Files
noema/cmd/noemad/main.go
T
Andy Dixon 4a7dafc71f feat(agency): forensic "why", attribution and introspection accuracy
- agency.Explain answers "why did this happen?" for an execution,
  approval, capability request, plan step, intention or event from
  recorded state only: action, immediate plan step, plan, intention and
  any subordinate intention, originating wants, goal, supporting beliefs
  and their evidence, conflicting wants with their resolution,
  commitments applied, formation and reconsideration decisions, the
  expectation and its outcome, and explicit gaps where nothing is
  recorded. Hidden model reasoning is never shown because it is not
  stored.
- agency.Attribute classifies an outcome as caused (a recorded causal
  link from one of the mind's actions), followed (the mind acted on the
  same target earlier with no recorded link), independent or unknown;
  temporal order alone is never taken for causation.
- New introspection intents answer from records: why an action happened,
  what was believed at a past time (from append-only belief versions),
  which earlier state is the mind's (lineage), what would have happened
  without an event (only from completed counterfactual experiments,
  otherwise "no evidence"), how the mind changed, and what it wants,
  intends and has committed to.
- research.ScoreIntrospection compares a reply with the recorded facts
  sentence by sentence (supported, partially supported, unsupported,
  contradicted, unknown). Fluent reasons with no recorded counterpart earn
  nothing, and a claim that an action was done is checked against
  execution records. Every reply is scored; results are append-only
  research measurements (migration 0028), and failures raise
  unsupported_explanation or action_claim_without_record warnings.
2026-09-16 23:53:06 +01:00

392 lines
18 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"
"encoding/json"
"errors"
"flag"
"fmt"
"net/http"
"os"
"os/signal"
"syscall"
"time"
"github.com/andydixon/noema/internal/agency"
"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/capabilities"
"github.com/andydixon/noema/internal/capabilities/browser"
"github.com/andydixon/noema/internal/capabilities/host"
"github.com/andydixon/noema/internal/cognition"
"github.com/andydixon/noema/internal/config"
"github.com/andydixon/noema/internal/consolidation"
"github.com/andydixon/noema/internal/conversation"
"github.com/andydixon/noema/internal/dreaming"
"github.com/andydixon/noema/internal/epistemics"
evstore "github.com/andydixon/noema/internal/events"
"github.com/andydixon/noema/internal/experiments"
"github.com/andydixon/noema/internal/goals"
"github.com/andydixon/noema/internal/graph"
"github.com/andydixon/noema/internal/identity"
"github.com/andydixon/noema/internal/integrations"
"github.com/andydixon/noema/internal/llm"
"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/planning"
"github.com/andydixon/noema/internal/predictions"
"github.com/andydixon/noema/internal/privacy"
"github.com/andydixon/noema/internal/reflection"
"github.com/andydixon/noema/internal/replay"
"github.com/andydixon/noema/internal/research"
"github.com/andydixon/noema/internal/scheduler"
"github.com/andydixon/noema/internal/security/secrets"
"github.com/andydixon/noema/internal/snapshots"
"github.com/andydixon/noema/internal/storage"
"github.com/andydixon/noema/internal/ui"
"github.com/andydixon/noema/internal/version"
"github.com/andydixon/noema/internal/volition"
"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
authSvc.SetSecrets(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)
mindRoles := func(ctx context.Context, id ids.ID) map[llm.Role]ids.ID {
m, err := deps.Minds.Get(ctx, id)
if err != nil || len(m.Config.LLMRoles) == 0 {
return nil
}
out := map[llm.Role]ids.ID{}
for role, model := range m.Config.LLMRoles {
out[llm.Role(role)] = ids.ID(model)
}
return out
}
deps.LLM.MindRoles = mindRoles
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.Assertions = epistemics.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.Graph = graph.NewStore(db)
capReg := capabilities.NewRegistry()
for _, c := range capabilities.Builtins() {
capReg.Add(c)
}
deps.Integrations = &integrations.Manager{Store: integrations.NewStore(db), Events: deps.Events, Graph: deps.Graph, Secrets: sec, Log: log, Pool: scheduler.NewPool(2),
Pollers: map[integrations.Kind]integrations.Poller{integrations.ResearchFolder: integrations.ResearchPoller{}, integrations.Git: integrations.GitPoller{DataDir: "./data/git"}, integrations.Prometheus: integrations.PrometheusPoller{Secrets: sec}}}
for _, c := range integrations.Capabilities(deps.Integrations, integrations.GitPoller{DataDir: "./data/git"}, integrations.PrometheusPoller{Secrets: sec}) {
capReg.Add(c)
}
for _, c := range host.Capabilities(host.Options{Runner: host.ExecRunner{}}) {
capReg.Add(c)
}
for _, c := range browser.Capabilities(browser.Options{}) {
capReg.Add(c)
}
capReg.Freeze()
deps.Capabilities = &capabilities.Service{Registry: capReg, DB: db, Events: deps.Events, Log: log, Metrics: metrics, ApprovalTTL: 24 * time.Hour, SessionTTL: 8 * time.Hour}
selfSync := cognition.SelfModelSync{Minds: deps.Minds, Caps: deps.Capabilities, Events: deps.Events, Log: log}
deps.Capabilities.OnSelfModel = selfSync.Sync
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.Dreaming = &dreaming.Service{DB: db, Memory: deps.Memory, Beliefs: deps.Beliefs, Events: deps.Events, LLM: deps.LLM, Prompts: deps.Prompts, Log: log, Volition: volition.NewStore(db)}
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}
deps.Volition = volition.NewStore(db)
deps.Plans = planning.NewStore(db)
deps.Executor = &planning.Executor{Plans: deps.Plans, Volition: deps.Volition, Caps: deps.Capabilities, Predictions: deps.Predictions, Resolver: deps.Resolver, Events: deps.Events, Minds: deps.Minds, Memory: deps.Memory, Log: log,
Planner: &planning.Planner{Registry: capReg, Effect: planning.PolicyEffect(deps.Capabilities), Model: planning.ModelPlanner(deps.LLM, deps.Prompts)}}
deps.Research = research.NewStore(db)
deps.Agency = &agency.Service{DB: db, Caps: deps.Capabilities, Plans: deps.Plans, Volition: deps.Volition, Goals: deps.Goals, Beliefs: deps.Beliefs, Predictions: deps.Predictions, Events: deps.Events}
registry := cognition.NewRegistry(cognition.Stores{Agency: deps.Agency, Research: deps.Research, Memory: deps.Memory, Beliefs: deps.Beliefs, Conversations: deps.Conversations, Graph: deps.Graph, Assertions: deps.Assertions,
Motivation: deps.Motivation, Narrative: deps.Narrative, Notifications: deps.Notifications})
brainCfg := 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, Capabilities: deps.Capabilities, Volition: deps.Volition, Plans: deps.Plans, Executor: deps.Executor},
AfterCommit: deps.Executor.WakeOn()}
deps.Brain = brain.NewManager(brainCfg, group)
// Sandbox runtimes (replay, experiments) share the registry but use a
// router that serves recorded model responses when it can.
replayLLM := router.NewRouter(deps.LLMStore, sec, log, metrics, cfg.MaxConcurrentLLM)
replayLLM.Replay = true
replayLLM.MindRoles = mindRoles
replayLLM.DailyTokenBudget, replayLLM.MindBudget = deps.LLM.DailyTokenBudget, deps.LLM.MindBudget
sandboxCfg := brainCfg
sandboxCfg.Pool = scheduler.NewPool(2)
sandboxCfg.Services.LLM = replayLLM
sandboxCfg.AfterCommit = nil // sandbox minds plan but never act
ident := &identity.Capturer{DB: db, Config: &cfg, Minds: deps.Minds, LLM: deps.LLMStore, Prompts: deps.Prompts, Capabilities: deps.Capabilities}
deps.Snapshots = &snapshots.Store{DB: db, Events: deps.Events, Minds: deps.Minds, Identity: ident}
deps.Privacy = &privacy.Service{DB: db, Events: deps.Events, Audit: auditLog, Snapshots: deps.Snapshots, Log: log}
deps.Replay = &replay.Service{DB: db, Events: deps.Events, Minds: deps.Minds, Snapshots: deps.Snapshots, Brain: sandboxCfg, Identity: ident, Log: log}
deps.Experiments = &experiments.Service{DB: db, Minds: deps.Minds, Snapshots: deps.Snapshots, Brain: sandboxCfg, Identity: ident, Log: log, Routing: func(ctx context.Context) []map[string]any {
roles, _ := deps.LLMStore.ListRoles(ctx)
b, _ := json.Marshal(roles)
var out []map[string]any
json.Unmarshal(b, &out) //nolint:errcheck
return out
}}
selfSync.Sync(ctx, ids.Nil)
group.Every("integrations.tick", time.Minute, deps.Integrations.Tick)
group.Every("approvals.expire", 5*time.Minute, func(ctx context.Context) error {
if _, err := deps.Capabilities.ExpirePending(ctx); err != nil {
return err
}
_, err := deps.Capabilities.ExpireCapabilityRequests(ctx)
return err
})
group.Every("grants.sweep", time.Minute, func(ctx context.Context) error { _, err := deps.Capabilities.SweepGrants(ctx); return err })
group.Every("predictions.resolve", time.Minute, deps.Resolver.Run)
group.Go("planning.executor", func(ctx context.Context) error { return deps.Executor.Run(ctx, 15*time.Second) })
if planEvents, err := deps.Events.Bus().Subscribe(group.Context(), ids.Nil, 512); err == nil {
group.Go("planning.react", func(ctx context.Context) error { return deps.Executor.Listen(ctx, planEvents) })
} else {
log.Warn("plan reactions disabled: no event subscription", "err", err)
}
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) },
Study: func() *api.Server { return srv },
Reflect: func(r *http.Request, mind ids.ID) (reflection.Reflection, error) { return srv.RunReflection(r, mind) },
Entity: func(r *http.Request, mind, id ids.ID) (api.EntityDetail, error) { return srv.EntityDetail(r, mind, id) },
Merge: func(r *http.Request, mind ids.ID, e graph.Entity, other string) error {
return srv.MergeEntities(r, mind, e, other)
},
Distinct: func(r *http.Request, mind ids.ID, e graph.Entity, other string) error {
return srv.DistinctEntities(r, mind, e, other)
},
})
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.DreamingEnabled && !dreaming.IsPaused() && dreaming.InWindow(m.Config.DreamHours, time.Now()) {
if ds, _ := d.Dreaming.Dreams(ctx, m.ID, 1); len(ds) == 0 || time.Since(ds[0].CreatedAt) >= m.Config.DreamInterval.D() {
d.Brain.Command(ctx, m.ID, "setmode", map[string]bool{"dreaming": true}) //nolint:errcheck
if _, err := d.Dreaming.Run(ctx, m, "schedule", "noemad"); err != nil {
d.Log.Warn("dream 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
}