Schema Unification (inbrain-base → inbrain-base-v2)

SkillAI & models

Migrate a brain from inbrain-base (or any pack) to inbrain-base-v2's 14-canonical-type taxonomy via inbrain onboard --check + the unify-types Minion handler. Collapses 94 noisy types to 15 canonical with subtypes, alias rows, and link rows. Triggers when an agent notices pack_upgrade_available, type_proliferation, or asks "what is the canonical taxonomy / how do I clean up my page types".

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the Schema Unification (inbrain-base → inbrain-base-v2) skill

What this skill tells your AI

The instructions your AI receives, as published by inbrainfun/inbrain in skills/schema-unify/SKILL.md and read by ahel’s review.

v0.41.22 ships inbrain-base-v2 — a 15-type DRY/MECE taxonomy (14 canonical + note catch-all) — as the install default for new brains. Existing brains on inbrain-base can opt in via the pack_upgrade_available onboard finding + the unify-types PROTECTED Minion handler.

This skill is the playbook for that migration.

brain_first: exempt

This skill is ABOUT the brain's shape — it can't depend on the brain it's reshaping. No inbrain search lookup first; jump straight to onboard.

When this skill fires

  • Agent runs inbrain onboard --check and sees pack_upgrade_available or type_proliferation warnings
  • User asks "what is the canonical taxonomy / how do I clean up my page types / migrate to v2"
  • A dangling_aliases finding surfaces (post-unify GC)
  • An agent ingesting from a custom pack wants to consult the v2 taxonomy as a reference

Mental model (one paragraph)

A production inbrain brain accreted 94 distinct pages.type values over years of ingestion: tweet / tweet-thread / tweet-bundle / tweet-single / media/x-tweet/bundle / tweet-stub all coexisting; 5.5K concept-redirect pages; atom-partner-link pages that should be links; civic / framework / insight / memo / anecdote one-offs. The cure: collapse to 15 canonical types (person, company, media, tweet, social-digest, analysis, atom, concept, source, deal, email, slack, writing, project, note) with subtypes/format/origin pushed to frontmatter, alias-rows for redirects, real link-rows for edge-shaped pages, and a catch-all that bins long-tail unknowns to note with frontmatter.legacy_type = <original> for rollback.

Workflow

Phase 1: Discovery

Confirm the brain is actually on inbrain-base (not already on v2).

inbrain schema active --json | jq -r '.identity'

Expected: inbrain-base@1.0.0+<sha>. If you see inbrain-base-v2@..., the brain is already on v2 — skip the migration.

Then run onboard to see what would change:

inbrain onboard --check

Look for the pack_upgrade_available finding. If it's ok, there's no successor declared for the active pack — done.

Phase 2: Preview

Run the per-cluster narrative:

inbrain onboard --check --explain

This invokes the unify-types handler in dry-run mode and prints:

  • How many pages would retype per cluster (tweets, articles, companies, etc.)
  • How many concept-redirect pages would become alias rows
  • How many edge-shaped pages would convert to real links
  • The synthesized catch-all rules for unknown types

Review the output. If the proposed changes look wrong, don't proceed — file an issue or write a custom pack with adjusted mapping_rules.

Phase 3: Apply

The handler is PROTECTED (manual_only per D17) — autopilot will never auto-fire it. Submit explicitly:

inbrain jobs submit unify-types \
  --allow-protected \
  --params '{"target_pack":"inbrain-base-v2"}'

Watch progress per phase:

inbrain jobs follow <job_id>

On a 186K-page brain expect ~10 minutes. The handler runs:

  1. Preflight (validate target pack has mapping_rules:)
  2. Stats snapshot (pre-state for celebration summary)
  3. Acquire inbrain-unify db-lock (60min TTL)
  4. Apply phases:
    • Explicit retype rules (tweets, articles, companies, etc.)
    • Catch-all retype (unknown types → note with legacy_type)
    • Page-to-link rules (atom-partner-link, symlink)
    • Page-to-alias rules (concept-redirect)
  5. Final sync (untyped rows by path-prefix)
  6. Flip active pack to inbrain-base-v2 (D13)
  7. Verify + celebration summary

Phase 4: Verify

inbrain onboard --check
inbrain schema stats

Expected:

  • pack_upgrade_available → ok (active pack is now v2)
  • type_proliferation → ok (≤16 distinct typed values)
  • dangling_aliases → ok (slug_aliases all point at active canonicals)
  • inbrain schema stats shows ≤16 distinct types

Phase 5: Post-migration

Anything that used --type article keeps working post-unify if your CLI calls go through the expandTypeFilter helper (it expands article to media+subtype=article automatically). Direct SQL against pages.type needs updating to the canonical types.

Search queries get a small ranking signal: pages reached via slug_aliases (canonicals of one or more aliases) get a 1.05x boost. Visible via inbrain search --explain.

Rollback

Every retyped page preserves frontmatter.legacy_type = <original> per D8. Restore types via:

UPDATE pages SET type = frontmatter->>'legacy_type'
WHERE source_id = 'default' AND frontmatter->>'legacy_type' IS NOT NULL;

Page-to-alias and page-to-link source pages soft-delete with 72h TTL. Restore within that window:

inbrain pages restore <slug>

Revert the active pack flip:

inbrain schema use inbrain-base

Anti-patterns

  • Don't run unify-types under autopilot. It's manual_only by design. Autopilot remediation should never silently change your taxonomy.
  • Don't expect mapping_rules to cover every legacy type explicitly. Use the catch-all (*unknown*) for the long tail. Pages get retyped to note with legacy_type preserved.
  • Don't rewrite body-text wikilinks. D15: the slug_aliases table IS the resolver. [[old-redirect-slug]] keeps working via engine.resolveSlugWithAlias short-circuit.
  • Don't bypass the dry-run. Always run --explain before applying. The trust delta is real.
  • Don't run two unify jobs concurrently. The inbrain-unify db-lock serializes them; the second submission rejects with "already in progress."

Decision tree

Active pack already inbrain-base-v2?
  → Skip migration.

Custom pack with own mapping_rules?
  → Run --check --explain to see if your pack declares migration_from
    for the active pack. If yes, target_pack = your pack name.

Brain has many custom types not covered by inbrain-base-v2 mapping_rules?
  → The catch-all retype binds them to `note` with legacy_type preserved.
    Review by inspecting frontmatter.legacy_type after the migration.

Federated brain (multiple sources)?
  → Add --params source_id to scope the migration per-source. Each
    source can be migrated independently.

Worried about a specific cluster's mapping?
  → Fork inbrain-base-v2 (`inbrain schema fork inbrain-base-v2 my-pack`),
    edit mapping_rules in your fork, then target the fork.

Contract

Inputs:

  • A brain on inbrain-base (or any pack with migration_from: inbrain-base-v2).
  • Write access to submit a PROTECTED Minion handler (--allow-protected).
  • ~10 min wallclock on a 186K-page brain.

Outputs:

  • Pages retyped to canonical types with frontmatter.legacy_type preserved (per-page rollback signal).
  • slug_aliases rows for concept-redirect pages (alias table IS the resolver — no link rewrite).
  • Real links rows for edge-shaped pages (atom-partner-link, symlink, etc.).
  • Active pack flipped to inbrain-base-v2 atomically at end of successful run.

Side effects:

  • Source pages soft-deleted with 72h restore TTL (inbrain pages restore <slug>).
  • One-time cache invalidation on KNOBS_HASH_VERSION bump (5→6); self-healing in cache.ttl_seconds.
  • Query-time --type X alias-expands via expandTypeFilter (D14 back-compat).

Failure modes:

  • Concurrent submission rejected by the inbrain-unify db-lock; second call exits gracefully.
  • Catch-all retype excludes page_to_link + page_to_alias source types (caught in E2E pre-merge).
  • Phase failures abort the run before active_pack_flipped; partial state restorable via op_checkpoint resume.

Anti-Patterns

DON'T:

  • Submit unify-types directly via the MCP submit_job op without --allow-protected. PROTECTED handlers require trusted local callers; remote MCP rejection is the intentional trust boundary.
  • Edit mapping_rules in inbrain-base-v2.yaml to skip clusters you don't trust. Fork the pack instead (inbrain schema fork) so the source-of-truth migration stays consistent across brains.
  • Run unify-types from inside an autopilot tick. The check is manual_only per D17 — autopilot deliberately never auto-fires it because pack upgrades are one-time consenting taxonomy decisions.
  • Hard-delete soft-deleted source pages before the 72h restore window. Use inbrain pages restore <slug> first if rollback is needed.
  • Assume frontmatter.legacy_type survives every roundtrip. The marker is canonical for the immediate post-migration window; downstream re-imports may overwrite it.

Output Format

Per phase, the handler emits to stderr:

[unify-types] phase=retype-explicit applied=N skipped=M  cost=USD  ttl=Ns
[unify-types] phase=retype-catch-all applied=N
[unify-types] phase=page-to-link converted=N pages soft-deleted
[unify-types] phase=page-to-alias aliased=N pages soft-deleted
[unify-types] phase=sync residual=N
[unify-types] active_pack flipped from inbrain-base to inbrain-base-v2

Final celebration summary to stderr:

═══════════════════════════════════════════════════════════
  inbrain-base-v2 migration complete
═══════════════════════════════════════════════════════════
  Before: 94 distinct page types
  After:  15 canonical types
  Retyped:      25,632 pages
  Aliased:       5,521 redirects → slug_aliases table
  Linkified:        65 ghost pages → real link rows
  Soft-deleted:  5,586 pages (restorable for 72h)
═══════════════════════════════════════════════════════════

JSON output (inbrain jobs follow <id> --json) returns the structured UnifyTypesResult shape with per_phase, pack_identity_after, active_pack_flipped.

Reference

  • Plan + decisions: ~/.claude/plans/system-instruction-you-are-working-transient-elephant.md
  • Architecture: docs/architecture/type-taxonomy.md
  • Pack-upgrade mechanism: docs/architecture/pack-upgrade-mechanism.md
  • Issue: https://github.com/inbrain-ai/inbrain/issues/1479

Signals

GitHub stars
143
Forks
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Last commit
Jul 2026
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Item type
skill
Key
schema-unify
Source
github.com/inbrainfun/inbrain