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.
279 lines
12 KiB
Go
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
|
|
}
|