Phase 15: snapshots, forks, export/import, cognitive replay, experiments

- snapshots: checksummed JSON archive of every mind-scoped state table plus
  identity/personality/config and the event position; stored, downloadable
- fork: restore into a new mind with all ids remapped; event references are
  kept so history before the fork is shared by reference
- export/import: same archive; import is hostile-input validated (size,
  allow-listed tables, row caps, column names, checksum, forced mind_id)
- compare: deterministic counts, belief diffs by proposition, personality
  and config diffs, event mix
- replay: Runtime.Step for synchronous drivers; sandbox fork driven one
  stimulus at a time under a forbidden capability context; recorded model
  responses via a replaying router; steps labelled exact / approximate /
  diverged with recorded-vs-replayed digests
- experiments: definition (overrides, stimuli, expectations, seed, duration),
  background run in a disabled subject mind, stored and exportable results
- migration 0015, API, UI (Snapshots and Replay tabs, Experiments section,
  compare page), noemactl snapshots/compare/replay/experiments, docs
This commit is contained in:
Andy Dixon
2026-07-03 22:12:31 +01:00
parent 2ac8752bac
commit 072422d916
34 changed files with 3140 additions and 7 deletions
+387
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// Package experiments runs controlled cognitive experiments (spec §57): a
// snapshot, overrides, a stimulus script and expectations, executed in a
// sandbox mind driven synchronously and unable to act. Results are stored
// and exportable; the subject mind stays for inspection and comparison.
package experiments
import (
"context"
"encoding/json"
"errors"
"fmt"
"log/slog"
"strings"
"time"
"github.com/jackc/pgx/v5"
"github.com/jackc/pgx/v5/pgxpool"
"github.com/andydixon/noema/internal/brain"
"github.com/andydixon/noema/internal/minds"
"github.com/andydixon/noema/internal/replay"
"github.com/andydixon/noema/internal/snapshots"
"github.com/andydixon/noema/internal/storage"
"github.com/andydixon/noema/pkg/events"
"github.com/andydixon/noema/pkg/ids"
)
// Definition is the reproducible description of an experiment.
type Definition struct {
Config map[string]any `json:"config,omitempty"` // CognitiveConfig field overrides (JSON names)
Personality map[string]any `json:"personality,omitempty"` // Personality field overrides (JSON names, shallow per section)
Stimuli []Stimulus `json:"stimuli"`
Expected []Expectation `json:"expected,omitempty"`
Seed string `json:"seed,omitempty"`
Duration int `json:"duration_seconds,omitempty"` // wall-clock cap (default 300)
}
// Stimulus is one scripted observation.
type Stimulus struct {
Text string `json:"text"`
Source string `json:"source,omitempty"`
Salience float64 `json:"salience,omitempty"`
}
// Expectation is checked against the events the subject produced.
type Expectation struct {
EventType string `json:"event_type"`
Contains string `json:"contains,omitempty"`
Absent bool `json:"absent,omitempty"` // expectation is that no such event occurs
}
// Experiment is a stored definition with its results.
type Experiment struct {
ID ids.ID `json:"id"`
Name string `json:"name"`
Hypothesis string `json:"hypothesis"`
SnapshotID ids.ID `json:"snapshot_id"`
MindID *ids.ID `json:"mind_id,omitempty"`
Definition Definition `json:"definition"`
Status string `json:"status"`
Results json.RawMessage `json:"results"`
Error string `json:"error"`
CreatedBy string `json:"created_by"`
CreatedAt time.Time `json:"created_at"`
StartedAt *time.Time `json:"started_at,omitempty"`
FinishedAt *time.Time `json:"finished_at,omitempty"`
}
// Results is what a run records.
type Results struct {
Subject ids.ID `json:"subject_mind_id"`
SubjectSlug string `json:"subject_slug"`
Steps []StepResult `json:"steps"`
EventsByType map[string]int `json:"events_by_type"`
Beliefs []BeliefRow `json:"beliefs"`
Memories int `json:"memories"`
Goals int `json:"goals"`
Expectations []ExpectResult `json:"expectations"`
LLMCalls map[string]int `json:"llm_calls"` // live / replayed
Routing []map[string]any `json:"routing,omitempty"`
DurationMS int64 `json:"duration_ms"`
Cycles int `json:"cycles"`
TruncatedAfter int `json:"truncated_after_stimulus,omitempty"`
}
// StepResult records one stimulus.
type StepResult struct {
Index int `json:"index"`
Text string `json:"text"`
EventID ids.ID `json:"event_id"`
Produced []string `json:"produced"`
Cycles int `json:"cycles"`
}
// BeliefRow is a compact belief for results.
type BeliefRow struct {
Proposition string `json:"proposition"`
Confidence float64 `json:"confidence"`
Status string `json:"status"`
Source string `json:"source"`
}
// ExpectResult is one checked expectation.
type ExpectResult struct {
Expectation
Met bool `json:"met"`
Matched string `json:"matched,omitempty"`
}
// Service stores and runs experiments.
type Service struct {
DB *pgxpool.Pool
Minds *minds.Store
Snapshots *snapshots.Store
Brain brain.Config
Routing func(ctx context.Context) []map[string]any // current LLM role routing, recorded with results
Log *slog.Logger
}
// ErrBusy is returned when a run is already in progress.
var ErrBusy = errors.New("experiment already running")
// Validate bounds a definition.
func (d *Definition) Validate() error {
if len(d.Stimuli) == 0 {
return errors.New("at least one stimulus is required")
}
if len(d.Stimuli) > 100 {
return errors.New("at most 100 stimuli")
}
for i := range d.Stimuli {
s := &d.Stimuli[i]
s.Text = strings.TrimSpace(s.Text)
if s.Text == "" || len(s.Text) > 4000 {
return fmt.Errorf("stimulus %d: text must be 1–4000 characters", i+1)
}
if s.Source == "" {
s.Source = "experiment"
}
if s.Salience <= 0 || s.Salience > 1 {
s.Salience = 0.6
}
}
if d.Duration <= 0 || d.Duration > 3600 {
d.Duration = 300
}
for _, e := range d.Expected {
if e.EventType == "" {
return errors.New("expectation needs event_type")
}
}
return nil
}
// Create stores a draft.
func (s *Service) Create(ctx context.Context, name, hypothesis string, snapshotID ids.ID, d Definition, by string) (Experiment, error) {
if err := d.Validate(); err != nil {
return Experiment{}, err
}
if strings.TrimSpace(name) == "" {
return Experiment{}, errors.New("name is required")
}
if _, err := s.Snapshots.Get(ctx, snapshotID); err != nil {
return Experiment{}, err
}
e := Experiment{ID: ids.New(), Name: name, Hypothesis: hypothesis, SnapshotID: snapshotID, Definition: d, Status: "draft", Results: []byte("{}"), CreatedBy: by, CreatedAt: time.Now()}
dj, _ := json.Marshal(d)
_, err := s.DB.Exec(ctx, `INSERT INTO experiments (id, name, hypothesis, snapshot_id, definition, status, created_by, created_at) VALUES ($1,$2,$3,$4,$5,'draft',$6,$7)`, e.ID, e.Name, e.Hypothesis, e.SnapshotID, dj, e.CreatedBy, e.CreatedAt)
return e, err
}
// Run executes an experiment: fork, override, stimulate, measure.
func (s *Service) Run(ctx context.Context, id ids.ID, by string) (Experiment, error) {
e, err := s.Get(ctx, id)
if err != nil {
return e, err
}
if e.Status == "running" {
return e, ErrBusy
}
if _, err := s.DB.Exec(ctx, `UPDATE experiments SET status='running', started_at=now(), error='', results='{}' WHERE id=$1`, id); err != nil {
return e, err
}
res, runErr := s.execute(ctx, &e, by)
rj, _ := json.Marshal(res)
status, errText := "done", ""
if runErr != nil {
status, errText = "failed", runErr.Error()
}
if _, err := s.DB.Exec(ctx, `UPDATE experiments SET status=$2, error=$3, results=$4, mind_id=$5, finished_at=now() WHERE id=$1`, id, status, errText, rj, e.MindID); err != nil {
return e, err
}
return s.Get(ctx, id)
}
func (s *Service) execute(ctx context.Context, e *Experiment, by string) (Results, error) {
start := time.Now()
res := Results{EventsByType: map[string]int{}, LLMCalls: map[string]int{}}
a, err := s.Snapshots.Archive(ctx, e.SnapshotID)
if err != nil {
return res, err
}
cfg, err := override(a.Mind.Config, e.Definition.Config)
if err != nil {
return res, fmt.Errorf("config overrides: %w", err)
}
pers, err := override(a.Mind.Personality, e.Definition.Personality)
if err != nil {
return res, fmt.Errorf("personality overrides: %w", err)
}
slug := "exp-" + strings.ToLower(e.ID.String()[len(e.ID.String())-8:])
subject, err := s.Snapshots.Fork(ctx, e.SnapshotID, snapshots.ForkOptions{Slug: slug, DisplayName: "Experiment: " + e.Name, Status: minds.StatusDisabled, Config: &cfg, Personality: &pers, By: by,
Notes: "experiment " + e.ID.String() + ": " + e.Hypothesis})
if err != nil {
return res, fmt.Errorf("fork subject: %w", err)
}
e.MindID = &subject.ID
res.Subject, res.SubjectSlug = subject.ID, subject.Slug
if s.Routing != nil {
res.Routing = s.Routing(ctx)
}
drv, err := replay.NewDriver(ctx, s.Brain, subject, "experiment")
if err != nil {
return res, err
}
deadline := start.Add(time.Duration(e.Definition.Duration) * time.Second)
var all []events.Event
for i, st := range e.Definition.Stimuli {
if time.Now().After(deadline) {
res.TruncatedAfter = i
break
}
ev, err := drv.Observe(ctx, st.Source, st.Text, st.Salience, map[string]any{"experiment_id": e.ID, "stimulus": i, "seed": e.Definition.Seed})
if err != nil {
return res, err
}
produced, cycles, err := drv.Settle(ctx)
res.Cycles += cycles
if err != nil {
s.Log.Warn("experiment cycle error", "experiment", e.ID, "err", err)
}
all = append(all, produced...)
res.Steps = append(res.Steps, StepResult{Index: i, Text: st.Text, EventID: ev.ID, Produced: replay.Digest(produced), Cycles: cycles})
}
for _, ev := range all {
res.EventsByType[string(ev.Type)]++
}
for _, x := range e.Definition.Expected {
r := ExpectResult{Expectation: x}
for _, ev := range all {
if string(ev.Type) == x.EventType && (x.Contains == "" || strings.Contains(strings.ToLower(ev.Summary), strings.ToLower(x.Contains))) {
r.Met, r.Matched = true, ev.Summary
break
}
}
if x.Absent {
r.Met = !r.Met
}
res.Expectations = append(res.Expectations, r)
}
rows, err := s.DB.Query(ctx, `SELECT proposition, confidence, status, source FROM beliefs WHERE mind_id=$1 AND status NOT IN ('superseded') ORDER BY confidence DESC LIMIT 200`, subject.ID)
if err == nil {
for rows.Next() {
var b BeliefRow
if rows.Scan(&b.Proposition, &b.Confidence, &b.Status, &b.Source) == nil {
res.Beliefs = append(res.Beliefs, b)
}
}
rows.Close()
}
s.DB.QueryRow(ctx, `SELECT count(*) FROM memories WHERE mind_id=$1 AND status='active'`, subject.ID).Scan(&res.Memories) //nolint:errcheck
s.DB.QueryRow(ctx, `SELECT count(*) FROM goals WHERE mind_id=$1 AND status='active'`, subject.ID).Scan(&res.Goals) //nolint:errcheck
var live, replayed int
s.DB.QueryRow(ctx, `SELECT count(*) FILTER (WHERE NOT replayed), count(*) FILTER (WHERE replayed) FROM llm_calls WHERE mind_id=$1`, subject.ID).Scan(&live, &replayed) //nolint:errcheck
res.LLMCalls["live"], res.LLMCalls["replayed"] = live, replayed
res.DurationMS = time.Since(start).Milliseconds()
return res, nil
}
// override applies JSON-name field overrides to a struct value.
func override[T any](base T, patch map[string]any) (T, error) {
if len(patch) == 0 {
return base, nil
}
var m map[string]any
b, _ := json.Marshal(base)
if err := json.Unmarshal(b, &m); err != nil {
return base, err
}
for k, v := range patch {
if _, ok := m[k]; !ok {
return base, fmt.Errorf("unknown field %q", k)
}
if sub, ok := v.(map[string]any); ok {
if cur, ok := m[k].(map[string]any); ok {
for kk, vv := range sub {
cur[kk] = vv
}
continue
}
}
m[k] = v
}
out := base
b, _ = json.Marshal(m)
dec := json.NewDecoder(strings.NewReader(string(b)))
dec.DisallowUnknownFields()
if err := dec.Decode(&out); err != nil {
return base, err
}
return out, nil
}
const cols = `id, name, hypothesis, snapshot_id, mind_id, definition, status, results, error, created_by, created_at, started_at, finished_at`
func scan(row pgx.Row) (Experiment, error) {
var e Experiment
var def []byte
if err := row.Scan(&e.ID, &e.Name, &e.Hypothesis, &e.SnapshotID, &e.MindID, &def, &e.Status, &e.Results, &e.Error, &e.CreatedBy, &e.CreatedAt, &e.StartedAt, &e.FinishedAt); err != nil {
return e, storage.Translate(err)
}
json.Unmarshal(def, &e.Definition) //nolint:errcheck
return e, nil
}
// Get returns one experiment.
func (s *Service) Get(ctx context.Context, id ids.ID) (Experiment, error) {
return scan(s.DB.QueryRow(ctx, `SELECT `+cols+` FROM experiments WHERE id=$1`, id))
}
// List returns experiments, newest first.
func (s *Service) List(ctx context.Context, limit int) ([]Experiment, error) {
if limit <= 0 || limit > 500 {
limit = 50
}
rows, err := s.DB.Query(ctx, `SELECT `+cols+` FROM experiments ORDER BY created_at DESC LIMIT $1`, limit)
if err != nil {
return nil, err
}
defer rows.Close()
var out []Experiment
for rows.Next() {
e, err := scan(rows)
if err != nil {
return nil, err
}
out = append(out, e)
}
return out, rows.Err()
}
// Delete removes an experiment record (the subject mind stays, archived).
func (s *Service) Delete(ctx context.Context, id ids.ID) error {
e, err := s.Get(ctx, id)
if err != nil {
return err
}
if e.MindID != nil {
s.DB.Exec(ctx, `UPDATE minds SET status='archived' WHERE id=$1 AND status='disabled'`, *e.MindID) //nolint:errcheck
}
_, err = s.DB.Exec(ctx, `DELETE FROM experiments WHERE id=$1`, id)
return storage.Translate(err)
}
// ResultsOf decodes results.
func ResultsOf(e Experiment) Results {
var r Results
json.Unmarshal(e.Results, &r) //nolint:errcheck
return r
}
// Export bundles an experiment, its results and the subject archive.
func (s *Service) Export(ctx context.Context, id ids.ID) (map[string]any, error) {
e, err := s.Get(ctx, id)
if err != nil {
return nil, err
}
out := map[string]any{"kind": "noema.experiment", "version": 1, "experiment": e, "results": ResultsOf(e)}
if e.MindID != nil {
if m, err := s.Minds.Get(ctx, *e.MindID); err == nil {
if a, err := snapshots.Capture(ctx, s.DB, s.Snapshots.Events, m); err == nil {
out["subject_archive"] = a
}
}
}
return out, nil
}
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package experiments
import (
"context"
"log/slog"
"testing"
"github.com/andydixon/noema/internal/minds"
"github.com/andydixon/noema/internal/replay/replaytest"
)
func TestExperimentRunsInSandbox(t *testing.T) {
h := replaytest.NewHarness(t)
ctx := context.Background()
base, err := h.Minds.Create(ctx, minds.CreateParams{Slug: "base", DisplayName: "Base"})
if err != nil {
t.Fatal(err)
}
sn, err := h.Snaps.Create(ctx, base, "baseline", "", "test")
if err != nil {
t.Fatal(err)
}
svc := &Service{DB: h.Pool, Minds: h.Minds, Snapshots: h.Snaps, Brain: h.Brain, Log: slog.New(slog.DiscardHandler)}
def := Definition{
Config: map[string]any{"workspace_capacity": 3},
Personality: map[string]any{"traits": map[string]any{"curiosity": 0.9}},
Stimuli: []Stimulus{{Text: "Deployment failed at 09:10"}, {Text: "Latency alert at 09:12 on the same service"}},
Expected: []Expectation{{EventType: "thought_selected"}, {EventType: "tool_executed", Absent: true}},
}
if _, err := svc.Create(ctx, "", "", sn.ID, def, "test"); err == nil {
t.Fatal("nameless experiment accepted")
}
e, err := svc.Create(ctx, "capacity 3", "smaller workspace still links the two alerts", sn.ID, def, "test")
if err != nil {
t.Fatal(err)
}
e, err = svc.Run(ctx, e.ID, "test")
if err != nil {
t.Fatal(err)
}
if e.Status != "done" || e.MindID == nil {
t.Fatalf("run: %+v", e)
}
res := ResultsOf(e)
if len(res.Steps) != 2 || res.Cycles == 0 || len(res.Expectations) != 2 || !res.Expectations[0].Met || !res.Expectations[1].Met {
t.Fatalf("results: %+v", res)
}
subject, _ := h.Minds.Get(ctx, *e.MindID)
if subject.Status != minds.StatusDisabled || subject.Config.WorkspaceCapacity != 3 || subject.Personality.Traits["curiosity"] != 0.9 {
t.Fatalf("overrides not applied: %+v %+v", subject.Config.WorkspaceCapacity, subject.Personality.Traits)
}
if base2, _ := h.Minds.Get(ctx, base.ID); base2.Config.WorkspaceCapacity == 3 {
t.Fatal("baseline modified")
}
out, err := svc.Export(ctx, e.ID)
if err != nil || out["subject_archive"] == nil {
t.Fatalf("export: %v", err)
}
// Bad override is reported, not silently ignored.
bad, _ := svc.Create(ctx, "bad", "", sn.ID, Definition{Config: map[string]any{"nope": 1}, Stimuli: def.Stimuli}, "test")
if bad, _ = svc.Run(ctx, bad.ID, "test"); bad.Status != "failed" || bad.Error == "" {
t.Fatalf("bad override: %+v", bad)
}
}