Files
noema/internal/snapshots/archive.go
T
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

655 lines
22 KiB
Go

// Package snapshots captures a mind's state as a self-describing archive,
// restores archives into new minds (fork, import) and compares minds.
//
// An archive is JSON: identity, personality, configuration and the rows of
// every mind-scoped state table. Cognitive history (events) is not copied: a
// fork shares it by reference through forked_from_snapshot → event_seq. Every
// id inside an archive is remapped on restore, so an archive can never
// overwrite existing rows, and imported archives are treated as hostile:
// bounded size, allow-listed tables, checksum, no secrets.
package snapshots
import (
"context"
"crypto/sha256"
"encoding/hex"
"encoding/json"
"errors"
"fmt"
"regexp"
"sort"
"strings"
"time"
"github.com/jackc/pgx/v5"
"github.com/jackc/pgx/v5/pgxpool"
evstore "github.com/andydixon/noema/internal/events"
"github.com/andydixon/noema/internal/identity"
"github.com/andydixon/noema/internal/minds"
"github.com/andydixon/noema/internal/storage"
"github.com/andydixon/noema/pkg/ids"
)
// Kind and Version identify the archive format.
const (
Kind = "noema.mind-archive"
Version = 1
// MaxArchiveBytes bounds what import will parse.
MaxArchiveBytes = 32 << 20
// MaxRows bounds rows per table on import.
MaxRows = 200_000
)
// Tables lists the state tables copied, in insertion order (parents before
// children; rows within a table are ordered by id, and UUIDv7 ids are
// time-ordered, so self-references resolve). Anything not listed (events,
// llm_calls, approvals, integrations, job logs, notifications) stays with
// the original mind.
var Tables = []string{
"workspace_states", "self_models", "drives", "affect_states",
"goals", "beliefs", "belief_evidence", "belief_alternatives", "belief_versions", "belief_links",
"memories", "memory_relationships", "predictions", "prediction_results",
"entities", "entity_relationships", "entity_links", "corrections", "policies",
"conversations", "messages",
"wants", "want_conflicts", "commitments", "intentions", "plans", "plan_steps", "volition_decisions",
}
// keyedByMind are tables whose primary key includes mind_id; a fresh mind may
// already hold a row, so restore upserts them.
var keyedByMind = map[string]string{"workspace_states": "mind_id", "self_models": "mind_id", "affect_states": "mind_id", "drives": "mind_id, name"}
// Archive is the portable form of a mind's state.
type Archive struct {
Kind string `json:"kind"`
Version int `json:"version"`
CreatedAt time.Time `json:"created_at"`
Source Source `json:"source"`
Mind MindInfo `json:"mind"`
// Tables maps table name → rows (column → value, as JSON).
Tables map[string][]map[string]any `json:"tables"`
Checksum string `json:"checksum"`
// Redacted lists row ids whose content was removed from this archive
// after capture under a privacy redaction; the checksum covers the
// scrubbed content.
Redacted []string `json:"redacted,omitempty"`
}
// Source records where an archive came from.
type Source struct {
MindID ids.ID `json:"mind_id"`
Slug string `json:"slug"`
EventSeq int64 `json:"event_seq"`
Noema string `json:"noema"`
}
// MindInfo carries the identity part of an archive.
type MindInfo struct {
Slug string `json:"slug"`
DisplayName string `json:"display_name"`
Notes string `json:"notes"`
Status string `json:"status"`
PersonalityVersion int `json:"personality_version"`
Personality minds.Personality `json:"personality"`
Config minds.CognitiveConfig `json:"config"`
}
// Counts summarises an archive.
func (a Archive) Counts() map[string]int {
out := map[string]int{}
for t, rows := range a.Tables {
if len(rows) > 0 {
out[t] = len(rows)
}
}
return out
}
// canonical returns the JSON the checksum covers (everything but the checksum).
func (a Archive) canonical() []byte {
c := a
c.Checksum = ""
b, _ := json.Marshal(c) // encoding/json sorts map keys, so this is stable
return b
}
// Sum computes the archive checksum.
func Sum(a Archive) string {
h := sha256.Sum256(a.canonical())
return "sha256:" + hex.EncodeToString(h[:])
}
// ErrInvalid marks an archive that fails validation.
var ErrInvalid = errors.New("snapshots: invalid archive")
var tableSet = func() map[string]bool {
m := map[string]bool{}
for _, t := range Tables {
m[t] = true
}
return m
}()
var slugRe = regexp.MustCompile(`^[a-z0-9][a-z0-9-]{0,62}$`)
// Validate checks structure, bounds and checksum. It does not trust anything
// inside rows; restore remaps every id and forces mind_id.
func Validate(a Archive) error {
if a.Kind != Kind {
return fmt.Errorf("%w: kind %q", ErrInvalid, a.Kind)
}
if a.Version != Version {
return fmt.Errorf("%w: unsupported version %d", ErrInvalid, a.Version)
}
if a.Checksum == "" || a.Checksum != Sum(a) {
return fmt.Errorf("%w: checksum mismatch", ErrInvalid)
}
if !slugRe.MatchString(a.Mind.Slug) {
return fmt.Errorf("%w: bad slug", ErrInvalid)
}
total := 0
for t, rows := range a.Tables {
if !tableSet[t] {
return fmt.Errorf("%w: unknown table %q", ErrInvalid, t)
}
if len(rows) > MaxRows {
return fmt.Errorf("%w: table %s has too many rows", ErrInvalid, t)
}
total += len(rows)
for _, r := range rows {
for k := range r {
if !colRe.MatchString(k) {
return fmt.Errorf("%w: bad column name in %s", ErrInvalid, t)
}
}
}
}
if total > 4*MaxRows {
return fmt.Errorf("%w: too many rows", ErrInvalid)
}
return nil
}
var colRe = regexp.MustCompile(`^[a-z_][a-z0-9_]{0,62}$`)
// Capture builds an archive from the live state of a mind.
func Capture(ctx context.Context, db *pgxpool.Pool, es *evstore.Store, m minds.Mind) (Archive, error) {
a := Archive{Kind: Kind, Version: Version, CreatedAt: time.Now().UTC(), Tables: map[string][]map[string]any{},
Source: Source{MindID: m.ID, Slug: m.Slug, Noema: "noema/1"},
Mind: MindInfo{Slug: m.Slug, DisplayName: m.DisplayName, Notes: m.Notes, Status: string(m.Status), PersonalityVersion: m.PersonalityVersion, Personality: m.Personality, Config: m.Config}}
if last, err := es.Query(ctx, evstore.Filter{MindID: m.ID, Limit: 1}); err == nil && len(last) > 0 {
a.Source.EventSeq = last[0].Seq
}
cols, err := columns(ctx, db)
if err != nil {
return a, err
}
for _, t := range Tables {
cs := cols[t]
if len(cs) == 0 {
continue
}
order := "mind_id"
if contains(cs, "id") {
order = "id"
} else if t == "drives" {
order = "name"
}
rows, err := db.Query(ctx, fmt.Sprintf(`SELECT to_jsonb(t) - 'search' FROM %s t WHERE mind_id=$1 ORDER BY %s`, t, order), m.ID)
if err != nil {
return a, fmt.Errorf("capture %s: %w", t, err)
}
var out []map[string]any
for rows.Next() {
var raw []byte
if err := rows.Scan(&raw); err != nil {
rows.Close()
return a, err
}
var row map[string]any
if err := json.Unmarshal(raw, &row); err != nil {
rows.Close()
return a, err
}
out = append(out, row)
}
rows.Close()
if err := rows.Err(); err != nil {
return a, err
}
if out != nil {
a.Tables[t] = out
}
}
a.Checksum = Sum(a)
return a, nil
}
// columns returns insertable (non-generated) columns for every archive table.
func columns(ctx context.Context, db *pgxpool.Pool) (map[string][]string, error) {
rows, err := db.Query(ctx, `SELECT table_name, column_name FROM information_schema.columns WHERE table_schema=current_schema() AND is_generated='NEVER' AND table_name = ANY($1) ORDER BY table_name, ordinal_position`, Tables)
if err != nil {
return nil, err
}
defer rows.Close()
out := map[string][]string{}
for rows.Next() {
var t, c string
if err := rows.Scan(&t, &c); err != nil {
return nil, err
}
out[t] = append(out[t], c)
}
return out, rows.Err()
}
func contains(xs []string, x string) bool {
for _, s := range xs {
if s == x {
return true
}
}
return false
}
var uuidRe = regexp.MustCompile(`^[0-9a-f]{8}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{12}$`)
// AuthorityTables hold rows that grant or shape authority rather than
// describe cognitive state. Import never restores them: an archive from
// elsewhere must not arrive carrying ALLOW rules (THREAT_MODEL T16). Fork
// restores them only when the operator asks explicitly (InheritPolicies), so
// a fork never inherits broad operational authority by accident.
var AuthorityTables = map[string]bool{"policies": true}
// Restore writes an archive's rows into mind `into`. Every row id found in
// the archive gets a fresh id and all references to it (any uuid-shaped
// string anywhere in the rows, including arrays and JSON detail) follow.
// References to ids not in the archive (events, templates) are kept: that
// is how history stays shared by reference. Must run in the caller's
// transaction after the mind row exists. Tables named in skip are not
// written; the returned map reports how many rows were omitted per table.
func Restore(ctx context.Context, tx pgx.Tx, cols map[string][]string, a Archive, into ids.ID, skip map[string]bool) (map[string]int, error) {
omitted := map[string]int{}
remap := map[string]string{a.Source.MindID.String(): into.String()}
for _, t := range Tables {
for _, r := range a.Tables[t] {
if id, ok := r["id"].(string); ok && uuidRe.MatchString(id) {
if _, seen := remap[id]; !seen {
remap[id] = ids.New().String()
}
}
}
}
for _, t := range Tables {
rows := a.Tables[t]
if len(rows) == 0 {
continue
}
if skip[t] {
omitted[t] = len(rows)
continue
}
cs := cols[t]
if len(cs) == 0 {
return omitted, fmt.Errorf("%w: table %s not present", ErrInvalid, t)
}
conflict := ""
if key, ok := keyedByMind[t]; ok {
var sets []string
for _, c := range cs {
if c != "mind_id" && c != "name" {
sets = append(sets, c+"=EXCLUDED."+c)
}
}
conflict = fmt.Sprintf(" ON CONFLICT (%s) DO UPDATE SET %s", key, strings.Join(sets, ", "))
}
colList := strings.Join(cs, ", ")
sql := fmt.Sprintf(`INSERT INTO %s (%s) SELECT %s FROM jsonb_populate_record(NULL::%s, $1)%s`, t, colList, colList, t, conflict)
for _, r := range rows {
row := remapValue(r, remap).(map[string]any)
row["mind_id"] = into.String()
b, _ := json.Marshal(row)
if _, err := tx.Exec(ctx, sql, b); err != nil {
return omitted, fmt.Errorf("restore %s: %w", t, err)
}
}
}
return omitted, nil
}
func remapValue(v any, remap map[string]string) any {
switch x := v.(type) {
case string:
if n, ok := remap[x]; ok {
return n
}
return x
case []any:
out := make([]any, len(x))
for i, e := range x {
out[i] = remapValue(e, remap)
}
return out
case map[string]any:
out := make(map[string]any, len(x))
for k, e := range x {
out[k] = remapValue(e, remap)
}
return out
}
return v
}
// Snapshot is a stored archive.
type Snapshot struct {
ID ids.ID `json:"id"`
MindID ids.ID `json:"mind_id"`
Name string `json:"name"`
Note string `json:"note"`
EventSeq int64 `json:"event_seq"`
Checksum string `json:"checksum"`
SizeBytes int `json:"size_bytes"`
Counts map[string]int `json:"counts"`
CreatedBy string `json:"created_by"`
CreatedAt time.Time `json:"created_at"`
Identity identity.Identity `json:"identity"` // the runtime that captured it
}
// Store persists snapshots and performs forks and imports.
type Store struct {
DB *pgxpool.Pool
Events *evstore.Store
Minds *minds.Store
Identity *identity.Capturer // nil records build information only
}
// Create captures and stores a snapshot.
func (s *Store) Create(ctx context.Context, m minds.Mind, name, note, by string) (Snapshot, error) {
a, err := Capture(ctx, s.DB, s.Events, m)
if err != nil {
return Snapshot{}, err
}
if strings.TrimSpace(name) == "" {
name = m.Slug + " @ " + a.CreatedAt.Format("2006-01-02 15:04")
}
raw, _ := json.Marshal(a)
counts, _ := json.Marshal(a.Counts())
sn := Snapshot{ID: ids.New(), MindID: m.ID, Name: name, Note: note, EventSeq: a.Source.EventSeq, Checksum: a.Checksum, SizeBytes: len(raw), Counts: a.Counts(), CreatedBy: by, CreatedAt: time.Now(), Identity: s.Identity.Capture(ctx, m.ID)}
idj, _ := json.Marshal(sn.Identity)
_, err = s.DB.Exec(ctx, `INSERT INTO snapshots (id, mind_id, name, note, event_seq, checksum, size_bytes, counts, archive, created_by, created_at, identity) VALUES ($1,$2,$3,$4,$5,$6,$7,$8,$9,$10,$11,$12)`,
sn.ID, sn.MindID, sn.Name, sn.Note, sn.EventSeq, sn.Checksum, sn.SizeBytes, counts, raw, sn.CreatedBy, sn.CreatedAt, idj)
return sn, err
}
const snapCols = `id, mind_id, name, note, event_seq, checksum, size_bytes, counts, created_by, created_at, identity`
func scanSnap(row pgx.Row) (Snapshot, error) {
var sn Snapshot
var counts, idj []byte
if err := row.Scan(&sn.ID, &sn.MindID, &sn.Name, &sn.Note, &sn.EventSeq, &sn.Checksum, &sn.SizeBytes, &counts, &sn.CreatedBy, &sn.CreatedAt, &idj); err != nil {
return sn, storage.Translate(err)
}
json.Unmarshal(counts, &sn.Counts) //nolint:errcheck
json.Unmarshal(idj, &sn.Identity) //nolint:errcheck
return sn, nil
}
// Get returns snapshot metadata.
func (s *Store) Get(ctx context.Context, id ids.ID) (Snapshot, error) {
return scanSnap(s.DB.QueryRow(ctx, `SELECT `+snapCols+` FROM snapshots WHERE id=$1`, id))
}
// Archive loads the stored archive of a snapshot.
func (s *Store) Archive(ctx context.Context, id ids.ID) (Archive, error) {
var raw []byte
if err := s.DB.QueryRow(ctx, `SELECT archive FROM snapshots WHERE id=$1`, id).Scan(&raw); err != nil {
return Archive{}, storage.Translate(err)
}
var a Archive
return a, json.Unmarshal(raw, &a)
}
// List returns snapshots for a mind (or all when mind is Nil), newest first.
func (s *Store) List(ctx context.Context, mind ids.ID, limit int) ([]Snapshot, error) {
if limit <= 0 || limit > 500 {
limit = 50
}
rows, err := s.DB.Query(ctx, `SELECT `+snapCols+` FROM snapshots WHERE ($1 = '00000000-0000-0000-0000-000000000000'::uuid OR mind_id=$1) ORDER BY created_at DESC LIMIT $2`, mind, limit)
if err != nil {
return nil, err
}
defer rows.Close()
var out []Snapshot
for rows.Next() {
sn, err := scanSnap(rows)
if err != nil {
return nil, err
}
out = append(out, sn)
}
return out, rows.Err()
}
// Delete removes a snapshot that nothing references.
func (s *Store) Delete(ctx context.Context, id ids.ID) error {
_, err := s.DB.Exec(ctx, `DELETE FROM snapshots WHERE id=$1`, id)
return storage.Translate(err)
}
// ForkOptions shape a restore into a new mind.
type ForkOptions struct {
Slug, DisplayName, Notes string
Status minds.Status // default active
Config *minds.CognitiveConfig
Personality *minds.Personality
By string
// OmitAuthority skips AuthorityTables (policies). Import always sets it;
// Fork sets it unless InheritPolicies.
OmitAuthority bool
// InheritPolicies copies the source mind's policies into a fork. It is an
// explicit, audited operator choice; experiments and replays never set it.
InheritPolicies bool
// Omitted is filled by the restore with the rows skipped per table.
Omitted map[string]int
}
// Fork creates a new mind from a snapshot. The new mind's state equals the
// snapshot; its history starts empty and links back through
// forked_from_snapshot to the shared past.
func (s *Store) Fork(ctx context.Context, snapshotID ids.ID, o ForkOptions) (minds.Mind, error) {
a, err := s.Archive(ctx, snapshotID)
if err != nil {
return minds.Mind{}, err
}
o.OmitAuthority = !o.InheritPolicies
m, err := s.restoreNew(ctx, a, &o)
if err != nil {
return m, err
}
if _, err := s.DB.Exec(ctx, `UPDATE minds SET forked_from_mind=$2, forked_from_snapshot=$3 WHERE id=$1`, m.ID, a.Source.MindID, snapshotID); err != nil {
return m, err
}
return s.Minds.Get(ctx, m.ID)
}
// Import validates a hostile archive and restores it into a new mind.
// Authority-bearing tables are never imported: an archive is data about a
// mind, not a grant of permissions on this instance. The number of skipped
// rows is reported in o.Omitted when the caller passes a pointer-free copy;
// use ImportReport to receive it.
func (s *Store) Import(ctx context.Context, a Archive, o ForkOptions) (minds.Mind, error) {
m, _, err := s.ImportReport(ctx, a, o)
return m, err
}
// ImportReport is Import that also returns the rows omitted per table.
func (s *Store) ImportReport(ctx context.Context, a Archive, o ForkOptions) (minds.Mind, map[string]int, error) {
if err := Validate(a); err != nil {
return minds.Mind{}, nil, err
}
o.OmitAuthority = true
m, err := s.restoreNew(ctx, a, &o)
return m, o.Omitted, err
}
func (s *Store) restoreNew(ctx context.Context, a Archive, o *ForkOptions) (minds.Mind, error) {
cfg := a.Mind.Config
if o.Config != nil {
cfg = *o.Config
}
cfg.Normalise()
p := a.Mind.Personality
if o.Personality != nil {
p = *o.Personality
}
if o.Slug == "" {
o.Slug = a.Mind.Slug
}
if o.DisplayName == "" {
o.DisplayName = o.Slug
}
p.Identity.Name, p.Identity.DisplayName = o.DisplayName, o.DisplayName
notes := o.Notes
if notes == "" {
notes = "restored from archive of " + a.Source.Slug + " at event " + fmt.Sprint(a.Source.EventSeq)
}
m, err := s.Minds.Create(ctx, minds.CreateParams{Slug: o.Slug, DisplayName: o.DisplayName, Personality: &p, Config: &cfg, Notes: notes, CreatedBy: o.By, Research: true})
if err != nil {
return minds.Mind{}, err
}
cols, err := columns(ctx, s.DB)
if err != nil {
return m, err
}
var skip map[string]bool
if o.OmitAuthority {
skip = AuthorityTables
}
err = storage.Tx(ctx, s.DB, func(tx pgx.Tx) error {
omitted, err := Restore(ctx, tx, cols, a, m.ID, skip)
o.Omitted = omitted
if err != nil {
return err
}
if err := quiesceInherited(ctx, tx, m.ID, a.Source.Slug); err != nil {
return err
}
if o.Status != "" && o.Status != minds.StatusActive {
if _, err := tx.Exec(ctx, `UPDATE minds SET status=$2 WHERE id=$1`, m.ID, string(o.Status)); err != nil {
return err
}
}
return nil
})
if err != nil {
// Leave no half-restored mind behind.
s.DB.Exec(ctx, `UPDATE minds SET status='archived', notes=notes||' (restore failed: '||$2||')' WHERE id=$1`, m.ID, err.Error()) //nolint:errcheck
return m, err
}
return s.Minds.Get(ctx, m.ID)
}
// quiesceInherited stops work a new mind inherited mid-flight. Intentions
// and plans are cognitive state and are kept, but approvals, grants and
// executions belong to the source mind, so nothing inherited may continue
// acting: open steps are blocked, open plans blocked and live intentions
// suspended, each with the reason recorded. The new mind's own cognition
// or an operator can take them up again under its own policy.
func quiesceInherited(ctx context.Context, tx pgx.Tx, mind ids.ID, source string) error {
reason := "inherited from " + source + " mid-flight; approvals, grants and executions are not inherited"
if _, err := tx.Exec(ctx, `UPDATE plan_steps SET status='blocked', status_reason=$2, lease_until=NULL, approval_id=NULL, request_id=NULL
WHERE mind_id=$1 AND status IN ('ready','executing','awaiting_approval','awaiting_grant','waiting')`, mind, reason); err != nil {
return err
}
if _, err := tx.Exec(ctx, `UPDATE plans SET status='blocked', status_reason=$2 WHERE mind_id=$1 AND status IN ('validated','waiting','executing','awaiting_approval','replanning')`, mind, reason); err != nil {
return err
}
_, err := tx.Exec(ctx, `UPDATE intentions SET status='suspended', status_reason=$2 WHERE mind_id=$1 AND status IN ('proposed','active','blocked')`, mind, reason)
return err
}
// SortedTables returns table names present in an archive, for display.
func SortedTables(a Archive) []string {
var out []string
for t := range a.Tables {
out = append(out, t)
}
sort.Strings(out)
return out
}
// Scrub removes the content of a redacted row from every stored archive of
// the mind, recording the id in the archive and re-signing it. Returns the
// number of archives changed. Events and model calls are never in archives.
func (s *Store) Scrub(ctx context.Context, mind ids.ID, kind string, id ids.ID) (int, error) {
rows, err := s.DB.Query(ctx, `SELECT id, archive FROM snapshots WHERE mind_id=$1`, mind)
if err != nil {
return 0, err
}
type snap struct {
id ids.ID
raw []byte
}
var snaps []snap
for rows.Next() {
var sn snap
if err := rows.Scan(&sn.id, &sn.raw); err != nil {
rows.Close()
return 0, err
}
snaps = append(snaps, sn)
}
rows.Close()
changed := 0
target := id.String()
for _, sn := range snaps {
var a Archive
if err := json.Unmarshal(sn.raw, &a); err != nil {
continue
}
if !scrubArchive(&a, kind, target) {
continue
}
a.Redacted = append(a.Redacted, target)
a.Checksum = Sum(a)
raw, _ := json.Marshal(a)
counts, _ := json.Marshal(a.Counts())
if _, err := s.DB.Exec(ctx, `UPDATE snapshots SET archive=$2, checksum=$3, size_bytes=$4, counts=$5 WHERE id=$1`, sn.id, raw, a.Checksum, len(raw), counts); err != nil {
return changed, err
}
changed++
}
return changed, nil
}
// scrubArchive replaces the content fields of the matching rows in place.
func scrubArchive(a *Archive, kind, id string) bool {
changed := false
replace := func(table string, match func(r map[string]any) bool, fields map[string]any) {
for _, r := range a.Tables[table] {
if match(r) {
for k, v := range fields {
if _, ok := r[k]; ok {
r[k] = v
}
}
changed = true
}
}
}
byID := func(r map[string]any) bool { return r["id"] == id }
switch kind {
case "memory":
replace("memories", byID, map[string]any{"content": "[redacted]", "detail": map[string]any{"redacted": true}})
case "message":
replace("messages", byID, map[string]any{"content": "[redacted]", "intent": nil})
case "belief":
replace("beliefs", byID, map[string]any{"proposition": "[redacted]", "detail": map[string]any{"redacted": true}})
byBelief := func(r map[string]any) bool { return r["belief_id"] == id }
replace("belief_versions", byBelief, map[string]any{"proposition": "[redacted]", "reason": "[redacted]"})
replace("belief_evidence", byBelief, map[string]any{"note": "[redacted]"})
replace("belief_alternatives", byBelief, map[string]any{"proposition": "[redacted]", "note": "[redacted]"})
}
return changed
}