7 Commits
Author SHA1 Message Date
Andy Dixon 6fdc3908f5 feat(research): ablations, broadcast and self-model experiments, counterfactuals
A framework for testing functional properties of the architecture
(Part C). None of it claims consciousness; every measure has an
operational definition in research.Measures.

- Ablations (attention, memory retrieval, affect, metacognition,
  commitments, volition, global workspace, curiosity, association, goals,
  narrative, notifications) and workspace overrides (force a matching
  candidate in or out of admission) live in a fork's cognitive
  configuration. Original minds refuse them on create and update; only
  snapshot restores may carry them, so they are part of the configuration
  digest. Excluded candidates are recorded with fate "excluded".
- Self-model experiments override a fork's self-model (capabilities,
  identity, goals, knowledge gaps) without touching policy. When an
  action's effective policy disagrees with the self-model, cognition
  records a self_model_mismatch and corrects the entry; experiments report
  self-model accuracy and correction latency.
- Counterfactual experiments replay a mind's recorded stimuli from a
  snapshot with chosen events omitted; the report lists what differed in
  beliefs, wants, intentions, memories, attention and capability
  decisions, in a form introspection can cite.
- Experiments record a protocol (kind, independent variable, controlled
  variables, measures), per-variant volition, plan, downstream-by-category
  (events reachable from each stimulus through recorded links),
  introspection and self-model measures and event ranges; comparisons add
  want, intention and plan-capability overlap, measure ranges, a
  descriptive architecture share and a downstream delta; reproducibility
  is labelled against the previous run of the same definition.
- research.Agency computes want→intention, intention→action, abandonment,
  commitment fulfilment and conflict, blocked intentions, replanning,
  outcome success and introspection accuracy; MetacognitiveCalibration
  relates confidence and expressed uncertainty in replies to later belief
  revision, with Brier scores for each half of the period.
- The sandbox test harness gains volition, planning, agency and research
  but not the motivation hook, whose wall-clock decay would make replay
  comparisons timing-dependent.
2026-09-17 19:48:59 +01:00
Andy Dixon 03e2d7890a feat(cognition): wanting, intending and acting inside the cognitive cycle
Volition and planning now run as part of cognition (PLAN §8.2 item 3):

- A volition hook derives wants after each cycle from what it perceived
  and produced, satisfies answer wants when a reply is sent, raises due,
  overdue, expired and conflicting commitments, and expires faded wants.
  Events produced by earlier cycles are not re-derived.
- An intend process proposes deciding about the strongest undecided
  wants; the candidate competes for the workspace, so attention gates
  what the mind decides to pursue. The handler makes value tensions
  explicit (caution against disruptive writes, privacy against reading
  personal data), resolves them with recorded scores, runs deterministic
  formation with commitments, policy preview, goals and values, records
  the decision whatever it is, and plans a formed intention in the same
  transaction. Operator requests carry their own weight in formation.
- Explicit requests in conversation ("restart <unit>", "logs for <unit>",
  "fetch <url>") become wants with proposed means instead of direct
  invocations; the reply says the request was recorded and that acting
  depends on commitments and policy.
- The executor is woken after commits, runs in a scheduler-owned loop and
  reacts to the event bus: a new commitment tightens or abandons affected
  intentions (withdrawing their pending approvals), a weakened assumption
  or a finished goal triggers reconsideration. A tightened plan may reuse
  its strategy; a failed one may not.
- Metacognition gains volition checks: strong wants repeatedly set aside,
  intentions with no recorded reason, intentions a commitment forbids,
  commitments that cannot be kept, churn, repeated failed execution,
  cost outweighing value, and intentions that outlived their goal.
- A plan model role and prompt let a model propose decompositions that
  the planner validates. Ablations are a fork-only configuration field.
- Approvals required by an intention are described as coming from a
  commitment or value constraint. The expectation after an approved
  action is linked to the execution event, not the request.
- The wants.values column of the unreleased migration 0026 is renamed
  value_keys: VALUES is reserved and the generic snapshot restore does
  not quote identifiers.
- The hostile-output security test now uses a message that asks for no
  action, because an operator's "status of <unit>" is legitimately a
  read-only status check.
2026-09-15 21:04:07 +01:00
Andy Dixon 844de93c8b feat(experiments): cognitive forks per model with per-mind routing and comparison
A mind's configuration may override model routing per role (llm_roles);
the router honours it for that mind only and fails closed when the named
model is missing or disabled, so a comparison between providers can never
silently fall back to the default. Experiments may declare variants: each
becomes its own fork of the same snapshot with its own configuration,
personality or routing, receives identical stimuli, and is measured. The
results carry one entry per variant and a deterministic comparison: first
divergent stimulus, belief and attention overlap, mean score difference on
shared propositions, and the ranges of memory counts, goal counts, cost and
capability requests. Single-subject definitions are unchanged.
2026-08-20 22:26:42 +01:00
Andy Dixon 522de3b026 feat(replay): record runtime identity; label compatibility; analyse first divergence
Snapshots, replays and experiments now record the runtime they ran under:
build (module version, VCS commit, modified tree, commit time, Go version,
platform), schema version, a digest of the non-secret configuration that
ignores secret and credential changes, personality version, policy digest,
model routing including per-mind overrides, prompt versions, deterministic
subsystem versions and timezone. A replay compares its identity with the
snapshot's and is an exact-candidate, a different-build (differences
listed) or incompatible (schema differs; the replay stops before running).
The first non-exact step is analysed into events only in the recording,
events only in the replay, and the components they belong to, labelled as
inferred; live model calls are named as their own source of difference.
Migration 0022 is additive; unrecorded identities are reported as such.
2026-08-20 21:11:27 +01:00
Andy Dixon 2ac8752bac Phase 14: dreaming as an opt-in, budgeted, non-acting idle mode
- dreaming.Service: deterministic memory replay sample keyed by dream id,
  vocabulary-based association of unlinked memory pairs (similar_to edges +
  dream_association events), speculative hypotheses as hypothesis-kind beliefs
  with two weak memory citations (starts ~0.30, asserted <= 0.35)
- Run marks the context forbidden for capabilities before anything else;
  test proves Invoke refuses inside a dream
- per-mind settings: enabled (default off), hours window (wraps midnight),
  interval, model-call / memory / hypothesis caps; global pause switch
- optional model wording via new `dream` prompt (role hypothesise)
- promotion adds operator evidence, rejection retracts the belief; both
  audited and recorded as operator actions
- migration 0014, API, Dreams tab and page, noemactl dreams, docs/dreaming.md
2026-07-01 21:12:13 +01:00
Andy Dixon 703d080d13 feat: add metacognition, reflection, consolidation, narrative and notifications
Phase 10. Metacognition is a cognitive process with deterministic
self-checks (insufficient evidence, single-source reliance, model output
without evidence, repeated failed hypotheses, stale contradictions,
calibration overconfidence); its warnings compete for attention and,
when admitted, add counter-evidence or open an investigation goal.

Reflection reviews the period since the last run (prediction errors,
rejected beliefs, corrections, status changes, completed goals,
contradictions, calibration), turns repeated failures into procedural
lessons written once, and records a reflection event; a model may only
word the prose within the mind's budget.

Consolidation clusters unconsolidated episodes by shared stemmed terms,
creates a belief whose confidence is computed from the episodes as
evidence and a semantic memory linked to each episode by derived_from,
and records jobs with inputs and outputs. Wording may come from the
consolidate prompt within a per-run model budget; the job says which.
Operators can run, pause and reject; originals are never touched.

The narrative hook keeps a five-part first-person narrative built from
state and stored with narrative_updated events. The notification hook
applies explicit thresholded rules, aggregates repeats within a cooldown
and records suppressions with reasons. A scheduled job runs
consolidation and reflection per mind, switching the runtime mode while
it works. API, Background tab, notifications page with unread badge,
overview narrative and warnings, CLI commands, docs/cognition.md.
2026-06-28 22:19:38 +01:00
Andy Dixon fb34f08f40 feat: add mind model with versioned personality, templates and self-model
Phase 2. Minds are rows with a slug, status (active/disabled/archived),
cognitive configuration and a pointer to the current personality version.
Personalities are structured (identity, values, traits, communication,
behaviour, free text) with a deterministic Brief() used by prompts and the
editor preview. Every change appends a personality_versions row protected
by the append-only trigger; restore copies an old version forward.
Templates carry reusable personalities; minds record their overrides so a
template can be re-applied without losing mind-specific edits. The
self-model starts with structural limitations the mind cannot drop
(no policy changes, no influence over shutdown, no cross-mind access).

API, UI (list, overview, editor with sliders/diff/history/import/export,
template editor) and noemactl mind/template commands. All mutations are
audited with field-level diffs.
2026-06-15 22:17:01 +01:00