Files
noema/cmd/noemad/main.go
T
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

279 lines
12 KiB
Go

// Command noemad is the Noema daemon: API server, web UI, scheduler,
// integration manager and cognitive workers in one process.
package main
import (
"context"
"errors"
"flag"
"fmt"
"net/http"
"os"
"os/signal"
"syscall"
"time"
"github.com/andydixon/noema/internal/api"
"github.com/andydixon/noema/internal/app"
"github.com/andydixon/noema/internal/audit"
"github.com/andydixon/noema/internal/auth"
"github.com/andydixon/noema/internal/beliefs"
"github.com/andydixon/noema/internal/brain"
"github.com/andydixon/noema/internal/cognition"
"github.com/andydixon/noema/internal/config"
"github.com/andydixon/noema/internal/consolidation"
"github.com/andydixon/noema/internal/conversation"
evstore "github.com/andydixon/noema/internal/events"
"github.com/andydixon/noema/internal/goals"
"github.com/andydixon/noema/internal/llm/prompts"
"github.com/andydixon/noema/internal/llm/router"
"github.com/andydixon/noema/internal/memory"
"github.com/andydixon/noema/internal/minds"
"github.com/andydixon/noema/internal/motivation"
"github.com/andydixon/noema/internal/narrative"
"github.com/andydixon/noema/internal/notifications"
"github.com/andydixon/noema/internal/observability"
"github.com/andydixon/noema/internal/predictions"
"github.com/andydixon/noema/internal/reflection"
"github.com/andydixon/noema/internal/scheduler"
"github.com/andydixon/noema/internal/security/secrets"
"github.com/andydixon/noema/internal/storage"
"github.com/andydixon/noema/internal/ui"
"github.com/andydixon/noema/internal/version"
"github.com/andydixon/noema/migrations"
"github.com/andydixon/noema/pkg/events"
"github.com/andydixon/noema/pkg/ids"
)
func main() {
if err := run(); err != nil {
fmt.Fprintln(os.Stderr, "noemad:", err)
os.Exit(1)
}
}
func run() error {
var (
cfgPath = flag.String("config", "", "path to JSON config file (optional)")
migrate = flag.Bool("migrate", true, "apply pending migrations at start")
show = flag.Bool("version", false, "print version and exit")
)
flag.Parse()
if *show {
fmt.Println(version.Version)
return nil
}
cfg, err := config.Load(*cfgPath, os.LookupEnv)
if err != nil {
return err
}
log := observability.NewLogger(os.Stderr, cfg.LogLevel, cfg.LogFormat)
log.Info("starting noemad", "version", version.Version, "env", cfg.Env, "addr", cfg.HTTPAddr)
log.Debug("configuration", "config", fmt.Sprintf("%+v", cfg.Redacted()))
ctx, stop := signal.NotifyContext(context.Background(), syscall.SIGINT, syscall.SIGTERM)
defer stop()
db, err := storage.Open(ctx, cfg.DatabaseURL)
if err != nil {
return err
}
defer db.Close()
if *migrate {
applied, err := storage.MigrateUp(ctx, db, migrations.FS)
if err != nil {
return fmt.Errorf("migrate: %w", err)
}
if len(applied) > 0 {
log.Info("applied migrations", "migrations", applied)
}
}
metrics := observability.NewMetrics()
authSvc := auth.NewService(db, cfg.SessionIdleTTL, cfg.SessionAbsoluteTTL)
auditLog := audit.New(db, log)
deps := app.Deps{Config: cfg, Log: log, DB: db, Auth: authSvc, Audit: auditLog, Metrics: metrics, Minds: minds.NewStore(db), Events: evstore.NewStore(db, evstore.NewBus(200), metrics), Migrations: migrations.FS, Started: time.Now()}
if err := bootstrapAdmin(ctx, deps); err != nil {
return err
}
group := scheduler.NewGroup(ctx, log)
sec, err := secrets.New(cfg.MasterKey)
if err != nil {
return err
}
deps.Secrets = sec
if !sec.CanEncrypt() {
log.Warn("NOEMA_MASTER_KEY not set: API keys must be given as env: or file: references")
}
deps.LLMStore = router.NewStore(db)
deps.LLM = router.NewRouter(deps.LLMStore, sec, log, metrics, cfg.MaxConcurrentLLM)
deps.LLM.DailyTokenBudget = cfg.DailyTokenBudget
deps.LLM.MindBudget = func(id ids.ID) int64 {
m, err := deps.Minds.Get(ctx, id)
if err != nil {
return 0
}
return m.Config.DailyTokenBudget
}
deps.Prompts = prompts.NewStore(db)
if n, err := deps.Prompts.SeedDefaults(ctx); err != nil {
return fmt.Errorf("seed prompts: %w", err)
} else if n > 0 {
log.Info("installed default prompts", "count", n)
}
deps.Memory = memory.NewStore(ctx, db, deps.LLM.Embedder(ctx))
deps.Beliefs = beliefs.NewStore(db)
deps.Conversations = conversation.NewStore(db)
deps.Goals = goals.NewStore(db)
deps.Motivation = motivation.NewStore(db)
deps.Predictions = predictions.NewStore(db)
deps.Resolver = &predictions.Resolver{Store: deps.Predictions, Events: deps.Events, Beliefs: deps.Beliefs, Log: log, Metrics: metrics}
deps.Narrative = narrative.NewStore(db)
deps.Notifications = notifications.NewStore(db)
deps.Consolidation = &consolidation.Service{DB: db, Memory: deps.Memory, Beliefs: deps.Beliefs, Events: deps.Events, LLM: deps.LLM, Prompts: deps.Prompts, Minds: deps.Minds, Log: log}
deps.Reflection = &reflection.Service{DB: db, Events: deps.Events, Beliefs: deps.Beliefs, Goals: deps.Goals, Memory: deps.Memory, Predictions: deps.Predictions, LLM: deps.LLM, Prompts: deps.Prompts, Log: log}
registry := brain.NewRegistry().AddProcess(cognition.Attend{}).AddProcess(cognition.Retrieve{}).AddProcess(cognition.Associate{}).AddProcess(cognition.Perceive{}).
AddProcess(cognition.GoalMonitor{}).AddProcess(cognition.Curiosity{}).AddProcess(cognition.Metacognition{}).
AddHook(cognition.MotivationHook{Store: deps.Motivation}).AddHook(cognition.NarrativeHook{Store: deps.Narrative}).AddHook(cognition.NotifyHook{Store: deps.Notifications})
cognition.Handlers{Memory: deps.Memory, Beliefs: deps.Beliefs, Conversations: deps.Conversations}.Register(registry)
deps.Brain = brain.NewManager(brain.Config{DB: db, Events: deps.Events, Minds: deps.Minds, Registry: registry, Pool: scheduler.NewPool(cfg.MaxWorkers),
Log: log, Metrics: metrics, Services: brain.Services{Events: deps.Events, Memory: deps.Memory, Beliefs: deps.Beliefs, LLM: deps.LLM, Prompts: deps.Prompts,
Goals: deps.Goals, Motivation: deps.Motivation, Predictions: deps.Predictions}}, group)
group.Every("predictions.resolve", time.Minute, deps.Resolver.Run)
group.Every("cognition.background", 5*time.Minute, func(ctx context.Context) error { return backgroundCognition(ctx, deps) })
group.Every("memory.decay", 6*time.Hour, func(ctx context.Context) error { return decayMemories(ctx, deps) })
group.Every("memory.embed", time.Minute, func(ctx context.Context) error { _, err := deps.Memory.EmbedMissing(ctx, 50); return err })
if err := deps.Brain.Start(ctx); err != nil {
return fmt.Errorf("start minds: %w", err)
}
var srv *api.Server
uiHandler, err := ui.New(deps, ui.Actions{
Status: func(r *http.Request) any { return srv.Status(r.Context()) },
Context: func(r *http.Request, id ids.ID) (api.EventContext, error) { return srv.Context(r, id) },
Workspace: func(r *http.Request, m minds.Mind) (api.WorkspaceView, error) { return srv.Workspace(r.Context(), m) },
Memory: func(r *http.Request, mind, id ids.ID) (api.MemoryDetail, error) { return srv.MemoryDetail(r, mind, id) },
Belief: func(r *http.Request, mind, id ids.ID) (api.BeliefDetail, error) { return srv.BeliefDetail(r, mind, id) },
Emitter: func() beliefs.Emitter { return srv.Emitter() },
Post: func(r *http.Request, mind ids.ID, conv conversation.Conversation, text, who string) (conversation.Message, error) {
return srv.PostMessage(r, mind, conv, text, who)
},
Goal: func(r *http.Request, n goals.New) (goals.Goal, error) { return srv.CreateGoal(r, n) },
GoalUpdate: func(r *http.Request, mind, id ids.ID, u goals.Update) (goals.Goal, error) {
return srv.UpdateGoal(r, mind, id, u)
},
Predict: func(r *http.Request, n predictions.New) (predictions.Prediction, error) {
return srv.CreatePrediction(r, n)
},
Resolve: func(r *http.Request, mind, id ids.ID, outcome predictions.Status, reason string) (predictions.Result, error) {
return srv.ResolvePrediction(r, mind, id, outcome, reason)
},
ResetState: func(r *http.Request, mind ids.ID) (motivation.State, error) { return srv.ResetState(r, mind) },
Consolidate: func(r *http.Request, mind ids.ID) (consolidation.Job, error) { return srv.RunConsolidation(r, mind) },
Reflect: func(r *http.Request, mind ids.ID) (reflection.Reflection, error) { return srv.RunReflection(r, mind) },
})
if err != nil {
return err
}
srv = api.New(deps, uiHandler)
httpSrv := &http.Server{Addr: cfg.HTTPAddr, Handler: srv.Handler(), ReadHeaderTimeout: 10 * time.Second,
ReadTimeout: 30 * time.Second, IdleTimeout: 120 * time.Second, MaxHeaderBytes: 64 << 10}
group.Go("http", func(ctx context.Context) error {
errc := make(chan error, 1)
go func() { errc <- httpSrv.ListenAndServe() }() // owned: joined via errc below
select {
case err := <-errc:
if errors.Is(err, http.ErrServerClosed) {
return nil
}
return err
case <-ctx.Done():
shutdownCtx, cancel := context.WithTimeout(context.Background(), 10*time.Second)
defer cancel()
return httpSrv.Shutdown(shutdownCtx)
}
})
group.Every("auth.sweep", 5*time.Minute, func(context.Context) error { authSvc.SweepLimiter(); return nil })
group.Every("auth.purge", time.Hour, authSvc.PurgeExpiredSessions)
log.Info("noemad ready", "url", "http://"+cfg.HTTPAddr)
<-ctx.Done()
log.Info("shutting down")
return group.Stop()
}
// bootstrapAdmin creates the first administrator from the environment when the
// users table is empty, so headless deployments can start without the setup page.
func bootstrapAdmin(ctx context.Context, d app.Deps) error {
n, err := d.Auth.CountUsers(ctx)
if err != nil {
return err
}
if n > 0 || d.Config.BootstrapAdminPassword == "" {
return nil
}
u, err := d.Auth.CreateUser(ctx, d.Config.BootstrapAdminUser, d.Config.BootstrapAdminPassword, auth.RoleAdministrator)
if err != nil {
return fmt.Errorf("bootstrap admin: %w", err)
}
d.Audit.Log(ctx, "user.bootstrap", "user", u.ID.String(), map[string]any{"username": u.Username, "via": "environment"})
d.Log.Info("created bootstrap administrator", "username", u.Username)
return nil
}
// decayMemories lowers activation of unused memories for every mind and leaves
// one summary event per mind so the decay is visible without spamming.
func decayMemories(ctx context.Context, d app.Deps) error {
list, err := d.Minds.List(ctx, false)
if err != nil {
return err
}
for _, m := range list {
n, err := d.Memory.Decay(ctx, m.ID, 14*24*time.Hour)
if err != nil {
return err
}
if n > 0 {
d.Events.Append(ctx, events.New{MindID: m.ID, Type: events.MemoryDecayed, Source: "memory.decay", Summary: fmt.Sprintf("activation decayed on %d memories", n), //nolint:errcheck
Salience: 0.05, Confidence: 1, Metadata: map[string]any{"count": n}})
}
}
return nil
}
// backgroundCognition runs consolidation and reflection for each active mind
// whose interval has elapsed, switching the runtime mode while it works.
func backgroundCognition(ctx context.Context, d app.Deps) error {
list, err := d.Minds.List(ctx, false)
if err != nil {
return err
}
for _, m := range list {
if m.Status != minds.StatusActive {
continue
}
if m.Config.ConsolidationEnabled && !consolidation.IsPaused() {
if jobs, _ := d.Consolidation.Jobs(ctx, m.ID, 1); len(jobs) == 0 || time.Since(jobs[0].CreatedAt) >= m.Config.ConsolidationInterval.D() {
d.Brain.Command(ctx, m.ID, "setmode", map[string]bool{"consolidating": true}) //nolint:errcheck
if _, err := d.Consolidation.Run(ctx, m, "schedule", "noemad"); err != nil {
d.Log.Warn("consolidation failed", "mind", m.Slug, "err", err)
}
d.Brain.Command(ctx, m.ID, "setmode", map[string]bool{"awake": true}) //nolint:errcheck
}
}
if m.Config.ReflectionEnabled {
if last, err := d.Reflection.Latest(ctx, m.ID); err != nil || time.Since(last.CreatedAt) >= m.Config.ReflectionInterval.D() {
d.Brain.Command(ctx, m.ID, "setmode", map[string]bool{"reflecting": true}) //nolint:errcheck
if _, err := d.Reflection.Run(ctx, m, "schedule", "noemad"); err != nil {
d.Log.Warn("reflection failed", "mind", m.Slug, "err", err)
}
d.Brain.Command(ctx, m.ID, "setmode", map[string]bool{"awake": true}) //nolint:errcheck
}
}
}
return nil
}