brain-ingest-gate
garrytan/gbrain/skills/brain-ingest-gate/SKILL.md
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.
What's in it
- Brain Ingest Gate — Resolve and Dedup Before Anything Enters the Brain
- The Rule
- Why gbrain needs this gate
- When This Gate Fires
- What This Gate Owns vs Delegates
- Named-Entity Resolution Gate (runs FIRST)
- The rules
- Why a gate and not a memory note
- Dedup Gate (runs SECOND)
- Decision tree
- When to skip dedup
- Verification
- Contract
- Output Format
- When it fails
- Anti-Patterns
- Dedup (sharp boundaries)
---
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 applies in its purest form here: the entire gate IS a
# brain-first lookup performed at write time (entity card, alias-expanded
# search, read the top hit) before anything external or new is written.
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.
## When it fails
Follow the [agent operator protocol](../conventions/agent-operator-protocol.md) for any gbrain error `code`, exit code, `[AGENT]` block or notice block. Specific to this skill:
- The "is this already in the brain?" search is empty with a degraded notice: an empty keyword-only result is not proof the content is missing. Check by slug, URL or exact title before importing.
- `gbrain capture` / `put` returns `write_pending` (exit 10): the content is accepted. Poll `gbrain write-request <request_id>`; do not capture it again.
- `source_binding_required` or `insufficient_scope` on an MCP write: this connection cannot write that source. Tell the user which source and scope are missing; the brain host's operator grants them.
## 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.
More agent context in garrytan/gbrain
78 other files this repository gives its agents, the first 60 shown.
AGENTS.md
CLAUDE.md
llms.txt
Skill
- academic-verifyskills/academic-verify/SKILL.md
- archive-crawlerskills/archive-crawler/SKILL.md
- article-enrichmentskills/article-enrichment/SKILL.md
- ask-userskills/ask-user/SKILL.md
- blog-ingestskills/blog-ingest/SKILL.md
- book-mirrorskills/book-mirror/SKILL.md
- brain-link-disciplineskills/brain-link-discipline/SKILL.md
- brain-opsskills/brain-ops/SKILL.md
- brain-pdfskills/brain-pdf/SKILL.md
- brain-taxonomistskills/brain-taxonomist/SKILL.md
- briefingskills/briefing/SKILL.md
- bulk-ingestionskills/bulk-ingestion/SKILL.md
- captureskills/capture/SKILL.md
- chat-connectorsskills/chat-connectors/SKILL.md
- citation-fixerskills/citation-fixer/SKILL.md
- citation-graph-ingestskills/citation-graph-ingest/SKILL.md
- cold-startskills/cold-start/SKILL.md
- company-brainifyskills/company-brainify/SKILL.md
- concept-synthesisskills/concept-synthesis/SKILL.md
- context-auditskills/context-audit/SKILL.md
- conversation-archiveskills/conversation-archive/SKILL.md
- correction-pipelineskills/correction-pipeline/SKILL.md
- cron-schedulerskills/cron-scheduler/SKILL.md
- cross-modal-reviewskills/cross-modal-review/SKILL.md
- daily-task-managerskills/daily-task-manager/SKILL.md
- daily-task-prepskills/daily-task-prep/SKILL.md
- data-loss-gateskills/data-loss-gate/SKILL.md
- data-researchskills/data-research/SKILL.md
- db-repairskills/db-repair/SKILL.md
- draft-in-voiceskills/draft-in-voice/SKILL.md
- eiirpskills/eiirp/SKILL.md
- enrichskills/enrich/SKILL.md
- fact-checkskills/fact-check/SKILL.md
- frontmatter-guardskills/frontmatter-guard/SKILL.md
- functional-area-resolverskills/functional-area-resolver/SKILL.md
- gbrain-advisorskills/gbrain-advisor/SKILL.md
- gbrain-upgradeskills/gbrain-upgrade/SKILL.md
- google-loopsskills/google-loops/SKILL.md
- idea-ingestskills/idea-ingest/SKILL.md
- idea-lineageskills/idea-lineage/SKILL.md
- ingestskills/ingest/SKILL.md
- maintainskills/maintain/SKILL.md
- mcp-accessskills/mcp-access/SKILL.md
- measure-before-you-fixskills/measure-before-you-fix/SKILL.md
- media-ingestskills/media-ingest/SKILL.md
- meeting-ingestionskills/meeting-ingestion/SKILL.md
- migrateskills/migrate/SKILL.md
- minion-orchestratorskills/minion-orchestrator/SKILL.md
- perplexity-researchskills/perplexity-research/SKILL.md
- postgres-adoptskills/postgres-adopt/SKILL.md
- publishskills/publish/SKILL.md
- queryskills/query/SKILL.md
- remote-mcpskills/remote-mcp/SKILL.md
- repo-architectureskills/repo-architecture/SKILL.md
- reportsskills/reports/SKILL.md
- research-compendiumskills/research-compendium/SKILL.md
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