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brain-ingest-gate

Pre-write quality gate for content entering the brain. No raw copies: a bare cp/mv into the brain repo is a bug. Before any new page lands, resolve named entities registry-first (a vector score is a floor for prose, never a gate for named things), then run the read-the-top-hit dedup decision tree (clear-dup / plausible-dup / clear). Owns dedup; delegates enrichment to the shipped ingestion skills. Routing convention, not an operation-boundary enforcement.

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garrytan/gbrain
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2026년 8월 16일 14:28
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SKILL.md
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name
brain-ingest-gate
version
1.0.0
description
Pre-write quality gate for content entering the brain. No raw copies: a bare cp/mv into the brain repo is a bug. Before any new page lands, resolve named entities registry-first (a vector score is a floor for prose, never a gate for named things), then run the read-the-top-hit dedup decision tree (clear-dup / plausible-dup / clear). Owns dedup; delegates enrichment to the shipped ingestion skills. Routing convention, not an operation-boundary enforcement.
triggers
["move this to brain","migrate to brain","copy these files into the brain","is this already in the brain","check for duplicates before writing","dedup before saving","raw copy to brain"]
mutating
true
writes_pages
true
writes_to
["people/","companies/","concepts/","projects/"]
upstream
brain-ingest-gate@fc834ee
brain_first
true
# Brain Ingest Gate — Resolve and Dedup Before Anything Enters the Brain > **Convention:** see [conventions/brain-first.md](../conventions/brain-first.md) — > the lookup chain (`gbrain entity` → `search` → `query` → `get`) is the same > chain this gate runs before every write. > > **Convention:** see [_brain-filing-rules.md](../_brain-filing-rules.md) — > when the gate's verdict is "write", the primary subject picks the directory. > > **Convention:** `skills/conventions/quality.md` owns the cross-cutting page > rules (citations, Iron Law back-linking, notability) — every page the gate > lets through follows them. Gate-specific delta: the gate only decides > write/link/skip; the admitting skill applies the quality rules on write. ## The Rule **No content enters the brain without passing this gate. A raw `cp` or `mv` into the brain repo is a bug.** One insight, one place. If it already exists, link to it — don't clone it. Before any new page is written (file migration, bulk import, manual `gbrain put`, subagent output), two checks run in order: 1. **Named-Entity Resolution Gate** — is this about a named thing that already has a page under its chosen name? 2. **Dedup Gate** — does the brain already state this insight somewhere? **Scope honesty:** this gate is a routing convention — the harness resolves it into context when an ingest-shaped intent matches, and a well-behaved agent follows it. Nothing in the gbrain runtime mechanically blocks an unenriched or duplicate write if the skill never loads. ## Why gbrain needs this gate The native pipeline does NOT do semantic dedup for you: - **`gbrain import` / `gbrain sync` skip only matching frontmatter IDs.** Identical content under a different slug or ID indexes twice — every duplicate becomes a second search hit competing with the canonical page. - **`gbrain capture`'s dedup is a 24-hour exact content-hash** — it catches re-captures of identical bytes, not the same insight reworded. - **The `remember` verb dedupes facts, not pages.** Semantic dedup and named-entity resolution are this skill's job, in full. ## When This Gate Fires 1. **File migration** — moving files already in the workspace into the brain repo ("move this to brain"). 2. **Bulk imports** — batch moves of any kind into brain directories, BEFORE `gbrain sync` or `gbrain import` indexes them. For batches, also read [conventions/test-before-bulk.md](../conventions/test-before-bulk.md): gate 3-5 items and inspect the decisions before running the rest. 3. **Manual writes** — `gbrain put` or `gbrain capture` of rich content, or direct file writes into the brain repo. 4. **Subagent output** — background agents writing notes or pages into the brain. ## What This Gate Owns vs Delegates This skill is a **gate**, not a pipeline. It owns the pre-write checks below. Everything downstream of a "write" verdict is delegated to shipped skills — do not restate their steps here or inline: | Concern | Delegate to | |---|---| | Routing new external content (meetings, articles, media) | [ingest](../ingest/SKILL.md) | | Entity detection + notability on inbound content | [signal-detector](../signal-detector/SKILL.md) | | Creating/updating person + company pages, tiered effort, backlinks | [enrich](../enrich/SKILL.md) | | Concept pages, tiering, cluster synthesis | [concept-synthesis](../concept-synthesis/SKILL.md) | | Back-link enforcement (Iron Law) | [conventions/quality.md](../conventions/quality.md) | | Which directory the page lands in | [_brain-filing-rules.md](../_brain-filing-rules.md) | ## Named-Entity Resolution Gate (runs FIRST) **Fires whenever the content is about a NAMED project, place, company, person, or anything someone "wants to build / found / make."** Vector similarity alone cannot be trusted to catch named-entity dupes: a page stored under its chosen NAME will not embed close to the generic English phrase someone happens to describe it with. The classic failure: a search for a descriptive phrase scores the canonical named page below the prose floor, so a duplicate stub gets written on top of a years-old page. Stored by named meaning; retrieval attempted by literal generic phrase. ### The rules 1. **Resolve registry-first, not by the generic phrase.** gbrain's native registry is the entity surface: ```bash gbrain entity "<name>" # zero-LLM card: page, aka list, near-miss suggestions ``` A card hit means the page exists — STOP, link, don't clone. On a miss (or for concept-shaped nouns), fall through to `gbrain query "<name>" --limit 3`. If the brain also keeps an explicit index of named initiatives (e.g. a page under `concepts/`), read it before concluding anything is new. 2. **Expand through aliases before searching.** Named pages should carry an `aliases:` frontmatter list (generic label + chosen name + any nickname + signature phrase). Search EACH alias and the generic label, not just the phrase the user happened to say. 3. **A vector score is a floor for prose, NEVER a gate for named things.** If there is ANY plausible named match, open and read the candidate page (`gbrain get <slug>`) before concluding it doesn't exist. A named page can be the right answer at a score that would be a clear miss for prose. 4. **When a NEW named thing appears, bake its aliases in the same write.** Create the page with the full `aliases:` list so every future synonym resolves through `gbrain entity`. One frontmatter list covers all future phrasings — O(1), not a per-instance reminder. ### Why a gate and not a memory note A memory reminder ("query the real name, not the generic phrase") is a per-instance sticky note: it only works if it happens to be in hot context that turn, doesn't generalize to the next named entity, and rots. This skill loads when an ingest-shaped task routes here. Process rules belong in the triggered gate, not in hot memory. ## Dedup Gate (runs SECOND) Before writing ANY new page (for named things, the resolution gate above runs first and takes precedence): 1. **Extract the core claim** — 1-2 sentences capturing what's novel about the new content. 2. **Search for it:** ```bash gbrain search "<core claim>" --limit 5 ``` 3. **OPEN AND READ the top hit** (`gbrain get <slug>`). Never band on the score alone. Donor systems publish cosine cutoffs for this step — do NOT port them: `gbrain search` returns fused hybrid rank scores, not cosine similarity, and no numeric threshold maps across. The band comes from reading, not from the number. 4. **Assign a band:** | Band | Meaning | Action | |---|---|---| | **clear-dup** | The top hit already states the same insight about the same subject | STOP. Link to the existing page (`gbrain link` / `gbrain timeline-add`) instead of writing. | | **plausible-dup** | Same territory; possibly a new angle | Read both fully. Same insight → link, don't write. Genuinely new angle → write WITH a cross-link to the existing page. | | **clear** | Nothing in the top results covers the claim | Write normally through the delegated enrichment skills. | ### Decision tree ``` New content to write ├─ Named thing? → Named-Entity Resolution Gate first │ (entity card → alias-expanded search → READ the candidate) ├─ Extract core claim (1-2 sentences) ├─ gbrain search "<core claim>" --limit 5 └─ OPEN AND READ the top hit (gbrain get <slug>) ├─ clear-dup → STOP. Link to existing. Report "duplicate". ├─ plausible-dup → Read both. Same insight? │ ├─ yes → STOP. Link to existing. Report "duplicate". │ └─ no → Write with cross-link. Report "new angle". └─ clear → Write via enrichment skills. Report "unique". ``` ### When to skip dedup - **Operational/state files** — time-series records, not knowledge. - **Meeting transcripts** — each meeting is unique by definition (entities INSIDE it still go through the named-entity gate via the delegated skills). - **Timeline entries on existing pages** — back-links are additive, not duplicative. - **Media files** — dedup by filename/hash, not semantic similarity. ## Verification After the batch, verify the gate's output holds: ```bash gbrain check-backlinks check # mentioned entities link back (fix with: check-backlinks fix) gbrain backlinks <new-slug> # each new page has inbound links gbrain search "<core claim>" --limit 3 # the insight has exactly ONE home ``` If `check-backlinks check` reports gaps on pages the gate just admitted, the enrichment delegation was skipped — route back through [enrich](../enrich/SKILL.md) before declaring the ingest done. ## Contract This skill guarantees: - No new page enters the brain through this skill's flows without the named-entity resolution check and the dedup check running first. - Every "duplicate" verdict names the matched slug and produces a link or timeline entry instead of a clone. - New named-entity pages carry an `aliases:` frontmatter list in the same write that creates them. - Dedup bands are assigned by READING the top hit, never by score alone; no numeric similarity thresholds are used against gbrain's fused scores. - Enrichment is delegated to shipped skills (ingest, enrich, signal-detector, concept-synthesis) — never restated or reimplemented inline. - Batches end with a `gbrain check-backlinks check` verification pass. - Routing matches the canonical triggers in the frontmatter. - Output written under the directories listed in `writes_to:`. - Privacy contract preserved: no real names, no fork-specific filesystem path literals, no upstream-fork references. The full behavior contract is documented in the body sections above; this section exists for the conformance test. ## Output Format One decision line per item checked, then the verification result: ``` Ingest gate — 3 item(s) checked | item | entity resolution | band | action | |---|---|---|---| | notes-on-widget-co.md | resolved: companies/widget-co | clear-dup | linked (timeline entry on companies/widget-co) | | pricing-thesis.md | n/a (prose) | plausible-dup | new angle — written to concepts/ with cross-link to concepts/pricing-power | | charlie-example-intro.md | miss (near-miss: people/charlie-example) | — | read near-miss; same person → linked, no new page | Verification: check-backlinks check → 0 gaps on admitted pages ``` Every "linked" or "duplicate" row MUST name the matched slug. If any row says "written", the enrichment delegation (which skill handled it) should be recoverable from the conversation. ## Anti-Patterns - ❌ `cp file.md <brain-repo>/concepts/` — raw copy, no gate, no enrichment. - ❌ Bulk `mv` of a folder into the brain repo, then `gbrain sync` — sync happily indexes every duplicate; matching-ID skip will not save you. - ❌ Trusting a low vector score as proof a named thing has no page — named pages don't embed near generic descriptions of them. - ❌ Banding on the search score without opening the top hit. - ❌ Porting numeric dedup thresholds from other systems onto gbrain's fused scores. - ❌ Writing a new named page without its `aliases:` list — the next synonym creates the next duplicate. - ❌ Reimplementing entity detection, backlinking, or concept linking inline instead of delegating to the shipped skills. - ❌ Skipping the gate because the write is "just one page" via `gbrain put` — single manual writes are where duplicate stubs come from. ## Dedup (sharp boundaries) - **[capture](../capture/SKILL.md)** — the quick-save front door; its dedup is a 24h exact content-hash on identical bytes. This gate is the SEMANTIC + named-entity layer for content entering the brain as real pages (migrations, bulk imports, inbox graduation). "capture this thought" → capture; "migrate these files into the brain" → this gate. - **[ingest](../ingest/SKILL.md)** — the router for NEW external content (meetings, articles, media) and its enrichment pipeline. ingest decides what to DO with content; this gate decides whether a page should EXIST at all. The gate fires before the write; ingest and its specialized skills handle everything after a "write" verdict. - **[enrich](../enrich/SKILL.md)** — page creation/update mechanics (tiers, citations, timelines, backlinks) AFTER this gate says "write" or "link". - **[concept-synthesis](../concept-synthesis/SKILL.md)** — retroactive, at-scale dedup of concept stubs that already slipped in. This gate is prevention at write time; concept-synthesis is the cleanup pass. "dedupe my existing concepts" → concept-synthesis. - **frontmatter-guard (host-side)** — the same standalone-gate pattern on an orthogonal axis: structural validity of what's written vs (here) semantic novelty of whether to write. - **[bulk-ingestion](../bulk-ingestion/SKILL.md)** — the bulk sibling. Its pipeline dedup key (`source + source_id`) only makes RE-RUNS idempotent; it does not catch cross-source duplicates or resolve named entities. This gate is the semantic + named-entity layer bulk-ingestion runs on its Phase 3 trial items and bakes into the codified pipeline (its Phase 1d/6). "Build a large-corpus pipeline" → bulk-ingestion; "does this page already exist before I write it" → this gate. - **[data-loss-gate](../data-loss-gate/SKILL.md)** — the inverse gate: it stops data LEAVING the brain without confirmation; this gate stops data ENTERING without resolution + dedup.
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