its stored body already opens with the trigger,
so the ordinary `title\\nbody` join is the sharp document. A lesson follows the
snippet, which is what step 1 decided and step 2 built.
Until milestone 427 that `subject — trigger` title was also the STORED title,
so every listing, menu and search row showed the trigger too — kilobytes of it.
Now the stored title is the subject, and `embeddings.document_title` joins the
trigger back from `data` at embed time. The embedded TEXT is what it always
was, which is the property these guards pin: nothing re-embeds, and the floors
tuned against these vectors stay calibrated.
The consequence worth stating: `chunk_document` is untouched, so
`CHUNKER_VERSION` does not move and nothing re-embeds. The step's "Re-embed"
section describes a change this design does not make.
These guards therefore assert the composed record, then assert that the generic
chunker turns it into the intended document — the two halves of the same claim.
No similarity number is asserted anywhere: a threshold pins the embedder's
behaviour rather than this code's, and breaks on a model change that is not a
regression.
@@ -34,18 +28,46 @@ regression.
from __future__ import annotations
from scribe.services import lessons as lessons_svc
from scribe.services.embeddings import chunk_document, embedding_text
from scribe.services.embeddings import chunk_document, document_title, embedding_text
TRIGGER = "a test fails on code you believe is correct"
SUBJECT = "Suspect the guard before the code"
INSIGHT = "Check whether the assertion still describes the property it was written for."
def _embedded(what: str, trigger: str, insight: str) -> tuple[str, str]:
"""The (title, body) the write path EMBEDS a lesson as — built the way
`notes.embed_note` builds it, from what `create_lesson` stores."""
title, body = lessons_svc.lesson_document(what, trigger, insight)
data = lessons_svc.compose_data(what, trigger)
return document_title(title, lessons_svc.LESSON_NOTE_TYPE, data, body), body
def test_the_stored_title_is_the_subject_alone():
"""Milestone 427. The trigger lives in `data` and the body's first line; the
title a listing shows is what the lesson is ABOUT."""
title, _ = lessons_svc.lesson_document(SUBJECT, TRIGGER, INSIGHT)
assert title == SUBJECT
def test_the_embedded_document_is_the_one_it_always_was():
"""THE no-re-embed guard. The document text must be byte-identical to what
a lesson embedded as when its stored title carried the trigger — and an
un-migrated row, whose stored title still does, must come out the same
rather than with the trigger twice."""
legacy_title = f"{SUBJECT}{TRIGGER}"
title, body = _embedded(SUBJECT, TRIGGER, INSIGHT)
assert title == legacy_title
data = lessons_svc.compose_data(SUBJECT, TRIGGER)
assert document_title(legacy_title, lessons_svc.LESSON_NOTE_TYPE, data, body) == legacy_title
def test_the_trigger_appears_twice_in_the_document():
"""THE guard. Purpose stated twice in a short document is the entire
measured cause of a snippet's sharpness, and it is the one property that
distinguishes a lesson's vector from a plain note's."""
title, body = lessons_svc.lesson_document(SUBJECT, TRIGGER, INSIGHT)
"""Purpose stated twice in a short document is the entire measured cause of
a snippet's sharpness, and it is the one property that distinguishes a
lesson's vector from a plain note's."""
title, body = _embedded(SUBJECT, TRIGGER, INSIGHT)
document = embedding_text(title, body)
assert document.count(TRIGGER) == 2
@@ -55,22 +77,28 @@ def test_the_trigger_appears_twice_in_the_document():
def test_the_document_leads_with_when_it_applies():
"""The title is `{what}{when}` and the body's FIRST line restates it, so
the opening of the document is about the situation rather than the topic.
A lesson buried behind a paragraph of narrative would rank on the
narrative."""
title, body = lessons_svc.lesson_document(SUBJECT, TRIGGER, INSIGHT)
"""The embedded title is `{what}{when}` and the body's FIRST line
restates it, so the opening of the document is about the situation rather
than the topic."""
title, body = _embedded(SUBJECT, TRIGGER, INSIGHT)
assert title == f"{SUBJECT}{TRIGGER}"
assert body.splitlines()[0] == f"**When to apply:** {TRIGGER}"
def test_the_trigger_reaches_the_document_even_without_the_mirror():
"""A row whose `data` lost its mirror still embeds sharply: the trigger is
read back from the body, the same fallback `lesson_trigger` has."""
title, body = lessons_svc.lesson_document(SUBJECT, TRIGGER, INSIGHT)
assert document_title(title, lessons_svc.LESSON_NOTE_TYPE, None, body) == (
f"{SUBJECT}{TRIGGER}"
)
def test_a_short_lesson_is_exactly_one_chunk():
"""`chunk_document`'s first contract line: a record inside the window
yields one chunk identical to the historical `title\\nbody`. A lesson that
split into several would spread the trigger's weight across vectors that
each carry less of it."""
title, body = lessons_svc.lesson_document(SUBJECT, TRIGGER, INSIGHT)
yields one chunk identical to the historical `title\\nbody`."""
title, body = _embedded(SUBJECT, TRIGGER, INSIGHT)
chunks = chunk_document(title, body)
assert len(chunks) == 1
@@ -78,26 +106,15 @@ def test_a_short_lesson_is_exactly_one_chunk():
def test_a_long_lesson_keeps_the_trigger_on_every_chunk():
"""The narrative question, answered by the chunker rather than by holding
the story out of the record.
`rule_document` excludes a rule's `why` because long dated narrative made
sixteen dev-logs land on the centroid of "development". That finding
predates chunking (#280): a body over budget is now split, and EVERY chunk
is prefixed with the title — which for a lesson carries the trigger. So the
story occupies its own vectors instead of averaging itself into the
trigger's, and each of those vectors is still anchored to when the lesson
applies.
This is why the insight stays in the body where a reader can see it. Holding
it out would cost the reader the only part that explains the lesson, to buy
a sharpness the chunker already provides.
"""Every chunk is prefixed with the embedded title, which carries the
trigger — so a long story occupies its own vectors instead of averaging
itself into the trigger's, and each is still anchored to when it applies.
"""
narrative = "\n\n".join(
f"## Section {i}\n" + ("An unrelated sentence about deployment. " * 40)
for i in range(6)
)
title, body = lessons_svc.lesson_document(SUBJECT, TRIGGER, narrative)
title, body = _embedded(SUBJECT, TRIGGER, narrative)
chunks = chunk_document(title, body)
assert len(chunks) > 1, "the fixture must actually exceed the chunk budget"
@@ -106,10 +123,8 @@ def test_a_long_lesson_keeps_the_trigger_on_every_chunk():
def test_a_lesson_with_no_trigger_still_embeds():
"""Degrades to title + insight, the way a rule with no trigger does — less
sharply, and still findable. That is an argument for prompting hard for a
trigger at write time, not for padding the document with whatever text is
to hand."""
title, body = lessons_svc.lesson_document(SUBJECT, "", INSIGHT)
sharply, and still findable."""
title, body = _embedded(SUBJECT, "", INSIGHT)
assert title == SUBJECT
assert body == INSIGHT
@@ -119,8 +134,7 @@ def test_a_lesson_with_no_trigger_still_embeds():
def test_the_composed_body_is_the_one_the_reader_is_parsed_back_from():
"""`compose_body` writes the trigger line and `lesson_trigger` reads it. A
lesson whose mirror in `data` is missing still answers correctly, so the
two must agree on the exact markdown — which is why neither is written by
hand at a call site."""
two must agree on the exact markdown."""
from types import SimpleNamespace
_, body = lessons_svc.lesson_document(SUBJECT, TRIGGER, INSIGHT)
@@ -130,10 +144,8 @@ def test_the_composed_body_is_the_one_the_reader_is_parsed_back_from():
def test_the_title_and_body_are_composed_by_one_call():
"""`lesson_document` returns both halves so they cannot be built apart. A
title carrying the trigger over a body that does not would embed as an
ordinary note, and every listing would still look correct."""
"""`lesson_document` returns both halves so they cannot be built apart."""
assert lessons_svc.lesson_document(SUBJECT, TRIGGER, INSIGHT) == (
lessons_svc.compose_title(SUBJECT, TRIGGER),
SUBJECT,
lessons_svc.compose_body(INSIGHT, TRIGGER),
)
+6 -4
View File
@@ -29,7 +29,6 @@ from types import SimpleNamespace
from scribe.services import knowledge as knowledge_svc
from scribe.services import lessons as lessons_svc
from scribe.services import snippets as snippets_svc
from scribe.services.embeddings import trigger_title
@@ -76,15 +75,18 @@ def test_one_join_builds_every_trigger_title():
expected = f"{subject}{trigger}"
assert trigger_title(subject, trigger) == expected
assert lessons_svc.compose_title(subject, trigger) == expected
assert snippets_svc.compose_title(subject, trigger) == expected
# The two note kinds reach it through the EMBEDDED title (milestone 427),
# from their own mirror key — never a hand-rolled join.
from scribe.services.embeddings import document_title
assert document_title(subject, "lesson", {"when_to_apply": trigger}) == expected
assert document_title(subject, "snippet", {"when_to_use": trigger}) == expected
def test_a_subject_with_no_trigger_degrades_to_the_subject():
"""It still embeds, just less sharply — an argument for backfilling
triggers, not for padding the title with whatever text is to hand."""
assert trigger_title("debounce", "") == "debounce"
assert lessons_svc.compose_title(" debounce ") == "debounce"
assert lessons_svc.lesson_document(" debounce ")[0] == "debounce"
assert trigger_title("", "when it applies") == "when it applies"
+2 -2
View File
@@ -214,13 +214,13 @@ def test_the_payload_reads_back_the_composed_fields():
"""A caller that wrote `when_to_apply` reads `when_to_apply` back, not a
body it has to parse."""
from tests.helpers import fake_lesson
from scribe.services.lessons import compose_body, compose_title, lesson_to_dict
from scribe.services.lessons import compose_body, lesson_to_dict
what = "Read the job log before waiting longer"
trigger = "a CI run has sat in_progress longer than its suite takes"
note = fake_lesson(
id=7,
title=compose_title(what, trigger),
title=what,
body=compose_body("The work is usually done.", trigger, [4181]),
data={"what": what, "when_to_apply": trigger, "taught_by": [4181]},
project_id=None,
+10 -6
View File
@@ -117,7 +117,8 @@ async def test_the_duplicate_gate_runs_before_anything_is_created():
@pytest.mark.asyncio
async def test_the_gate_compares_the_composed_document_not_the_raw_fields():
"""What reaches the gate is the title and body a lesson will actually be
stored as. Comparing `what` alone would miss that the trigger is half the
stored as, plus the `data` its EMBEDDED title is built from (milestone
427). Comparing `what` alone would miss that the trigger is half the
document, and would judge two lessons alike that rank nothing alike."""
_user_id_ctx.set(7)
gate = AsyncMock(return_value=None)
@@ -128,8 +129,9 @@ async def test_the_gate_compares_the_composed_document_not_the_raw_fields():
await create_lesson(what=SUBJECT, when_to_apply=TRIGGER, insight="Look.")
title, body = gate.await_args.args[1], gate.await_args.args[2]
assert title == f"{SUBJECT}{TRIGGER}"
assert title == SUBJECT
assert body.startswith(f"**When to apply:** {TRIGGER}")
assert gate.await_args.kwargs["data"]["when_to_apply"] == TRIGGER
assert gate.await_args.kwargs["note_type"] == "lesson"
@@ -157,9 +159,11 @@ def test_a_lesson_is_judged_at_the_trigger_dominated_bar():
@pytest.mark.asyncio
async def test_an_update_recomposes_both_halves_of_the_document():
"""A new trigger has to reach the title AND the head of the body. Patching
one would leave a lesson that reads correctly and ranks on the old
situation — the failure mode with no symptom."""
"""A new trigger has to reach the mirror AND the head of the body — the two
places the embedded document reads it from (milestone 427). Patching one
would leave a lesson that reads correctly and ranks on the old situation —
the failure mode with no symptom. The title stays the subject, even when
the stored one was an un-migrated composed title."""
_user_id_ctx.set(7)
stored = _stub_note(
title=f"{SUBJECT}{TRIGGER}",
@@ -172,7 +176,7 @@ async def test_an_update_recomposes_both_halves_of_the_document():
await lessons_svc.update_lesson(7, 1, when_to_apply="a guard goes red")
fields = updated.await_args.kwargs
assert fields["title"] == f"{SUBJECT} — a guard goes red"
assert fields["title"] == SUBJECT
assert fields["body"].startswith("**When to apply:** a guard goes red")
assert fields["data"]["when_to_apply"] == "a guard goes red"
+16 -8
View File
@@ -2,10 +2,18 @@
from scribe.services import snippets as s
def test_compose_title_with_and_without_usage():
assert s.compose_title("debounce", "rate-limit a callback") == "debounce — rate-limit a callback"
assert s.compose_title(" debounce ", "") == "debounce"
assert s.compose_title("debounce") == "debounce"
def test_the_embedded_title_joins_the_trigger_the_stored_one_does_not_carry():
"""Milestone 427: stored title = name; the trigger joins it at embed time,
idempotently, so an old composed title comes out the same."""
from scribe.services.embeddings import document_title
data = {"name": "debounce", "when_to_use": "rate-limit a callback"}
assert document_title("debounce", "snippet", data) == "debounce — rate-limit a callback"
assert document_title("debounce — rate-limit a callback", "snippet", data) == (
"debounce — rate-limit a callback"
)
assert document_title("debounce", "snippet", {"name": "debounce"}) == "debounce"
assert document_title("a — note", "note", data) == "a — note"
def test_compose_tags_lowercases_language_and_dedups():
@@ -32,7 +40,7 @@ def test_compose_body_bare_code_only():
def test_parse_round_trips_a_composed_snippet():
title = s.compose_title("useDebouncedRef", "debounce a reactive ref")
title = "useDebouncedRef"
body = s.compose_body(
code="const x = 1", language="ts", signature="useDebouncedRef(v, ms)",
when_to_use="debounce a reactive ref", repo="scribe",
@@ -241,9 +249,9 @@ def test_data_and_body_round_trip_to_the_same_fields():
name, when, sig, lang = ("debounce", "rate-limit a callback",
"debounce(fn, ms)", "ts")
locs = [{"repo": "web", "path": "src/util.ts", "symbol": "debounce"}]
# compose_body takes no `name` — the name lives in the title — so the two
# serializers get their own argument lists rather than a shared spread.
title = s.compose_title(name, when)
# compose_body takes no `name` — the name IS the title (milestone 427) — so
# the two serializers get their own argument lists rather than a shared spread.
title = name
body = s.compose_body(code="const x = 1", language=lang, signature=sig,
when_to_use=when, locations=locs, merged_from=[41, 42])
tags = s.compose_tags(lang)