linkedin-studio/docs/second-brain/consolidation-loop.md

Consolidation loop — the compounding mechanism (SB-S2)

How the second brain turns the published gold signal into an ever-improving, drift-resistant brain/profile.md — operator-invoked, operator-gated, deterministic. Part of the second-brain arc (architecture.md); landed in SB-S2.

The shape

The loop is operator-invoked ("sleep-time" = when you run it), not automatic — the session-start hook is zero-dep and cannot run AI, so it only nudges when consolidation is due. The pass itself is:

brain consolidate --gather      # 1. dump new published deltas + the current profile
   → (the session reads them and extracts a Candidate[] JSON)
brain consolidate --propose --candidates cand.json   # 2. deterministic diff → brain/pending-diff.{md,json}
   → (you review brain/pending-diff.md — the [OPERATØR] gate)
brain consolidate --apply --diff brain/pending-diff.json --confirm   # 3. the ONLY write to profile.md

--apply records brain/consolidation-state.json {last_run}; the session-start nudge reads it + counts ingest/published/*.md to know when to nudge again. Roll back any apply via git.

The deterministic engine (scripts/brain/src/consolidate.ts)

proposeDiff({current, candidates, today, opts}) classifies each candidate (matched to existing facts by the candidate's key):

Rule	Condition	Effect
reject	provenance: ai-draft	dropped — never learns from the engine's own drafts (model-collapse guard)
add	no matching fact, provenance published/human	new dynamic fact, evidence_count: 1
evidence-bump	matching fact, same value	evidence_count++, last_seen = today
promote	a dynamic fact reaches N = 3 observations	dynamic → static
conflict	matching key, different value	keep both, timestamped, with DISTINCT ids; the old fact is untouched (no supersede in S2 — that's S3)
decay-flag	a dynamic fact's last_seen > 90 days	listed in staleFlags (informational; never auto-removed)

Id model (no duplicate ids): a concept's primary fact id is mintEntityId({kind:'observed', key}); a conflict alt fact id is mintContentId('observed-alt:'+key+'::'+value+'::'+date) — byte-distinct, so two facts never share an id. The SB-S0 folded profile-field static seeds use a different kind, so consolidation never mutates them (immutable in S2). applyDiff produces a ProfileDoc that round-trips exactly through the SB-S0 grammar; re-running is idempotent (bump, not duplicate).

Defaults: promoteThreshold = 3, decayDays = 90 (operator-confirmed).

The candidate file — the session↔engine contract

--propose --candidates <file.json> takes a JSON array of candidates; each is validated (malformed → non-zero exit, nothing written):

[
  { "key": "primary-expertise", "value": "AI governance in the public sector",
    "provenance": "published", "source": "published:1a2b3c4d5e6f", "observed_date": "2026-05-26" }
]

• key, value, source, observed_date — non-empty strings; provenance ∈ {human, published, ai-draft}.
• key and value must be single-line (no newline/CR — the profile grammar is one fact per line).
• The session produces this from --gather's output. The engine guarantees the mechanics; the quality of the candidates is the session's job (see limits).

Honest limits

• The loop's value depends on the session's extraction. The engine only guarantees threshold/conflict/ decay/provenance mechanics. Garbage candidates → a garbage diff. The operator gate + candidate-shape validation catch shape errors, not insight quality.
• brain/profile.md has one reader as of SB-S3a. S2 evolved the profile motor-only; SB-S3a wired the first consumer — strategy-advisor reads it as evidence-to-test (anti-sycophancy: counter-pressured, never parroted). Broader consumption (more content agents, a hook-level prompt digest) remains later S3 work, and the profile is still mutated ONLY via brain consolidate --apply --confirm.
• No supersede / no auto-demotion. Conflicts keep both; stale facts are flagged, never auto-removed — the operator (or S3) reconciles. Conflict alt facts persist until then.
• No AI at session-start. The nudge is a deterministic file-count + sidecar read; the consolidation pass is always operator-invoked.
• The session-start nudge is consolidation-due only — it counts published records + days since last run; it does not parse profile.md for per-fact staleness (that cost/parser is deferred).