feat: implement global workspace, working memory and the cognitive cycle

Phase 4 (ADR-0001). internal/attention scores thought candidates as a
normalised weighted sum over ten named features with a per-term
breakdown, ranked by (score, id) so ordering is total and replayable.
internal/workspace holds the capacity-limited workspace (refresh by
subject, decayed competition, explained admit/reject outcomes) and the
decaying working memory.

internal/brain runs one runtime per active mind: debounced wake-ups from
the event bus (own output never re-triggers), a settle window so
concurrently committing events are not skipped, bounded concurrent
Observe calls with per-process isolation and timeouts, deterministic
scoring, a loop detector that suppresses recurring thoughts and raises a
metacognition warning, executive dispatch by thought kind, and one
transaction per cycle whose events are published only after commit.
Every candidate, selection, attention shift and broadcast is an event
with provenance back to the triggering observation. Operators can run a
cycle, pause, resume, reset transient state and change attention
weights live; the manager reconciles runtimes with mind status.

cognition/attend is the first process: deterministic candidates from
external events using an urgency lexicon, novelty against context and
trust-based operator priority.
This commit is contained in:
Andy Dixon
2026-06-18 22:54:07 +01:00
parent 85d769b245
commit e9c1b25c80
28 changed files with 2289 additions and 12 deletions
+1
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@@ -5,6 +5,7 @@ All notable changes to Noema are recorded here. Format follows Keep a Changelog;
## [Unreleased]
### Added
- Phase 4 cognition core: deterministic attention scoring with inspectable breakdowns, global workspace and working memory with decay, per-mind cognitive runtime with bounded concurrent processes, loop detection, operator controls, live workspace page and CLI.
- Phase 3 events: append-only cognitive event store with provenance links, filtered queries, durable cursors, live SSE streams with resume, forensic event explorer UI, thought stream page, operator observations and CLI.
- Phase 2 minds: structured personalities with append-only version history, diff, restore, templates with preserved overrides, self-model, mind lifecycle (create, clone, disable, archive), API, UI editor and CLI.
- Phase 1 foundation: configuration, structured logging, metrics, migrations, local authentication (Argon2id, sessions, CSRF, lockout, roles, API tokens), audit log, JSON API skeleton, server-rendered admin UI with light/dark theme, `noemad` and `noemactl`.
+10 -7
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@@ -69,13 +69,16 @@ An administrator can: start Noema → log in → create a mind → configure per
- ☑ `noemactl event inspect|list|tail`, `noemactl observe`
- ☑ Tests: bus bounds and filtering, append validation, immutability, filters, cursors, causal lookups, SSE end to end
### Phase 4 – Working memory, global workspace, attention
- ☐ `internal/brain`: `BrainState`, `Process` interface, registry, cycle loop, bounded pool, per-mind runtime lifecycle, modes, cursor advance, loop detector
- ☐ `internal/attention`: feature extraction, weights, deterministic scorer, admission
- ☐ `internal/workspace`: capacity-limited workspace + working memory with decay, persistence in `workspace_states`
- ☐ `migrations/0004_workspace`
- ☐ UI: workspace page (contents, candidates, scores, why won/lost), working memory panel
- ☐ Tests: determinism, capacity, decay, cancellation, pool bounds, loop detection, restart continuity
### Phase 4 – Working memory, global workspace, attention ☑
- ☑ `internal/attention`: ten named features, per-mind weights, normalised weighted sum with per-term breakdown, total ordering by (score, id)
- ☑ `internal/workspace`: capacity-limited workspace with refresh-by-subject, decayed competition, explained outcomes; working memory with activation decay and least-active eviction; token overlap for context relevance
- ☑ `internal/brain`: `Process` interface and registry, per-mind runtime with debounced wake-ups, idle timer, settle window, cursor advance only on read events, bounded concurrent Observe with isolation and timeouts, deterministic scoring, loop detector with metacognition warning, executive dispatch by thought kind, single transaction per cycle with publish after commit, persisted snapshot, operator commands (cycle, pause, resume, reset, reload), cycle rate budget; manager reconciling active minds and waking on bus events (own output never re-triggers)
- ☑ `internal/cognition/attend`: deterministic attention candidates from external events (urgency lexicon, novelty vs context, trust-based operator priority)
- ☑ `migrations/0004_workspace`
- ☑ API: workspace view, cycle now, mode, reset; config changes reload runtimes
- ☑ UI: workspace page (contents with score breakdown bars, working memory, last cycle candidates with fate and reason, controls, attention weight editor) refreshing live on broadcasts
- ☑ `noemactl workspace show|cycle|pause|resume|reset`
- ☑ Tests: scoring determinism and bounds, ranking order, admission/refresh/capacity/decay/prune, provenance chain across a cycle, restart continuity, no self-triggered cycles, loop suppression, pause/reset/cancellation
### Phase 5 – Episodic and semantic memory
- ☐ `migrations/0005_memory`: memories (kinds, tsvector), memory_relationships, memory_embeddings (conditional pgvector)
+69
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@@ -0,0 +1,69 @@
package main
import (
"encoding/json"
"fmt"
"os"
)
func init() {
extraCommands = append(extraCommands, command{"workspace", "show <mind>|cycle <mind>|pause <mind>|resume <mind>|reset <mind> – workspace and cognition control", cmdWorkspace})
}
func cmdWorkspace(args []string) int {
if len(args) < 2 {
fmt.Fprintln(os.Stderr, "usage: noemactl workspace show|cycle|pause|resume|reset <mind>")
return exitUsage
}
mind := args[1]
var v struct {
Running bool `json:"running"`
State struct {
Cycle int64 `json:"cycle"`
Mode string `json:"mode"`
Workspace []map[string]any `json:"workspace"`
WorkingMemory []map[string]any `json:"working_memory"`
} `json:"state"`
Candidates []map[string]any `json:"last_candidates"`
}
var code int
var err error
switch args[0] {
case "show":
code, err = apiRequest("GET", "/api/v1/minds/"+mind+"/workspace", nil, &v)
case "cycle":
code, err = apiRequest("POST", "/api/v1/minds/"+mind+"/cycle", map[string]any{}, &v)
case "pause":
code, err = apiRequest("POST", "/api/v1/minds/"+mind+"/mode", map[string]any{"mode": "paused"}, &v)
case "resume":
code, err = apiRequest("POST", "/api/v1/minds/"+mind+"/mode", map[string]any{"mode": "awake"}, &v)
case "reset":
code, err = apiRequest("POST", "/api/v1/minds/"+mind+"/reset", map[string]any{"workspace": true, "working_memory": true, "loops": true}, &v)
default:
fmt.Fprintln(os.Stderr, "unknown workspace subcommand", args[0])
return exitUsage
}
if err != nil {
return exitFor(code, err)
}
if len(args) > 2 && args[2] == "-json" {
json.NewEncoder(os.Stdout).Encode(v) //nolint:errcheck
return exitOK
}
fmt.Printf("mode: %s cycle: %d running: %v\n\nworkspace (%d):\n", v.State.Mode, v.State.Cycle, v.Running, len(v.State.Workspace))
for i, t := range v.State.Workspace {
fmt.Printf(" %d. [%.2f ×%.2f] %s (%s/%s)\n", i+1, num(t["score"]), num(t["activation"]), t["summary"], t["process"], t["kind"])
}
fmt.Printf("\nworking memory (%d):\n", len(v.State.WorkingMemory))
for _, it := range v.State.WorkingMemory {
fmt.Printf(" [%.2f] %s (%s)\n", num(it["activation"]), it["content"], it["kind"])
}
if len(v.Candidates) > 0 {
fmt.Printf("\nlast cycle candidates (%d):\n", len(v.Candidates))
for _, c := range v.Candidates {
md, _ := c["metadata"].(map[string]any)
fmt.Printf(" %-10v %.2f %s\n", md["fate"], num(c["salience"]), c["summary"])
}
}
return exitOK
}
+12 -2
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@@ -17,6 +17,8 @@ import (
"github.com/andydixon/noema/internal/app"
"github.com/andydixon/noema/internal/audit"
"github.com/andydixon/noema/internal/auth"
"github.com/andydixon/noema/internal/brain"
"github.com/andydixon/noema/internal/cognition"
"github.com/andydixon/noema/internal/config"
evstore "github.com/andydixon/noema/internal/events"
"github.com/andydixon/noema/internal/minds"
@@ -82,15 +84,23 @@ func run() error {
return err
}
group := scheduler.NewGroup(ctx, log)
registry := brain.NewRegistry().AddProcess(cognition.Attend{})
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}}, group)
if err := deps.Brain.Start(ctx); err != nil {
return fmt.Errorf("start minds: %w", err)
}
var srv *api.Server
uiHandler, err := ui.New(deps, func(r *http.Request) any { return srv.Status(r.Context()) },
func(r *http.Request, id ids.ID) (api.EventContext, error) { return srv.Context(r, id) })
func(r *http.Request, id ids.ID) (api.EventContext, error) { return srv.Context(r, id) },
func(r *http.Request, m minds.Mind) (api.WorkspaceView, error) { return srv.Workspace(r.Context(), m) })
if err != nil {
return err
}
srv = api.New(deps, uiHandler)
group := scheduler.NewGroup(ctx, log)
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 {
+5
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@@ -13,10 +13,12 @@ import (
"github.com/andydixon/noema/internal/app"
"github.com/andydixon/noema/internal/audit"
"github.com/andydixon/noema/internal/auth"
"github.com/andydixon/noema/internal/brain"
"github.com/andydixon/noema/internal/config"
evstore "github.com/andydixon/noema/internal/events"
"github.com/andydixon/noema/internal/minds"
"github.com/andydixon/noema/internal/observability"
"github.com/andydixon/noema/internal/scheduler"
"github.com/andydixon/noema/internal/storage"
"github.com/andydixon/noema/migrations"
)
@@ -30,6 +32,9 @@ func testServer(t *testing.T) (*httptest.Server, string) {
deps := app.Deps{Config: cfg, Log: log, DB: pool, Auth: auth.NewService(pool, time.Hour, 2*time.Hour),
Audit: audit.New(pool, log), Metrics: observability.NewMetrics(), Minds: minds.NewStore(pool), Events: evstore.NewStore(pool, evstore.NewBus(50), nil), Migrations: migrations.FS, Started: time.Now()}
ctx := context.Background()
group := scheduler.NewGroup(ctx, log)
t.Cleanup(func() { group.Stop() })
deps.Brain = brain.NewManager(brain.Config{DB: pool, Events: deps.Events, Minds: deps.Minds, Registry: brain.NewRegistry(), Pool: scheduler.NewPool(2), Log: log, Metrics: deps.Metrics}, group)
u, err := deps.Auth.CreateUser(ctx, "admin", "administrator-pass", auth.RoleAdministrator)
if err != nil {
t.Fatal(err)
+4
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@@ -122,6 +122,10 @@ func (s *Server) mindPatch(w http.ResponseWriter, r *http.Request) {
s.deps.Audit.Log(r.Context(), "mind.update", "mind", m.ID.String(), in)
if in.Status != nil {
s.deps.Events.OperatorAction(r.Context(), m.ID, actor(r), "mind.status", "Operator "+actor(r)+" set status to "+string(*in.Status), map[string]any{"status": *in.Status})
s.deps.Brain.Reconcile(r.Context()) //nolint:errcheck // periodic reconcile also covers it
}
if in.Config != nil {
s.deps.Brain.Command(r.Context(), m.ID, "reload", nil) //nolint:errcheck
}
writeJSON(w, http.StatusOK, out)
}
+1
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@@ -53,6 +53,7 @@ func (s *Server) routes() {
s.mindRoutes()
s.eventRoutes()
s.workspaceRoutes()
m.HandleFunc("/api/", func(w http.ResponseWriter, r *http.Request) {
writeError(w, r, http.StatusNotFound, "not_found", "no such endpoint")
+148
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@@ -0,0 +1,148 @@
package api
import (
"context"
"encoding/json"
"errors"
"net/http"
"github.com/andydixon/noema/internal/auth"
"github.com/andydixon/noema/internal/brain"
evstore "github.com/andydixon/noema/internal/events"
"github.com/andydixon/noema/internal/minds"
"github.com/andydixon/noema/internal/workspace"
"github.com/andydixon/noema/pkg/events"
)
func (s *Server) workspaceRoutes() {
m := s.mux
m.Handle("GET /api/v1/minds/{mind}/workspace", require(auth.RoleObserver, s.workspaceGet))
m.Handle("POST /api/v1/minds/{mind}/cycle", require(auth.RoleOperator, s.workspaceCycle))
m.Handle("POST /api/v1/minds/{mind}/mode", require(auth.RoleOperator, s.workspaceMode))
m.Handle("POST /api/v1/minds/{mind}/reset", require(auth.RoleOperator, s.workspaceReset))
}
// WorkspaceView is the payload for the workspace page and API.
type WorkspaceView struct {
Running bool `json:"running"`
State workspace.State `json:"state"`
Candidates []events.Event `json:"last_candidates"`
}
// Workspace loads the live snapshot when the runtime is running, otherwise the
// persisted one, plus the last cycle's candidate events. Shared with the UI.
func (s *Server) Workspace(ctx context.Context, m minds.Mind) (WorkspaceView, error) {
var v WorkspaceView
if rt := s.deps.Brain.Get(m.ID); rt != nil {
st, err := rt.Snapshot(ctx)
if err != nil {
return v, err
}
v.Running, v.State = true, st
} else {
var raw []byte
if err := s.deps.DB.QueryRow(ctx, `SELECT state FROM workspace_states WHERE mind_id=$1`, m.ID).Scan(&raw); err == nil {
json.Unmarshal(raw, &v.State) //nolint:errcheck
}
}
if !v.State.LastCycleID.IsZero() {
v.Candidates, _ = s.deps.Events.Query(ctx, evstore.Filter{MindID: m.ID, CorrelationID: v.State.LastCycleID, Types: []events.Type{events.ThoughtCandidate}, Ascending: true, Limit: 200})
}
if v.Candidates == nil {
v.Candidates = []events.Event{}
}
if v.State.Workspace == nil {
v.State.Workspace = []workspace.Thought{}
}
if v.State.WorkingMemory == nil {
v.State.WorkingMemory = []workspace.Item{}
}
return v, nil
}
func (s *Server) workspaceGet(w http.ResponseWriter, r *http.Request) {
m, ok := s.mind(w, r)
if !ok {
return
}
v, err := s.Workspace(r.Context(), m)
if err != nil {
fail(w, r, err)
return
}
writeJSON(w, http.StatusOK, v)
}
func brainErr(err error) error {
if errors.Is(err, brain.ErrNotRunning) {
return ValidationError("mind runtime is not running (is the mind active?)")
}
if err != nil && (err.Error() == "mind is paused") {
return ValidationError(err.Error())
}
return err
}
func (s *Server) workspaceCycle(w http.ResponseWriter, r *http.Request) {
m, ok := s.mind(w, r)
if !ok {
return
}
if err := s.deps.Brain.Command(r.Context(), m.ID, "cycle", nil); err != nil {
fail(w, r, brainErr(err))
return
}
s.deps.Audit.Log(r.Context(), "mind.cycle", "mind", m.ID.String(), nil)
v, _ := s.Workspace(r.Context(), m)
writeJSON(w, http.StatusOK, v)
}
func (s *Server) workspaceMode(w http.ResponseWriter, r *http.Request) {
m, ok := s.mind(w, r)
if !ok {
return
}
var in struct {
Mode string `json:"mode"`
}
if err := decode(r, &in); err != nil {
fail(w, r, err)
return
}
cmd := map[string]string{"paused": "pause", "awake": "resume"}[in.Mode]
if cmd == "" {
fail(w, r, ValidationError("mode must be paused or awake"))
return
}
if err := s.deps.Brain.Command(r.Context(), m.ID, cmd, nil); err != nil {
fail(w, r, brainErr(err))
return
}
s.deps.Audit.Log(r.Context(), "mind.mode", "mind", m.ID.String(), map[string]any{"mode": in.Mode})
v, _ := s.Workspace(r.Context(), m)
writeJSON(w, http.StatusOK, v)
}
func (s *Server) workspaceReset(w http.ResponseWriter, r *http.Request) {
m, ok := s.mind(w, r)
if !ok {
return
}
var in struct {
Workspace bool `json:"workspace"`
WorkingMemory bool `json:"working_memory"`
Loops bool `json:"loops"`
}
if err := decode(r, &in); err != nil {
fail(w, r, err)
return
}
args := map[string]bool{"workspace": in.Workspace, "working_memory": in.WorkingMemory, "loops": in.Loops}
if err := s.deps.Brain.Command(r.Context(), m.ID, "reset", args); err != nil {
fail(w, r, brainErr(err))
return
}
s.deps.Audit.Log(r.Context(), "mind.reset", "mind", m.ID.String(), args)
v, _ := s.Workspace(r.Context(), m)
writeJSON(w, http.StatusOK, v)
}
+2
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@@ -12,6 +12,7 @@ import (
"github.com/andydixon/noema/internal/audit"
"github.com/andydixon/noema/internal/auth"
"github.com/andydixon/noema/internal/brain"
"github.com/andydixon/noema/internal/config"
"github.com/andydixon/noema/internal/events"
"github.com/andydixon/noema/internal/minds"
@@ -28,6 +29,7 @@ type Deps struct {
Metrics *observability.Metrics
Minds *minds.Store
Events *events.Store
Brain *brain.Manager
Migrations fs.FS
Started time.Time
}
+109
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@@ -0,0 +1,109 @@
// Package attention scores thought candidates deterministically so that the
// operator can always see why one thought won access to the workspace over
// another (ADR-0001, spec §6). There is no model call in this package.
package attention
import (
"math"
"sort"
)
// Features are the inputs to scoring, each in [0,1]. Processes fill what they
// know; unknown features stay 0 and therefore neither help nor hurt.
type Features struct {
Salience float64 `json:"salience"`
Urgency float64 `json:"urgency"`
Novelty float64 `json:"novelty"`
Affect float64 `json:"affect"` // emotional significance
GoalRelevance float64 `json:"goal_relevance"`
Consequence float64 `json:"consequence"` // predicted importance of acting
Confidence float64 `json:"confidence"`
Contradiction float64 `json:"contradiction"` // unresolved conflict
OperatorPriority float64 `json:"operator_priority"`
ContextRelevance float64 `json:"context_relevance"`
}
// Names lists feature keys in a stable order; must match minds.AttentionFeatures.
var Names = []string{"salience", "urgency", "novelty", "affect", "goal_relevance", "consequence", "confidence", "contradiction", "operator_priority", "context_relevance"}
// Map returns the features keyed by name.
func (f Features) Map() map[string]float64 {
return map[string]float64{"salience": f.Salience, "urgency": f.Urgency, "novelty": f.Novelty, "affect": f.Affect, "goal_relevance": f.GoalRelevance,
"consequence": f.Consequence, "confidence": f.Confidence, "contradiction": f.Contradiction, "operator_priority": f.OperatorPriority, "context_relevance": f.ContextRelevance}
}
// Clamp forces every feature into [0,1].
func (f Features) Clamp() Features {
c := func(v float64) float64 {
if math.IsNaN(v) || v < 0 {
return 0
}
if v > 1 {
return 1
}
return v
}
return Features{c(f.Salience), c(f.Urgency), c(f.Novelty), c(f.Affect), c(f.GoalRelevance), c(f.Consequence), c(f.Confidence), c(f.Contradiction), c(f.OperatorPriority), c(f.ContextRelevance)}
}
// Term is one weighted contribution, kept so the UI can show the arithmetic.
type Term struct {
Feature string `json:"feature"`
Value float64 `json:"value"`
Weight float64 `json:"weight"`
Contribution float64 `json:"contribution"` // value*weight / sum(weights)
}
// Breakdown is a scored candidate's explanation.
type Breakdown struct {
Total float64 `json:"total"` // in [0,1]
Terms []Term `json:"terms"`
}
// Score computes the normalised weighted sum. Missing weights count as 0, so
// a mind can switch a feature off entirely. The result is rounded to 4 places
// to keep replays byte-identical across platforms.
func Score(f Features, weights map[string]float64) Breakdown {
f = f.Clamp()
vals := f.Map()
var sum float64
for _, n := range Names {
if w := weights[n]; w > 0 {
sum += w
}
}
b := Breakdown{Terms: make([]Term, 0, len(Names))}
if sum == 0 {
return b
}
for _, n := range Names {
w := weights[n]
if w < 0 {
w = 0
}
c := round4(vals[n] * w / sum)
b.Terms = append(b.Terms, Term{Feature: n, Value: round4(vals[n]), Weight: w, Contribution: c})
b.Total += c
}
b.Total = round4(b.Total)
return b
}
func round4(v float64) float64 { return math.Round(v*10000) / 10000 }
// Scored pairs an identifier with its breakdown for ranking.
type Scored struct {
ID string
Breakdown Breakdown
}
// Rank sorts by total descending, breaking ties by ID so ordering is total and
// reproducible regardless of the order processes returned candidates.
func Rank(items []Scored) {
sort.SliceStable(items, func(i, j int) bool {
if items[i].Breakdown.Total != items[j].Breakdown.Total {
return items[i].Breakdown.Total > items[j].Breakdown.Total
}
return items[i].ID < items[j].ID
})
}
+50
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@@ -0,0 +1,50 @@
package attention
import (
"math/rand"
"testing"
)
var w = map[string]float64{"salience": 1, "urgency": 1.2, "novelty": 0.8, "affect": 0.6, "goal_relevance": 1.1, "consequence": 0.9, "confidence": 0.4, "contradiction": 1, "operator_priority": 1.5, "context_relevance": 0.9}
func TestScoreDeterministicBoundedAndExplained(t *testing.T) {
f := Features{Salience: 0.84, Urgency: 0.91, Novelty: 0.63, GoalRelevance: 0.92, Confidence: 2 /* clamped */}
a, b := Score(f, w), Score(f, w)
if a.Total != b.Total || len(a.Terms) != len(Names) {
t.Fatal("score not deterministic or incomplete")
}
if a.Total <= 0 || a.Total > 1 {
t.Fatalf("total out of range: %v", a.Total)
}
var sum float64
for _, term := range a.Terms {
sum += term.Contribution
if term.Feature == "confidence" && term.Value != 1 {
t.Fatal("clamp failed")
}
}
if d := sum - a.Total; d > 0.001 || d < -0.001 {
t.Fatalf("terms do not add up: %v vs %v", sum, a.Total)
}
if Score(Features{}, w).Total != 0 || Score(f, map[string]float64{}).Total != 0 {
t.Fatal("zero cases wrong")
}
low := Score(Features{Salience: 0.48, GoalRelevance: 0.32, Novelty: 0.22, Urgency: 0.08}, w)
if low.Total >= a.Total {
t.Fatal("weaker candidate should score lower")
}
}
func TestRankIsTotalOrderIndependentOfInput(t *testing.T) {
items := []Scored{{"c", Breakdown{Total: 0.5}}, {"a", Breakdown{Total: 0.5}}, {"b", Breakdown{Total: 0.9}}, {"d", Breakdown{Total: 0.1}}}
want := []string{"b", "a", "c", "d"}
for i := 0; i < 20; i++ {
rand.Shuffle(len(items), func(x, y int) { items[x], items[y] = items[y], items[x] })
Rank(items)
for j, it := range items {
if it.ID != want[j] {
t.Fatalf("order %v", items)
}
}
}
}
+192
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@@ -0,0 +1,192 @@
package brain
import (
"context"
"errors"
"log/slog"
"os"
"sync/atomic"
"testing"
"time"
"github.com/andydixon/noema/internal/attention"
evstore "github.com/andydixon/noema/internal/events"
"github.com/andydixon/noema/internal/minds"
"github.com/andydixon/noema/internal/scheduler"
"github.com/andydixon/noema/internal/storage"
"github.com/andydixon/noema/internal/workspace"
"github.com/andydixon/noema/migrations"
"github.com/andydixon/noema/pkg/events"
"github.com/andydixon/noema/pkg/ids"
)
// echo proposes one candidate per new external event; repeat proposes the
// same subject every cycle to exercise the loop detector; boom panics.
type echo struct{ calls atomic.Int32 }
func (e *echo) Name() string { return "echo" }
func (e *echo) Observe(_ context.Context, s *State) ([]Candidate, error) {
e.calls.Add(1)
var out []Candidate
for _, ev := range s.NewEvents {
if ev.Type == events.Observation {
out = append(out, Candidate{Kind: "attend", Subject: string(ev.ID), Summary: "noticed: " + ev.Summary, Features: attention.Features{Salience: ev.Salience, Urgency: 0.5}, Confidence: 1, SourceEvents: []ids.ID{ev.ID}})
}
}
return out, nil
}
type repeat struct{}
func (repeat) Name() string { return "repeat" }
func (repeat) Observe(_ context.Context, s *State) ([]Candidate, error) {
return []Candidate{{Kind: "note", Subject: "same-thing", Summary: "the same thought again", Features: attention.Features{Salience: 0.9}, Confidence: 0.5}}, nil
}
type boom struct{}
func (boom) Name() string { return "boom" }
func (boom) Observe(context.Context, *State) ([]Candidate, error) { panic("malformed input") }
type failing struct{}
func (failing) Name() string { return "failing" }
func (failing) Observe(context.Context, *State) ([]Candidate, error) {
return nil, errors.New("upstream down")
}
func setup(t *testing.T, reg *Registry) (Config, minds.Mind, *evstore.Store) {
t.Helper()
pool := storage.TestPool(t, migrations.FS)
ctx := context.Background()
ms := minds.NewStore(pool)
m, err := ms.Create(ctx, minds.CreateParams{Slug: "brain"})
if err != nil {
t.Fatal(err)
}
es := evstore.NewStore(pool, evstore.NewBus(16), nil)
cfg := Config{DB: pool, Events: es, Minds: ms, Registry: reg, Pool: scheduler.NewPool(2), Log: slog.New(slog.NewTextHandler(os.Stderr, nil)), Services: Services{Events: es}}
return cfg, m, es
}
func TestCycleRecordsProvenanceAndPersists(t *testing.T) {
e := &echo{}
cfg, m, es := setup(t, NewRegistry().AddProcess(e).AddProcess(boom{}).AddProcess(failing{}))
ctx := context.Background()
rt, err := NewRuntime(ctx, cfg, m)
if err != nil {
t.Fatal(err)
}
rt.now = func() time.Time { return time.Now().Add(time.Second) } // events are "settled"
obs, _ := es.Append(ctx, events.New{MindID: m.ID, Type: events.Observation, Source: "test", Summary: "load spike on atlas", Salience: 0.9, Confidence: 1})
rt.runCycle(ctx, "operator")
if e.calls.Load() != 1 {
t.Fatalf("echo called %d times", e.calls.Load())
}
st := rt.copyState()
if st.Cycle != 1 || len(st.Workspace) != 1 || st.Workspace[0].Subject != string(obs[0].ID) || len(st.WorkingMemory) != 1 {
t.Fatalf("workspace wrong: %+v", st)
}
all, _ := es.Query(ctx, evstore.Filter{MindID: m.ID, Ascending: true})
types := map[events.Type]int{}
var selected events.Event
for _, ev := range all {
types[ev.Type]++
if ev.Type == events.ThoughtSelected {
selected = ev
}
}
for _, want := range []events.Type{events.ThoughtCandidate, events.ThoughtSelected, events.WorkspaceBroadcast, events.AttentionShift, events.CycleCompleted} {
if types[want] == 0 {
t.Fatalf("missing %s in %v", want, types)
}
}
// Provenance: selected thought → candidate event → observation.
if selected.CausationID.IsZero() {
t.Fatal("thought_selected has no causation")
}
cand, _ := es.Get(ctx, selected.CausationID)
if cand.Type != events.ThoughtCandidate || cand.CausationID != obs[0].ID {
t.Fatalf("provenance chain broken: %+v", cand)
}
if cur, _ := es.Cursor(ctx, cfg.DB, m.ID, cursorConsumer); cur != obs[0].Seq {
t.Fatalf("cursor %d, want %d", cur, obs[0].Seq)
}
// Restart continuity: a fresh runtime loads the same state.
rt2, err := NewRuntime(ctx, cfg, m)
if err != nil || rt2.state.Cycle != 1 || len(rt2.state.Workspace) != 1 {
t.Fatalf("state not persisted: %v %+v", err, rt2.state)
}
// A second cycle with nothing new triggered by stimulus does nothing.
rt2.now = rt.now
rt2.runCycle(ctx, "stimulus")
if rt2.state.Cycle != 1 {
t.Fatal("cycle ran without input")
}
}
func TestLoopDetectorSuppressesRepeats(t *testing.T) {
cfg, m, es := setup(t, NewRegistry().AddProcess(repeat{}))
ctx := context.Background()
m.Config.LoopDetectThreshold, m.Config.LoopDetectWindow = 3, 10
rt, err := NewRuntime(ctx, cfg, m)
if err != nil {
t.Fatal(err)
}
rt.now = func() time.Time { return time.Now().Add(time.Second) }
for i := 0; i < 6; i++ {
es.Append(ctx, events.New{MindID: m.ID, Type: events.Observation, Source: "test", Summary: "tick", Salience: 0.1, Confidence: 1}) //nolint:errcheck
rt.runCycle(ctx, "operator")
}
meta, _ := es.Query(ctx, evstore.Filter{MindID: m.ID, Types: []events.Type{events.Metacognition}})
if len(meta) != 1 {
t.Fatalf("expected exactly one loop warning, got %d", len(meta))
}
cands, _ := es.Query(ctx, evstore.Filter{MindID: m.ID, Types: []events.Type{events.ThoughtCandidate}})
var suppressed int
for _, c := range cands {
if c.Metadata["fate"] == "suppressed" {
suppressed++
}
}
if suppressed != 3 {
t.Fatalf("expected 3 suppressed candidates, got %d", suppressed)
}
}
func TestPauseResetAndCancellation(t *testing.T) {
cfg, m, es := setup(t, NewRegistry().AddProcess(&echo{}))
ctx, cancel := context.WithCancel(context.Background())
defer cancel()
rt, _ := NewRuntime(ctx, cfg, m)
done := make(chan struct{})
go func() { rt.Run(ctx); close(done) }() //nolint:errcheck
if err := rt.Command(ctx, "pause", nil); err != nil {
t.Fatal(err)
}
if err := rt.Command(ctx, "cycle", nil); err == nil {
t.Fatal("cycle should be refused while paused")
}
if err := rt.Command(ctx, "resume", nil); err != nil {
t.Fatal(err)
}
if err := rt.Command(ctx, "reset", map[string]bool{"workspace": true, "working_memory": true}); err != nil {
t.Fatal(err)
}
modes, _ := es.Query(ctx, evstore.Filter{MindID: m.ID, Types: []events.Type{events.ModeChanged}})
if len(modes) != 2 {
t.Fatalf("expected 2 mode changes, got %d", len(modes))
}
st, err := rt.Snapshot(ctx)
if err != nil || st.Mode != string(ModeAwake) {
t.Fatalf("snapshot: %v %+v", err, st)
}
cancel()
select {
case <-done:
case <-time.After(2 * time.Second):
t.Fatal("runtime did not stop on cancellation")
}
_ = workspace.State{}
}
+661
View File
@@ -0,0 +1,661 @@
package brain
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/attention"
evstore "github.com/andydixon/noema/internal/events"
"github.com/andydixon/noema/internal/minds"
"github.com/andydixon/noema/internal/observability"
"github.com/andydixon/noema/internal/scheduler"
"github.com/andydixon/noema/internal/storage"
"github.com/andydixon/noema/internal/workspace"
"github.com/andydixon/noema/pkg/events"
"github.com/andydixon/noema/pkg/ids"
)
// cursorConsumer names the brain's durable read position.
const cursorConsumer = "brain"
// settle is how old an event must be before the brain reads it, so that a
// concurrently committing transaction with a lower sequence number is not
// skipped forever (see ADR-0002 and PLAN risk R3).
const settle = 250 * time.Millisecond
// processTimeout bounds one process's Observe call.
const processTimeout = 15 * time.Second
// Cycle is the working context of one cognitive cycle, handed to handlers.
type Cycle struct {
Runtime *Runtime
State *State
Tx pgx.Tx
pending []events.New
emitted []events.Event
}
// Emit queues an event for the cycle's transaction. Correlation is the cycle
// id unless the caller set one.
func (c *Cycle) Emit(n events.New) {
n.MindID = c.State.Mind.ID
if n.CorrelationID.IsZero() {
n.CorrelationID = c.State.CycleID
}
if n.OccurredAt.IsZero() {
n.OccurredAt = c.State.Now
}
if n.Metadata == nil {
n.Metadata = map[string]any{}
}
n.Metadata["cycle"] = c.State.Cycle
c.pending = append(c.pending, n)
}
// flush writes queued events inside the transaction and returns them.
func (c *Cycle) flush(ctx context.Context) error {
if len(c.pending) == 0 {
return nil
}
evs, err := c.Runtime.events.AppendIn(ctx, c.Tx, c.pending...)
if err != nil {
return err
}
c.emitted = append(c.emitted, evs...)
c.pending = nil
return nil
}
// Runtime is the cognitive loop of one mind.
type Runtime struct {
mind minds.Mind
db *pgxpool.Pool
events *evstore.Store
minds *minds.Store
registry *Registry
pool *scheduler.Pool
log *slog.Logger
metrics *observability.Metrics
services Services
wake chan struct{}
commands chan command
snaps chan chan workspace.State
state workspace.State
loops *loopDetector
budget *cycleBudget
now func() time.Time
}
type command struct {
kind string // cycle | pause | resume | reset
args map[string]bool
reply chan error
}
// Config groups runtime dependencies.
type Config struct {
DB *pgxpool.Pool
Events *evstore.Store
Minds *minds.Store
Registry *Registry
Pool *scheduler.Pool
Log *slog.Logger
Metrics *observability.Metrics
Services Services
}
// NewRuntime creates a runtime for a mind and loads its persisted state.
func NewRuntime(ctx context.Context, cfg Config, m minds.Mind) (*Runtime, error) {
r := &Runtime{mind: m, db: cfg.DB, events: cfg.Events, minds: cfg.Minds, registry: cfg.Registry, pool: cfg.Pool,
log: cfg.Log.With("mind", m.Slug), metrics: cfg.Metrics, services: cfg.Services,
wake: make(chan struct{}, 1), commands: make(chan command), snaps: make(chan chan workspace.State), now: time.Now}
r.loops = newLoopDetector(m.Config.LoopDetectWindow, m.Config.LoopDetectThreshold)
r.budget = newCycleBudget(m.Config.MaxCyclesPerMinute)
if err := r.loadState(ctx); err != nil {
return nil, err
}
return r, nil
}
// persisted wraps the workspace state with runtime bookkeeping.
type persisted struct {
workspace.State
LoopRing []string `json:"loop_ring,omitempty"`
}
func (r *Runtime) loadState(ctx context.Context) error {
var raw []byte
err := r.db.QueryRow(ctx, `SELECT state FROM workspace_states WHERE mind_id=$1`, r.mind.ID).Scan(&raw)
if errors.Is(err, pgx.ErrNoRows) {
r.state = workspace.State{Mode: string(ModeAwake)}
return nil
}
if err != nil {
return err
}
var p persisted
if err := json.Unmarshal(raw, &p); err != nil {
return fmt.Errorf("corrupt workspace state: %w", err)
}
r.state = p.State
r.loops.restore(p.LoopRing)
if r.state.Mode == "" {
r.state.Mode = string(ModeAwake)
}
return nil
}
func (r *Runtime) saveState(ctx context.Context, q storage.Querier) error {
raw, _ := json.Marshal(persisted{State: r.state, LoopRing: r.loops.snapshot()})
_, err := q.Exec(ctx, `INSERT INTO workspace_states (mind_id, state) VALUES ($1,$2) ON CONFLICT (mind_id) DO UPDATE SET state=excluded.state, updated_at=now()`, r.mind.ID, raw)
return err
}
// Wake asks the runtime to run a cycle soon (debounced by CycleMinInterval).
func (r *Runtime) Wake() {
select {
case r.wake <- struct{}{}:
default:
}
}
// Command sends an operator command and waits for the result.
func (r *Runtime) Command(ctx context.Context, kind string, args map[string]bool) error {
reply := make(chan error, 1)
select {
case r.commands <- command{kind: kind, args: args, reply: reply}:
case <-ctx.Done():
return ctx.Err()
}
select {
case err := <-reply:
return err
case <-ctx.Done():
return ctx.Err()
}
}
// Snapshot returns a copy of the current workspace state, taken on the loop
// goroutine so no lock is needed.
func (r *Runtime) Snapshot(ctx context.Context) (workspace.State, error) {
reply := make(chan workspace.State, 1)
select {
case r.snaps <- reply:
case <-ctx.Done():
return workspace.State{}, ctx.Err()
}
select {
case st := <-reply:
return st, nil
case <-ctx.Done():
return workspace.State{}, ctx.Err()
}
}
// Run is the loop. It returns when ctx ends.
func (r *Runtime) Run(ctx context.Context) error {
r.log.Info("mind runtime started", "mode", r.state.Mode, "cycle", r.state.Cycle)
idle := time.NewTimer(r.mind.Config.IdleCycleInterval.D())
defer idle.Stop()
var debounce *time.Timer
var debounceC <-chan time.Time
for {
select {
case <-ctx.Done():
return nil
case <-r.wake:
if debounce == nil {
debounce = time.NewTimer(r.mind.Config.CycleMinInterval.D() + settle)
debounceC = debounce.C
}
case <-debounceC:
debounce, debounceC = nil, nil
r.runCycle(ctx, "stimulus")
idle.Reset(r.mind.Config.IdleCycleInterval.D())
case <-idle.C:
r.runCycle(ctx, "idle")
idle.Reset(r.mind.Config.IdleCycleInterval.D())
case cmd := <-r.commands:
cmd.reply <- r.handleCommand(ctx, cmd)
case reply := <-r.snaps:
reply <- r.copyState()
}
}
}
func (r *Runtime) handleCommand(ctx context.Context, cmd command) error {
switch cmd.kind {
case "cycle":
if Mode(r.state.Mode) == ModePaused {
return errors.New("mind is paused")
}
r.runCycle(ctx, "operator")
return nil
case "pause":
return r.setMode(ctx, ModePaused, "operator paused cognition")
case "resume":
if Mode(r.state.Mode) != ModePaused {
return nil
}
return r.setMode(ctx, ModeAwake, "operator resumed cognition")
case "reset":
return r.reset(ctx, cmd.args)
case "reload":
m, err := r.minds.Get(ctx, r.mind.ID)
if err != nil {
return err
}
r.mind = m
r.loops = newLoopDetector(m.Config.LoopDetectWindow, m.Config.LoopDetectThreshold)
r.budget = newCycleBudget(m.Config.MaxCyclesPerMinute)
return nil
}
return fmt.Errorf("unknown command %q", cmd.kind)
}
func (r *Runtime) setMode(ctx context.Context, to Mode, why string) error {
from := r.state.Mode
if from == string(to) {
return nil
}
r.state.Mode = string(to)
return storage.Tx(ctx, r.db, func(tx pgx.Tx) error {
if _, err := r.events.AppendIn(ctx, tx, events.New{MindID: r.mind.ID, Type: events.ModeChanged, Source: "brain", Summary: fmt.Sprintf("mode %s → %s: %s", from, to, why),
Salience: 0.3, Confidence: 1, Metadata: map[string]any{"from": from, "to": to}, Payload: map[string]any{"from": from, "to": to, "reason": why}}); err != nil {
return err
}
return r.saveState(ctx, tx)
})
}
// reset clears transient state on operator request (spec §3). It never touches
// events, memories or beliefs.
func (r *Runtime) reset(ctx context.Context, what map[string]bool) error {
var parts []string
if what["workspace"] {
r.state.Workspace = nil
parts = append(parts, "workspace")
}
if what["working_memory"] {
r.state.WorkingMemory = nil
parts = append(parts, "working memory")
}
if what["loops"] {
r.loops = newLoopDetector(r.mind.Config.LoopDetectWindow, r.mind.Config.LoopDetectThreshold)
parts = append(parts, "loop detector")
}
if len(parts) == 0 {
return nil
}
return storage.Tx(ctx, r.db, func(tx pgx.Tx) error {
if _, err := r.events.AppendIn(ctx, tx, events.New{MindID: r.mind.ID, Type: events.OperatorAction, Source: "operator", Summary: "Operator reset transient state: " + strings.Join(parts, ", "),
Salience: 0.5, Confidence: 1, Metadata: map[string]any{"action": "reset"}, Payload: map[string]any{"reset": parts}}); err != nil {
return err
}
return r.saveState(ctx, tx)
})
}
// runCycle executes one cycle. Errors are logged, never fatal: a broken
// process or malformed event must not stop the mind (spec §46).
func (r *Runtime) runCycle(ctx context.Context, trigger string) {
if Mode(r.state.Mode) == ModePaused {
return
}
if !r.budget.allow(r.now()) {
r.log.Warn("cycle rate limit reached; skipping", "trigger", trigger)
return
}
start := r.now()
cctx, cancel := context.WithTimeout(ctx, 60*time.Second)
defer cancel()
var emitted []events.Event
before := r.copyState()
err := storage.Tx(cctx, r.db, func(tx pgx.Tx) error {
var err error
emitted, err = r.cycle(cctx, tx, trigger, start)
return err
})
if err != nil {
r.state = before // the transaction rolled back; forget in-memory changes too
r.log.Error("cycle failed", "trigger", trigger, "err", err)
return
}
r.events.Publish(emitted...) // only after commit, so subscribers never see phantom events
}
func (r *Runtime) cycle(ctx context.Context, tx pgx.Tx, trigger string, start time.Time) ([]events.Event, error) {
cursor, err := r.events.Cursor(ctx, tx, r.mind.ID, cursorConsumer)
if err != nil {
return nil, err
}
// Read settled events after the cursor. The query is done on the pool (not
// the tx) so a long transaction does not hold a snapshot; ordering by seq.
newEvents, err := r.events.Query(ctx, evstore.Filter{MindID: r.mind.ID, AfterSeq: cursor, Ascending: true, Limit: 200})
if err != nil {
return nil, err
}
// Recorded-at settle: Query filters by occurred_at, so also drop events
// recorded too recently (occurred_at may be backdated by integrations).
filtered := newEvents[:0]
for _, ev := range newEvents {
if start.Sub(ev.RecordedAt) >= settle {
filtered = append(filtered, ev)
}
}
newEvents = filtered
stimulus := false
for _, ev := range newEvents {
if !strings.HasPrefix(ev.Source, "brain") {
stimulus = true
break
}
}
if trigger == "stimulus" && !stimulus {
// Woken by our own output or nothing has settled yet: consume and wait.
if len(newEvents) > 0 {
if err := r.events.SetCursor(ctx, tx, r.mind.ID, cursorConsumer, newEvents[len(newEvents)-1].Seq); err != nil {
return nil, err
}
}
return nil, nil
}
if trigger == "idle" && !stimulus && len(r.state.Workspace) == 0 {
// Nothing to think about: just move to idle mode.
if Mode(r.state.Mode) != ModeIdle && r.state.LastStimulus.Add(5*time.Minute).Before(start) {
r.state.Mode = string(ModeIdle)
}
return nil, r.saveState(ctx, tx)
}
cycleID := ids.New()
if stimulus {
r.state.LastStimulus = start
if Mode(r.state.Mode) == ModeIdle {
r.state.Mode = string(ModeAwake)
}
}
sm, _ := r.minds.GetSelfModel(ctx, r.mind.ID)
st := &State{Mind: r.mind, SelfModel: sm, Mode: Mode(r.state.Mode), Cycle: r.state.Cycle + 1, CycleID: cycleID, Now: start, NewEvents: newEvents, Workspace: r.state, Services: r.services}
c := &Cycle{Runtime: r, State: st, Tx: tx}
// 1. Ask every process, concurrently and bounded.
cands := r.observe(ctx, st)
if len(cands) == 0 && len(r.state.Workspace) == 0 {
// Nothing proposed and nothing held: consume the events without
// counting a cycle, so self-generated events cannot keep the loop busy.
if len(newEvents) > 0 {
if err := r.events.SetCursor(ctx, tx, r.mind.ID, cursorConsumer, newEvents[len(newEvents)-1].Seq); err != nil {
return nil, err
}
}
return nil, r.saveState(ctx, tx)
}
r.state.Cycle++
// 2. Score deterministically; suppress loops.
weights := r.mind.Config.AttentionWeights
var scored []attention.Scored
byID := map[ids.ID]*Candidate{}
suppressed := map[ids.ID]string{}
for i := range cands {
cand := &cands[i]
cand.ID = ids.New()
byID[cand.ID] = cand
b := attention.Score(cand.Features, weights)
fp := fingerprint(*cand)
if r.loops.looping(fp) {
suppressed[cand.ID] = fp
b.Total = 0
if r.loops.shouldWarn(fp) {
c.Emit(events.New{Type: events.Metacognition, Source: "brain.loop-detector", Summary: "suppressed recurring thought without progress: " + cand.Summary,
Salience: 0.6, Confidence: 0.9, Metadata: map[string]any{"fingerprint": fp, "check": "loop"}, Payload: map[string]any{"fingerprint": fp, "kind": cand.Kind, "subject": cand.Subject}})
}
}
scored = append(scored, attention.Scored{ID: string(cand.ID), Breakdown: b})
}
attention.Rank(scored)
if r.metrics != nil {
r.metrics.Candidates.Add(float64(len(scored)))
}
// 3. Decay, then admit.
prevTop, _ := r.state.Top()
r.state.Decay(r.mind.Config.WorkingMemoryDecay)
var thoughts []workspace.Thought
for _, sc := range scored {
cand := byID[ids.ID(sc.ID)]
if _, isSuppressed := suppressed[cand.ID]; isSuppressed {
continue
}
thoughts = append(thoughts, workspace.Thought{ID: cand.ID, Process: cand.Process, Kind: cand.Kind, Subject: cand.Subject, Summary: cand.Summary, Content: cand.Content,
Score: sc.Breakdown.Total, Breakdown: sc.Breakdown, Evidence: cand.Evidence, Confidence: cand.Confidence})
}
outcomes, displaced := r.state.Admit(thoughts, r.mind.Config.WorkspaceCapacity, r.state.Cycle, start)
outcomeByID := map[ids.ID]workspace.Outcome{}
for _, o := range outcomes {
outcomeByID[o.ID] = o
}
// 4. Record every candidate with its arithmetic and fate.
admittedThoughts := map[ids.ID]workspace.Thought{}
for _, t := range r.state.Workspace {
if t.AdmittedCycle == r.state.Cycle {
admittedThoughts[t.ID] = t
}
}
for _, sc := range scored {
cand := byID[ids.ID(sc.ID)]
o, has := outcomeByID[cand.ID]
fate := "rejected"
reason := o.Reason
if fp, s := suppressed[cand.ID]; s {
fate, reason = "suppressed", "loop detector: "+fp
} else if has && o.Admitted {
fate = "admitted"
}
var causation ids.ID
if len(cand.SourceEvents) > 0 {
causation = cand.SourceEvents[0]
}
c.Emit(events.New{Type: events.ThoughtCandidate, Source: "brain." + cand.Process, Summary: fmt.Sprintf("[%s %.2f] %s", fate, sc.Breakdown.Total, cand.Summary),
Salience: sc.Breakdown.Total, Confidence: cand.Confidence, CausationID: causation, ParentIDs: cand.SourceEvents, Evidence: cand.Evidence,
Metadata: map[string]any{"candidate_id": cand.ID, "process": cand.Process, "kind": cand.Kind, "subject": cand.Subject, "fate": fate, "rank": o.Rank},
Payload: map[string]any{"candidate_id": cand.ID, "kind": cand.Kind, "subject": cand.Subject, "features": cand.Features, "breakdown": sc.Breakdown, "fate": fate, "reason": reason, "rank": o.Rank, "content": cand.Content}})
}
if err := c.flush(ctx); err != nil {
return nil, err
}
candidateEvent := map[ids.ID]ids.ID{}
for _, ev := range c.emitted {
if ev.Type == events.ThoughtCandidate {
if cid, ok := ev.Metadata["candidate_id"].(ids.ID); ok {
candidateEvent[cid] = ev.ID
} else if s, ok := ev.Metadata["candidate_id"].(string); ok {
candidateEvent[ids.ID(s)] = ev.ID
}
}
}
// 5. thought_selected for admissions, then broadcast.
for i := range r.state.Workspace {
t := &r.state.Workspace[i]
if t.AdmittedCycle != r.state.Cycle {
continue
}
cand := byID[t.ID]
var parents []ids.ID
if pe, ok := candidateEvent[t.ID]; ok {
parents = append(parents, pe)
}
if cand != nil {
parents = append(parents, cand.SourceEvents...)
}
c.Emit(events.New{Type: events.ThoughtSelected, Source: "brain.workspace", Summary: t.Summary, Salience: t.Score, Confidence: t.Confidence,
CausationID: firstOr(parents, ids.Nil), ParentIDs: parents, Evidence: t.Evidence,
Metadata: map[string]any{"candidate_id": t.ID, "process": t.Process, "kind": t.Kind, "subject": t.Subject, "rank": outcomeByID[t.ID].Rank},
Payload: map[string]any{"thought": t, "why": fmt.Sprintf("rank %d of %d with score %.2f; %s", outcomeByID[t.ID].Rank, len(scored), t.Score, outcomeByID[t.ID].Reason)}})
if r.metrics != nil {
r.metrics.Admissions.Inc()
}
}
if err := c.flush(ctx); err != nil {
return nil, err
}
for _, ev := range c.emitted {
if ev.Type == events.ThoughtSelected {
if s, ok := ev.Metadata["candidate_id"].(string); ok {
for i := range r.state.Workspace {
if string(r.state.Workspace[i].ID) == s {
r.state.Workspace[i].EventID = ev.ID
}
}
}
}
}
// 6. Executive: dispatch admitted thoughts to handlers (sequential, ordered by rank).
for _, t := range r.state.Workspace {
if t.AdmittedCycle != r.state.Cycle {
continue
}
h, ok := r.registry.handlers[t.Kind]
if !ok {
h = defaultHandler
}
if err := h(ctx, c, t); err != nil {
r.log.Warn("handler failed", "kind", t.Kind, "err", err)
c.Emit(events.New{Type: events.Metacognition, Source: "brain.executive", Summary: "handler for " + t.Kind + " failed: " + err.Error(), Salience: 0.4, Confidence: 1,
Metadata: map[string]any{"check": "handler_error", "kind": t.Kind}})
}
r.loops.record(fingerprint(Candidate{Process: t.Process, Kind: t.Kind, Subject: t.Subject}))
}
pruned := r.state.Prune(0.05)
// 7. Broadcast the resulting workspace and note attention shifts.
if newTop, ok := r.state.Top(); ok && (prevTop.ID == ids.Nil || prevTop.Subject != newTop.Subject || prevTop.Kind != newTop.Kind) {
c.Emit(events.New{Type: events.AttentionShift, Source: "brain.workspace", Summary: "attention now on: " + newTop.Summary, Salience: newTop.Score, Confidence: newTop.Confidence,
CausationID: newTop.EventID, Metadata: map[string]any{"from": prevTop.Subject, "to": newTop.Subject}, Payload: map[string]any{"from": prevTop.Summary, "to": newTop.Summary}})
}
if len(scored) > 0 || len(displaced) > 0 || pruned > 0 {
c.Emit(events.New{Type: events.WorkspaceBroadcast, Source: "brain.workspace", Summary: fmt.Sprintf("workspace: %d thoughts, %d in working memory", len(r.state.Workspace), len(r.state.WorkingMemory)),
Salience: 0.2, Confidence: 1, Metadata: map[string]any{"thoughts": len(r.state.Workspace), "working_memory": len(r.state.WorkingMemory)},
Payload: map[string]any{"workspace": r.state.Workspace, "working_memory": r.state.WorkingMemory, "displaced": displaced, "pruned": pruned}})
c.Emit(events.New{Type: events.CycleCompleted, Source: "brain", Summary: fmt.Sprintf("cycle %d (%s): %d events, %d candidates, %d admitted, %d suppressed in %dms", r.state.Cycle, trigger, len(newEvents), len(scored), len(admittedThoughts), len(suppressed), time.Since(start).Milliseconds()),
Salience: 0.1, Confidence: 1, Metadata: map[string]any{"trigger": trigger, "candidates": len(scored), "admitted": len(admittedThoughts), "suppressed": len(suppressed), "duration_ms": time.Since(start).Milliseconds()}})
}
if err := c.flush(ctx); err != nil {
return nil, err
}
// 8. Persist and advance the cursor to the last *read* event.
r.state.LastCycleID, r.state.LastCycleAt = cycleID, start
if len(newEvents) > 0 {
if err := r.events.SetCursor(ctx, tx, r.mind.ID, cursorConsumer, newEvents[len(newEvents)-1].Seq); err != nil {
return nil, err
}
}
if err := r.saveState(ctx, tx); err != nil {
return nil, err
}
return c.emitted, nil
}
// copyState deep-copies slices so callers cannot alias loop-owned state.
func (r *Runtime) copyState() workspace.State {
st := r.state
st.Workspace = append([]workspace.Thought{}, r.state.Workspace...)
st.WorkingMemory = append([]workspace.Item{}, r.state.WorkingMemory...)
return st
}
func firstOr(xs []ids.ID, d ids.ID) ids.ID {
if len(xs) > 0 {
return xs[0]
}
return d
}
// observe runs all processes through the bounded pool with per-process
// timeouts and isolation. A failing process yields no candidates.
func (r *Runtime) observe(ctx context.Context, st *State) []Candidate {
procs := r.registry.Processes()
results := make([][]Candidate, len(procs))
tasks := make([]func(context.Context) error, len(procs))
for i, p := range procs {
tasks[i] = func(ctx context.Context) error {
pctx, cancel := context.WithTimeout(ctx, processTimeout)
defer cancel()
out, err := p.Observe(pctx, st)
if err != nil {
r.log.Warn("process failed", "process", p.Name(), "err", err)
return nil
}
for j := range out {
out[j].Process = p.Name()
out[j].Features = out[j].Features.Clamp()
if out[j].Kind == "" {
out[j].Kind = "note"
}
}
results[i] = out
return nil
}
}
scheduler.Parallel(ctx, r.pool, tasks) //nolint:errcheck // per-task errors already logged
var all []Candidate
for _, rs := range results {
all = append(all, rs...)
}
return all
}
// defaultHandler places an admitted thought into working memory.
func defaultHandler(_ context.Context, c *Cycle, t workspace.Thought) error {
key := t.Kind + ":" + t.Subject
if t.Subject == "" {
key = t.Kind + ":" + string(t.ID)
}
ref, _ := t.Content["ref"].(string)
var src ids.ID
if s, ok := t.Content["source_event"].(string); ok {
src = ids.ID(s)
}
c.Runtime.state.Hold(workspace.Item{Key: key, Content: t.Summary, Kind: t.Kind, SourceEvent: src, Ref: ref}, c.Runtime.mind.Config.WorkingMemoryCapacity, c.State.Cycle, c.State.Now)
return nil
}
// cycleBudget is a per-minute token bucket for cycles.
type cycleBudget struct {
perMinute int
tokens float64
last time.Time
}
func newCycleBudget(perMinute int) *cycleBudget {
return &cycleBudget{perMinute: perMinute, tokens: float64(perMinute)}
}
func (b *cycleBudget) allow(now time.Time) bool {
if !b.last.IsZero() {
b.tokens += now.Sub(b.last).Minutes() * float64(b.perMinute)
}
b.last = now
if b.tokens > float64(b.perMinute) {
b.tokens = float64(b.perMinute)
}
if b.tokens < 1 {
return false
}
b.tokens--
return true
}
+57
View File
@@ -0,0 +1,57 @@
package brain
// loopDetector spots candidates that keep being admitted without the world
// changing (T20). It keeps a ring of recent admitted fingerprints; when one
// recurs threshold times within the window it is suppressed and a
// metacognition warning is raised once per streak.
type loopDetector struct {
window int
threshold int
ring []string
warned map[string]bool
}
func newLoopDetector(window, threshold int) *loopDetector {
return &loopDetector{window: window, threshold: threshold, warned: map[string]bool{}}
}
func fingerprint(c Candidate) string { return c.Process + "|" + c.Kind + "|" + c.Subject }
// count returns how many times fp appears in the window.
func (l *loopDetector) count(fp string) int {
n := 0
for _, x := range l.ring {
if x == fp {
n++
}
}
return n
}
// looping reports whether admitting fp again would exceed the threshold.
func (l *loopDetector) looping(fp string) bool { return l.count(fp) >= l.threshold }
// record notes an admission.
func (l *loopDetector) record(fp string) {
l.ring = append(l.ring, fp)
if len(l.ring) > l.window {
l.ring = l.ring[len(l.ring)-l.window:]
}
if l.count(fp) < l.threshold {
delete(l.warned, fp)
}
}
// shouldWarn returns true the first time a fingerprint is suppressed in a streak.
func (l *loopDetector) shouldWarn(fp string) bool {
if l.warned[fp] {
return false
}
l.warned[fp] = true
return true
}
// snapshot exports the ring for persistence.
func (l *loopDetector) snapshot() []string { return append([]string{}, l.ring...) }
func (l *loopDetector) restore(ring []string) { l.ring = append([]string{}, ring...) }
+138
View File
@@ -0,0 +1,138 @@
package brain
import (
"context"
"errors"
"strings"
"sync"
"time"
"github.com/andydixon/noema/internal/minds"
"github.com/andydixon/noema/internal/scheduler"
"github.com/andydixon/noema/pkg/ids"
)
// Manager owns one Runtime per active mind, wakes them on new events and
// reconciles with the minds table so enabling or disabling a mind in the UI
// takes effect without a restart.
type Manager struct {
cfg Config
group *scheduler.Group
mu sync.RWMutex
runtimes map[ids.ID]*entry
}
type entry struct {
rt *Runtime
cancel context.CancelFunc
done chan struct{}
}
// ErrNotRunning is returned for minds without a live runtime.
var ErrNotRunning = errors.New("mind runtime is not running")
// NewManager creates a manager; call Start to launch runtimes.
func NewManager(cfg Config, group *scheduler.Group) *Manager {
return &Manager{cfg: cfg, group: group, runtimes: map[ids.ID]*entry{}}
}
// Start launches runtimes for active minds, subscribes to the event bus for
// wake-ups and reconciles every 30s.
func (m *Manager) Start(ctx context.Context) error {
if err := m.Reconcile(ctx); err != nil {
return err
}
ch, err := m.cfg.Events.Bus().Subscribe(m.group.Context(), ids.Nil, 1024)
if err != nil {
return err
}
m.group.Go("brain.wake", func(ctx context.Context) error {
for {
select {
case <-ctx.Done():
return nil
case ev := <-ch:
if strings.HasPrefix(ev.Source, "brain") {
continue // our own output never re-triggers a cycle (T20)
}
if rt := m.Get(ev.MindID); rt != nil {
rt.Wake()
}
}
}
})
m.group.Every("brain.reconcile", 30*time.Second, m.Reconcile)
return nil
}
// Reconcile starts runtimes for active minds and stops the rest.
func (m *Manager) Reconcile(ctx context.Context) error {
list, err := m.cfg.Minds.List(ctx, true)
if err != nil {
return err
}
want := map[ids.ID]minds.Mind{}
for _, md := range list {
if md.Status == minds.StatusActive {
want[md.ID] = md
}
}
m.mu.Lock()
defer m.mu.Unlock()
for id, e := range m.runtimes {
if _, ok := want[id]; !ok {
e.cancel()
<-e.done
delete(m.runtimes, id)
m.cfg.Log.Info("mind runtime stopped", "mind", id)
}
}
for id, md := range want {
if _, ok := m.runtimes[id]; ok {
continue
}
rt, err := NewRuntime(ctx, m.cfg, md)
if err != nil {
m.cfg.Log.Error("cannot start mind runtime", "mind", md.Slug, "err", err)
continue
}
rctx, cancel := context.WithCancel(m.group.Context())
e := &entry{rt: rt, cancel: cancel, done: make(chan struct{})}
m.runtimes[id] = e
m.group.Go("brain."+md.Slug, func(context.Context) error {
defer close(e.done)
return rt.Run(rctx)
})
}
return nil
}
// Get returns the runtime for a mind or nil.
func (m *Manager) Get(id ids.ID) *Runtime {
m.mu.RLock()
defer m.mu.RUnlock()
if e, ok := m.runtimes[id]; ok {
return e.rt
}
return nil
}
// Command forwards an operator command to a mind's runtime.
func (m *Manager) Command(ctx context.Context, id ids.ID, kind string, args map[string]bool) error {
rt := m.Get(id)
if rt == nil {
return ErrNotRunning
}
return rt.Command(ctx, kind, args)
}
// Running lists the ids of minds with live runtimes.
func (m *Manager) Running() []ids.ID {
m.mu.RLock()
defer m.mu.RUnlock()
out := make([]ids.ID, 0, len(m.runtimes))
for id := range m.runtimes {
out = append(out, id)
}
return out
}
+97
View File
@@ -0,0 +1,97 @@
// Package brain runs the cognitive cycle for each mind: it gathers new events,
// asks registered cognitive processes for thought candidates, scores them
// deterministically, admits the winners to the global workspace, dispatches
// them to executive handlers and records every step as events (ADR-0001).
package brain
import (
"context"
"time"
"github.com/andydixon/noema/internal/attention"
"github.com/andydixon/noema/internal/minds"
"github.com/andydixon/noema/internal/workspace"
"github.com/andydixon/noema/pkg/events"
"github.com/andydixon/noema/pkg/ids"
)
// Process is a cognitive faculty. Observe must be safe to call concurrently
// with other processes, must respect ctx, and must not mutate the state it is
// given; it returns candidates and lets the cycle decide.
type Process interface {
Name() string
Observe(ctx context.Context, s *State) ([]Candidate, error)
}
// Candidate is a proposed thought.
type Candidate struct {
Kind string // attend | hypothesis | question | respond | goal | retrieve | reflect | note | action
Subject string // stable key for refresh and loop detection (entity, event id, proposition hash)
Summary string // one line, human readable
Content map[string]any // structured detail for handlers and the UI
Features attention.Features // scoring inputs
Confidence float64 // epistemic confidence of the candidate itself
Evidence []events.EvidenceRef // what it rests on
SourceEvents []ids.ID // events that triggered it (first becomes causation)
// filled by the cycle
ID ids.ID
Process string
}
// Mode is the coarse cognitive mode.
type Mode string
// Modes. Later phases add reflecting, consolidating and dreaming.
const (
ModeAwake Mode = "awake"
ModeFocused Mode = "focused"
ModeIdle Mode = "idle"
ModePaused Mode = "paused"
)
// State is what processes see: a read-only view of the mind plus service
// handles. Nil services mean the capability is not available yet.
type State struct {
Mind minds.Mind
SelfModel minds.SelfModel
Mode Mode
Cycle int64
CycleID ids.ID
Now time.Time
NewEvents []events.Event // since the last cycle, ascending
Workspace workspace.State // snapshot before this cycle
Services Services
}
// Services are read handles processes may use. Extended per phase.
type Services struct {
Events EventReader
}
// EventReader is the subset of the event store processes may call.
type EventReader interface {
Get(ctx context.Context, id ids.ID) (events.Event, error)
}
// Handler executes an admitted thought of a given kind. Handlers run
// sequentially after admission, may write to stores and emit events, and
// receive the cycle's emitter so provenance links are consistent.
type Handler func(ctx context.Context, c *Cycle, t workspace.Thought) error
// Registry holds processes and handlers. It is immutable after construction.
type Registry struct {
processes []Process
handlers map[string]Handler
}
// NewRegistry builds a registry.
func NewRegistry() *Registry { return &Registry{handlers: map[string]Handler{}} }
// AddProcess registers a process.
func (r *Registry) AddProcess(p Process) *Registry { r.processes = append(r.processes, p); return r }
// Handle registers the handler for a thought kind.
func (r *Registry) Handle(kind string, h Handler) *Registry { r.handlers[kind] = h; return r }
// Processes returns the registered processes.
func (r *Registry) Processes() []Process { return r.processes }
+102
View File
@@ -0,0 +1,102 @@
// Package cognition holds the built-in cognitive processes. Each is a small,
// mostly deterministic Process; LLM-assisted ones arrive with the provider
// layer and always degrade to deterministic behaviour when no model is
// available (spec §46, §62).
package cognition
import (
"context"
"encoding/json"
"strings"
"github.com/andydixon/noema/internal/attention"
"github.com/andydixon/noema/internal/brain"
"github.com/andydixon/noema/internal/workspace"
"github.com/andydixon/noema/pkg/events"
"github.com/andydixon/noema/pkg/ids"
)
// Attend turns each new external event into an "attend" candidate whose
// features are computed from the event itself and the current context.
type Attend struct{}
// Name implements brain.Process.
func (Attend) Name() string { return "attend" }
// urgent words raise urgency deterministically; a model may refine this later
// but the floor is always computed here.
var urgentWords = map[string]float64{"error": 0.7, "errors": 0.7, "fail": 0.8, "failed": 0.8, "failure": 0.8, "down": 0.8, "outage": 0.9, "alert": 0.8, "alarm": 0.8,
"critical": 0.9, "urgent": 0.9, "immediately": 0.8, "crash": 0.8, "crashed": 0.8, "timeout": 0.6, "latency": 0.5, "spike": 0.6, "smart": 0.4, "corrupt": 0.8, "lost": 0.6}
// Observe implements brain.Process.
func (Attend) Observe(_ context.Context, s *brain.State) ([]brain.Candidate, error) {
ctxTokens := s.Workspace.Tokens()
var out []brain.Candidate
for _, ev := range s.NewEvents {
if strings.HasPrefix(ev.Source, "brain") {
continue
}
switch ev.Type {
case events.Observation, events.Perception, events.OperatorAction, events.ToolExecuted, events.ToolFailed, events.PredictionError, events.ContradictionDetected:
default:
continue
}
text := ev.Summary
var trust events.Trust
if ev.Type == events.Observation {
var p events.ObservationPayload
if json.Unmarshal(ev.Payload, &p) == nil {
if p.Text != "" {
text = p.Text
}
trust = p.Trust
}
}
toks := workspace.Tokenise(text)
f := attention.Features{Salience: ev.Salience, Confidence: ev.Confidence, Consequence: 0.4}
f.Urgency = urgency(toks)
f.ContextRelevance = workspace.Overlap(toks, ctxTokens)
f.Novelty = 1 - f.ContextRelevance*0.7 // things we are already holding are less novel
switch trust {
case events.TrustOperator:
f.OperatorPriority = 1
case events.TrustUser:
f.OperatorPriority = 0.7
default:
f.OperatorPriority = 0.3
}
if ev.Type == events.OperatorAction {
f.OperatorPriority, f.Salience = 0.9, max(ev.Salience, 0.5)
}
if ev.Type == events.ContradictionDetected {
f.Contradiction = 1
}
if ev.Type == events.PredictionError {
f.Consequence = 0.8
}
out = append(out, brain.Candidate{Kind: "attend", Subject: string(ev.ID), Summary: ev.Summary,
Content: map[string]any{"source_event": string(ev.ID), "event_type": ev.Type, "text": truncate(text, 2000), "trust": trust},
Features: f, Confidence: ev.Confidence, SourceEvents: []ids.ID{ev.ID}, Evidence: []events.EvidenceRef{{Kind: "event", ID: string(ev.ID)}}})
}
return out, nil
}
func urgency(tokens []string) float64 {
var u float64
for _, t := range tokens {
if v, ok := urgentWords[t]; ok && v > u {
u = v
}
}
if u == 0 {
return 0.2
}
return u
}
func truncate(s string, n int) string {
if len(s) > n {
return s[:n]
}
return s
}
+74
View File
@@ -29,6 +29,9 @@ func (u *UI) mindRoutes(m *http.ServeMux) {
m.Handle("POST /minds/{mind}/personality/template", u.require(auth.RoleAdministrator, u.personalityTemplate))
m.Handle("POST /minds/{mind}/personality/versions/{n}/restore", u.require(auth.RoleAdministrator, u.personalityRestore))
m.Handle("GET /minds/{mind}/personality/diff", u.require(auth.RoleObserver, u.personalityDiff))
m.Handle("GET /minds/{mind}/workspace", u.require(auth.RoleObserver, u.workspacePage))
m.Handle("POST /minds/{mind}/workspace/control", u.require(auth.RoleOperator, u.workspaceControl))
m.Handle("POST /minds/{mind}/workspace/weights", u.require(auth.RoleAdministrator, u.workspaceWeights))
m.Handle("GET /personality-templates", u.require(auth.RoleObserver, u.templates))
m.Handle("POST /personality-templates", u.require(auth.RoleAdministrator, u.templateCreate))
m.Handle("GET /personality-templates/{id}", u.require(auth.RoleObserver, u.templateEdit))
@@ -109,6 +112,7 @@ func (u *UI) mindStatus(w http.ResponseWriter, r *http.Request) {
}
u.deps.Audit.Log(r.Context(), "mind.status", "mind", m.ID.String(), map[string]any{"status": st})
u.deps.Events.OperatorAction(r.Context(), m.ID, username(r), "mind.status", "Operator "+username(r)+" set status to "+string(st), map[string]any{"status": st})
u.deps.Brain.Reconcile(r.Context()) //nolint:errcheck
u.flash(w, r, "ok", "Mind is now "+string(st)+".", "/minds/"+m.Slug)
}
@@ -419,3 +423,73 @@ func (u *UI) templateDelete(w http.ResponseWriter, r *http.Request) {
u.deps.Audit.Log(r.Context(), "template.delete", "personality_template", t.ID.String(), map[string]any{"name": t.Name})
u.flash(w, r, "ok", "Template deleted.", "/personality-templates")
}
func (u *UI) workspacePage(w http.ResponseWriter, r *http.Request) {
m, ok := u.mind(w, r)
if !ok {
return
}
v, err := u.wsF(r, m)
if err != nil {
u.errorPage(w, r, 500, "Could not load workspace: "+err.Error())
return
}
u.render(w, r, "workspace", m.DisplayName+" · Workspace", map[string]any{"Mind": m, "View": v})
}
func (u *UI) workspaceControl(w http.ResponseWriter, r *http.Request) {
m, ok := u.mind(w, r)
if !ok {
return
}
action := r.PostFormValue("action")
var err error
switch action {
case "cycle", "pause", "resume":
err = u.deps.Brain.Command(r.Context(), m.ID, action, nil)
case "reset":
err = u.deps.Brain.Command(r.Context(), m.ID, "reset", map[string]bool{"workspace": true, "working_memory": true, "loops": true})
default:
err = errors.New("unknown action")
}
if err != nil {
u.flash(w, r, "error", err.Error(), "/minds/"+m.Slug+"/workspace")
return
}
u.deps.Audit.Log(r.Context(), "mind."+action, "mind", m.ID.String(), nil)
u.flash(w, r, "ok", "Done: "+action+".", "/minds/"+m.Slug+"/workspace")
}
func (u *UI) workspaceWeights(w http.ResponseWriter, r *http.Request) {
m, ok := u.mind(w, r)
if !ok {
return
}
r.ParseForm() //nolint:errcheck
cfg := m.Config
for _, f := range minds.AttentionFeatures {
if v, err := strconv.ParseFloat(r.PostFormValue("w."+f), 64); err == nil {
cfg.AttentionWeights[f] = v
}
}
if v, err := strconv.Atoi(r.PostFormValue("workspace_capacity")); err == nil {
cfg.WorkspaceCapacity = v
}
if v, err := strconv.Atoi(r.PostFormValue("working_memory_capacity")); err == nil {
cfg.WorkingMemoryCapacity = v
}
if v, err := strconv.ParseFloat(r.PostFormValue("working_memory_decay"), 64); err == nil {
cfg.WorkingMemoryDecay = v
}
if v, err := strconv.Atoi(r.PostFormValue("loop_detect_threshold")); err == nil {
cfg.LoopDetectThreshold = v
}
if _, err := u.deps.Minds.Update(r.Context(), m.ID, minds.UpdateParams{Config: &cfg}); err != nil {
u.flash(w, r, "error", err.Error(), "/minds/"+m.Slug+"/workspace")
return
}
u.deps.Audit.Log(r.Context(), "mind.config", "mind", m.ID.String(), map[string]any{"weights": cfg.AttentionWeights, "workspace_capacity": cfg.WorkspaceCapacity})
u.deps.Events.OperatorAction(r.Context(), m.ID, username(r), "mind.config", "Operator "+username(r)+" changed attention weights and capacities", map[string]any{"weights": cfg.AttentionWeights})
u.deps.Brain.Command(r.Context(), m.ID, "reload", nil) //nolint:errcheck // not running is fine
u.flash(w, r, "ok", "Configuration saved and applied.", "/minds/"+m.Slug+"/workspace")
}
+34 -2
View File
@@ -6,6 +6,7 @@ package ui
import (
"bytes"
"encoding/base64"
"encoding/json"
"fmt"
"html/template"
"io/fs"
@@ -17,6 +18,7 @@ import (
"github.com/andydixon/noema/internal/api"
"github.com/andydixon/noema/internal/app"
"github.com/andydixon/noema/internal/attention"
"github.com/andydixon/noema/internal/auth"
"github.com/andydixon/noema/internal/minds"
"github.com/andydixon/noema/internal/version"
@@ -31,6 +33,7 @@ type UI struct {
static fs.FS
statusF func(r *http.Request) any // system status provider injected by api
ctxF func(r *http.Request, id ids.ID) (api.EventContext, error) // event forensic context, shared with api
wsF func(r *http.Request, m minds.Mind) (api.WorkspaceView, error)
}
// View is the data passed to every template.
@@ -51,7 +54,7 @@ const flashCookie = "noema_flash"
// New parses templates. In development, when ./web exists on disk, templates
// and static files are read from disk so edits show without a rebuild.
func New(deps app.Deps, statusF func(r *http.Request) any, ctxF func(r *http.Request, id ids.ID) (api.EventContext, error)) (*UI, error) {
func New(deps app.Deps, statusF func(r *http.Request) any, ctxF func(r *http.Request, id ids.ID) (api.EventContext, error), wsF func(r *http.Request, m minds.Mind) (api.WorkspaceView, error)) (*UI, error) {
tmplFS, staticFS := web.Templates(), web.Static()
if !deps.Config.Production() {
if st, err := os.Stat("web/templates"); err == nil && st.IsDir() {
@@ -59,7 +62,7 @@ func New(deps app.Deps, statusF func(r *http.Request) any, ctxF func(r *http.Req
deps.Log.Info("ui: serving templates and static files from ./web (development)")
}
}
u := &UI{deps: deps, static: staticFS, statusF: statusF, ctxF: ctxF}
u := &UI{deps: deps, static: staticFS, statusF: statusF, ctxF: ctxF, wsF: wsF}
if err := u.parse(tmplFS); err != nil {
return nil, err
}
@@ -85,6 +88,35 @@ func (u *UI) parse(fsys fs.FS) error {
},
"title": func(s string) string { s = strings.ReplaceAll(s, "_", " "); return strings.ToUpper(s[:1]) + s[1:] },
"valueKeys": func() []string { return minds.ValueKeys },
"features": func() []string { return minds.AttentionFeatures },
"trunc": func(s string, n int) string {
if len(s) > n {
return s[:n] + "…"
}
return s
},
"candSummary": func(s string) string {
if i := strings.Index(s, "] "); i > 0 && strings.HasPrefix(s, "[") {
return s[i+2:]
}
return s
},
"payloadField": func(raw json.RawMessage, field string) string {
var m map[string]any
if json.Unmarshal(raw, &m) != nil {
return ""
}
return fmt.Sprint(m[field])
},
"breakdownOf": func(raw json.RawMessage) *attention.Breakdown {
var p struct {
Breakdown attention.Breakdown `json:"breakdown"`
}
if json.Unmarshal(raw, &p) != nil || len(p.Breakdown.Terms) == 0 {
return nil
}
return &p.Breakdown
},
"traitKeys": func() []string { return minds.TraitKeys },
"dict": func(kv ...any) map[string]any {
m := map[string]any{}
+5
View File
@@ -0,0 +1,5 @@
package workspace
import "strconv"
func strconvFormat(v float64) string { return strconv.FormatFloat(v, 'f', 4, 64) }
+302
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@@ -0,0 +1,302 @@
// Package workspace implements the capacity-limited global workspace and the
// decaying working memory of a mind. Both are plain data with deterministic
// update rules; persistence is a JSON snapshot per mind.
package workspace
import (
"math"
"sort"
"strings"
"time"
"github.com/andydixon/noema/internal/attention"
"github.com/andydixon/noema/pkg/events"
"github.com/andydixon/noema/pkg/ids"
)
// Thought is an item in the workspace.
type Thought struct {
ID ids.ID `json:"id"`
Process string `json:"process"`
Kind string `json:"kind"`
Subject string `json:"subject"`
Summary string `json:"summary"`
Content map[string]any `json:"content,omitempty"`
Score float64 `json:"score"`
Breakdown attention.Breakdown `json:"breakdown"`
Activation float64 `json:"activation"` // decays each cycle it is not re-admitted
AdmittedCycle int64 `json:"admitted_cycle"`
AdmittedAt time.Time `json:"admitted_at"`
EventID ids.ID `json:"event_id,omitempty"` // thought_selected event
Evidence []events.EvidenceRef `json:"evidence,omitempty"`
Confidence float64 `json:"confidence"`
}
// Item is a working-memory entry: something the mind is currently holding.
type Item struct {
Key string `json:"key"`
Content string `json:"content"`
Kind string `json:"kind"` // observation | thought | goal | retrieval | note
Activation float64 `json:"activation"`
AddedCycle int64 `json:"added_cycle"`
TouchedAt time.Time `json:"touched_at"`
SourceEvent ids.ID `json:"source_event,omitempty"`
Ref string `json:"ref,omitempty"` // memory/belief/goal id when applicable
}
// State is the persisted snapshot.
type State struct {
Cycle int64 `json:"cycle"`
Mode string `json:"mode"`
LastCycleID ids.ID `json:"last_cycle_id,omitempty"`
LastCycleAt time.Time `json:"last_cycle_at"`
LastStimulus time.Time `json:"last_stimulus_at"`
Workspace []Thought `json:"workspace"`
WorkingMemory []Item `json:"working_memory"`
}
// Outcome records what happened to one candidate during admission.
type Outcome struct {
ID ids.ID `json:"id"`
Admitted bool `json:"admitted"`
Rank int `json:"rank"`
Total float64 `json:"total"`
Reason string `json:"reason"`
Displaced ids.ID `json:"displaced,omitempty"`
}
// Decay multiplies activation of every workspace thought and working-memory
// item by factor (0,1), simulating fading when not refreshed.
func (s *State) Decay(factor float64) {
for i := range s.Workspace {
s.Workspace[i].Activation = round4(s.Workspace[i].Activation * factor)
}
for i := range s.WorkingMemory {
s.WorkingMemory[i].Activation = round4(s.WorkingMemory[i].Activation * factor)
}
}
// Admit merges scored candidates into the workspace of the given capacity.
// Existing thoughts compete with their decayed effective score
// (score*activation); a candidate with the same subject as an existing
// thought refreshes it instead of duplicating. Returns the outcome per
// candidate and the ids of thoughts displaced. Deterministic.
func (s *State) Admit(cands []Thought, capacity int, cycle int64, now time.Time) ([]Outcome, []ids.ID) {
if capacity < 1 {
capacity = 1
}
type entry struct {
t Thought
eff float64
isNew bool
refresh bool
oldIndex int
}
entries := make([]entry, 0, len(s.Workspace)+len(cands))
for i, t := range s.Workspace {
entries = append(entries, entry{t: t, eff: round4(t.Score * t.Activation), oldIndex: i})
}
for _, c := range cands {
c.Activation = 1
c.AdmittedCycle, c.AdmittedAt = cycle, now
refreshed := false
for i := range entries {
if !entries[i].isNew && entries[i].t.Subject != "" && entries[i].t.Subject == c.Subject && entries[i].t.Kind == c.Kind {
// Refresh: keep identity of the workspace slot, take the new score.
entries[i].t.Score, entries[i].t.Breakdown, entries[i].t.Summary, entries[i].t.Content = c.Score, c.Breakdown, c.Summary, c.Content
entries[i].t.Activation, entries[i].t.Evidence, entries[i].t.Confidence = 1, c.Evidence, c.Confidence
entries[i].t.ID, entries[i].t.AdmittedCycle, entries[i].t.AdmittedAt = c.ID, cycle, now
entries[i].eff, entries[i].refresh = c.Score, true
refreshed = true
break
}
}
if !refreshed {
entries = append(entries, entry{t: c, eff: c.Score, isNew: true})
}
}
sort.SliceStable(entries, func(i, j int) bool {
if entries[i].eff != entries[j].eff {
return entries[i].eff > entries[j].eff
}
return entries[i].t.ID < entries[j].t.ID
})
var kept []Thought
var displaced []ids.ID
outcomes := make([]Outcome, 0, len(cands))
candRank := map[ids.ID]int{}
rank := 0
for _, e := range entries {
if e.isNew || e.refresh {
rank++
candRank[e.t.ID] = rank
}
}
cutoff := math.Inf(-1)
for i, e := range entries {
if i < capacity {
kept = append(kept, e.t)
if i == capacity-1 && len(entries) > capacity {
cutoff = e.eff
}
continue
}
if !e.isNew && !e.refresh {
displaced = append(displaced, e.t.ID)
}
}
for _, c := range cands {
o := Outcome{ID: c.ID, Total: c.Score, Rank: candRank[c.ID]}
found := false
for i, k := range kept {
if k.ID == c.ID {
found = true
o.Admitted = true
if i < len(kept) {
o.Reason = "admitted"
}
break
}
}
if !found {
if math.IsInf(cutoff, -1) {
o.Reason = "rejected: outscored"
} else {
o.Reason = "rejected: below cutoff " + trim(cutoff)
}
}
outcomes = append(outcomes, o)
}
s.Workspace = kept
return outcomes, displaced
}
func trim(v float64) string {
return strings.TrimRight(strings.TrimRight(formatFloat(v), "0"), ".")
}
func formatFloat(v float64) string {
return strconvFormat(v)
}
// Hold puts or refreshes an item in working memory, evicting the least active
// item when over capacity. Returns the evicted key, if any.
func (s *State) Hold(it Item, capacity int, cycle int64, now time.Time) (evicted string) {
if capacity < 1 {
capacity = 1
}
it.Activation, it.TouchedAt = 1, now
if it.AddedCycle == 0 {
it.AddedCycle = cycle
}
for i := range s.WorkingMemory {
if s.WorkingMemory[i].Key == it.Key {
it.AddedCycle = s.WorkingMemory[i].AddedCycle
s.WorkingMemory[i] = it
return ""
}
}
s.WorkingMemory = append(s.WorkingMemory, it)
if len(s.WorkingMemory) <= capacity {
return ""
}
sort.SliceStable(s.WorkingMemory, func(i, j int) bool {
if s.WorkingMemory[i].Activation != s.WorkingMemory[j].Activation {
return s.WorkingMemory[i].Activation > s.WorkingMemory[j].Activation
}
return s.WorkingMemory[i].TouchedAt.After(s.WorkingMemory[j].TouchedAt)
})
evicted = s.WorkingMemory[len(s.WorkingMemory)-1].Key
s.WorkingMemory = s.WorkingMemory[:capacity]
return evicted
}
// Prune drops thoughts and items whose activation fell below the floor.
func (s *State) Prune(floor float64) (dropped int) {
var ws []Thought
for _, t := range s.Workspace {
if t.Activation >= floor {
ws = append(ws, t)
} else {
dropped++
}
}
s.Workspace = ws
var wm []Item
for _, it := range s.WorkingMemory {
if it.Activation >= floor {
wm = append(wm, it)
} else {
dropped++
}
}
s.WorkingMemory = wm
return dropped
}
// Top returns the highest-scoring workspace thought, if any.
func (s *State) Top() (Thought, bool) {
if len(s.Workspace) == 0 {
return Thought{}, false
}
return s.Workspace[0], true
}
// Tokens returns the lower-cased word set of working memory contents, used
// for cheap context-relevance overlap by processes.
func (s *State) Tokens() map[string]struct{} {
out := map[string]struct{}{}
for _, it := range s.WorkingMemory {
for _, w := range Tokenise(it.Content) {
out[w] = struct{}{}
}
}
for _, t := range s.Workspace {
for _, w := range Tokenise(t.Summary) {
out[w] = struct{}{}
}
}
return out
}
// Tokenise splits text into lower-case alphanumeric words of length >= 3.
func Tokenise(text string) []string {
var out []string
var cur strings.Builder
flush := func() {
if cur.Len() >= 3 {
out = append(out, cur.String())
}
cur.Reset()
}
for _, r := range strings.ToLower(text) {
if r >= 'a' && r <= 'z' || r >= '0' && r <= '9' || r == '-' || r == '_' || r == '.' {
cur.WriteRune(r)
} else {
flush()
}
}
flush()
return out
}
// Overlap returns |a∩b| / |a| for token sets (0 when a is empty).
func Overlap(a []string, b map[string]struct{}) float64 {
if len(a) == 0 || len(b) == 0 {
return 0
}
n := 0
seen := map[string]struct{}{}
for _, w := range a {
if _, dup := seen[w]; dup {
continue
}
seen[w] = struct{}{}
if _, ok := b[w]; ok {
n++
}
}
return round4(float64(n) / float64(len(seen)))
}
func round4(v float64) float64 { return math.Round(v*10000) / 10000 }
+84
View File
@@ -0,0 +1,84 @@
package workspace
import (
"testing"
"time"
"github.com/andydixon/noema/pkg/ids"
)
func th(subject string, score float64) Thought {
return Thought{ID: ids.New(), Process: "p", Kind: "attend", Subject: subject, Summary: "about " + subject, Score: score}
}
func TestAdmitRespectsCapacityRefreshesAndExplains(t *testing.T) {
var s State
now := time.Now()
out, displaced := s.Admit([]Thought{th("a", 0.9), th("b", 0.5), th("c", 0.7), th("d", 0.2)}, 3, 1, now)
if len(s.Workspace) != 3 || s.Workspace[0].Subject != "a" || s.Workspace[2].Subject != "b" || len(displaced) != 0 {
t.Fatalf("admission wrong: %+v", s.Workspace)
}
var rejected int
for _, o := range out {
if !o.Admitted {
rejected++
if o.Reason == "" || o.Rank != 4 {
t.Fatalf("rejection unexplained: %+v", o)
}
}
}
if rejected != 1 {
t.Fatalf("expected 1 rejection, got %d", rejected)
}
// Decay, then a refresh of "b" and a strong newcomer displaces "c".
s.Decay(0.5)
out, displaced = s.Admit([]Thought{th("b", 0.6), th("e", 0.8)}, 3, 2, now)
if len(s.Workspace) != 3 {
t.Fatal("capacity broken")
}
subjects := map[string]bool{}
for _, w := range s.Workspace {
subjects[w.Subject] = true
}
if !subjects["a"] || !subjects["b"] || !subjects["e"] || subjects["c"] || len(displaced) != 1 {
t.Fatalf("expected a,b,e with c displaced: %+v displaced=%v", subjects, displaced)
}
if !out[0].Admitted || !out[1].Admitted {
t.Fatalf("outcomes wrong: %+v", out)
}
}
func TestWorkingMemoryHoldEvictsLeastActive(t *testing.T) {
var s State
now := time.Now()
for i, k := range []string{"x", "y", "z"} {
s.Hold(Item{Key: k, Content: k}, 3, int64(i+1), now.Add(time.Duration(i)*time.Second))
}
s.Decay(0.5)
s.Hold(Item{Key: "y", Content: "y again"}, 3, 4, now.Add(time.Minute)) // refreshed to 1.0
evicted := s.Hold(Item{Key: "w", Content: "w"}, 3, 5, now.Add(2*time.Minute))
if evicted == "" || evicted == "y" || evicted == "w" || len(s.WorkingMemory) != 3 {
t.Fatalf("eviction wrong: %q %+v", evicted, s.WorkingMemory)
}
s.Decay(0.01)
if n := s.Prune(0.05); n != 3 || len(s.WorkingMemory) != 0 {
t.Fatalf("prune wrong: %d", n)
}
}
func TestTokensAndOverlap(t *testing.T) {
toks := Tokenise("Server-01 reported SMART CRC errors at 09:12!")
set := map[string]struct{}{}
for _, w := range toks {
set[w] = struct{}{}
}
if _, ok := set["server-01"]; !ok {
t.Fatalf("tokenise wrong: %v", toks)
}
if o := Overlap(Tokenise("smart errors on server-01 again"), set); o < 0.5 {
t.Fatalf("overlap too low: %v", o)
}
if Overlap(nil, set) != 0 {
t.Fatal("empty overlap")
}
}
+1
View File
@@ -0,0 +1 @@
DROP TABLE IF EXISTS workspace_states;
+7
View File
@@ -0,0 +1,7 @@
-- Latest workspace / working-memory snapshot per mind. History lives in
-- workspace_broadcast events; this row only makes restarts seamless.
CREATE TABLE workspace_states (
mind_id uuid PRIMARY KEY REFERENCES minds(id),
state jsonb NOT NULL,
updated_at timestamptz NOT NULL DEFAULT now()
);
+9
View File
@@ -151,3 +151,12 @@ pre.json { background: var(--surface-2); padding: .75rem; border-radius: 8px; ov
.chain-arrow { text-align: center; color: var(--muted); }
ol.corr li.current { font-weight: 600; }
.cats { display: flex; flex-wrap: wrap; gap: .3rem; margin: .4rem 0; }
/* Workspace */
.bd { display: flex; height: 10px; width: 160px; background: var(--surface-2); border-radius: 3px; overflow: hidden; }
.bd-term { display: block; height: 100%; } .bd-term i { display: block; height: 100%; }
.f-salience { background: #0ea5a4; } .f-urgency { background: #e11d48; } .f-novelty { background: #8b5cf6; } .f-affect { background: #f472b6; } .f-goal_relevance { background: #16a34a; }
.f-consequence { background: #d97706; } .f-confidence { background: #64748b; } .f-contradiction { background: #b91c1c; } .f-operator_priority { background: #2563eb; } .f-context_relevance { background: #0891b2; }
ul.wm li { padding: .45rem 0; border-bottom: 1px solid var(--border); } ul.wm li:last-child { border-bottom: 0; }
.weights { display: grid; grid-template-columns: repeat(auto-fill, minmax(150px, 1fr)); gap: .5rem; }
.weights label { font-size: .8rem; }
+24
View File
@@ -96,8 +96,32 @@
});
}
// Live sections: <div id="x" data-refresh-on="type1,type2" data-refresh-url="/page" data-stream="/api/.../stream?...">
// On a matching event the page is re-fetched and the section swapped in place.
function attachRefreshers() {
document.querySelectorAll("[data-refresh-on][data-stream]").forEach((el) => {
const types = el.dataset.refreshOn.split(",");
const status = document.querySelector("[data-stream-status]");
let timer = null;
const refresh = () => fetch(el.dataset.refreshUrl, { credentials: "same-origin" }).then((r) => r.text()).then((html) => {
const doc = new DOMParser().parseFromString(html, "text/html");
const fresh = doc.getElementById(el.id);
if (fresh) el.innerHTML = fresh.innerHTML;
}).catch(() => {});
stream(el.dataset.stream, {
cognitive_event: (ev) => {
if (status) status.textContent = "live";
if (!types.includes(ev.type)) return;
clearTimeout(timer); timer = setTimeout(refresh, 400);
},
});
if (status) status.textContent = "live";
});
}
document.addEventListener("DOMContentLoaded", () => {
attachStreams();
attachRefreshers();
const tt = document.querySelector("[data-theme-toggle]");
if (tt) tt.addEventListener("click", cycleTheme);
const nt = document.querySelector("[data-nav-toggle]");
+90
View File
@@ -0,0 +1,90 @@
{{define "content"}}
{{$m := .Data.Mind}}{{$v := .Data.View}}{{$st := $v.State}}
<div class="pagehead mindhead">
<div><h1>{{$m.DisplayName}} <span class="muted small">global workspace</span></h1>
<p class="muted">What the mind is holding and why it won attention. Every candidate's score is arithmetic you can check. <span data-stream-status class="badge">connecting…</span></p></div>
<div class="row">{{template "mode_badge" $st.Mode}}{{if not $v.Running}}<span class="badge danger">runtime not running</span>{{end}}</div>
</div>
{{template "mind_tabs" (dict "M" $m "Active" "workspace")}}
<div id="ws-live" data-refresh-on="workspace_broadcast,mode_changed,operator_action" data-refresh-url="/minds/{{$m.Slug}}/workspace" data-stream="/api/v1/minds/{{$m.Slug}}/events/stream?category=cognition,system,operator">
<section class="grid cols-4">
<div class="card stat"><div class="stat-label">Cycle</div><div class="stat-value small">{{$st.Cycle}}</div><div class="muted small">{{if $st.LastCycleAt.IsZero}}never run{{else}}last {{ago $st.LastCycleAt}}{{end}}</div></div>
<div class="card stat"><div class="stat-label">Workspace</div><div class="stat-value small">{{len $st.Workspace}} <span class="muted">/ {{$m.Config.WorkspaceCapacity}}</span></div><div class="muted small">thoughts held</div></div>
<div class="card stat"><div class="stat-label">Working memory</div><div class="stat-value small">{{len $st.WorkingMemory}} <span class="muted">/ {{$m.Config.WorkingMemoryCapacity}}</span></div><div class="muted small">decay ×{{$m.Config.WorkingMemoryDecay}} per cycle</div></div>
<div class="card stat"><div class="stat-label">Last stimulus</div><div class="stat-value small">{{if $st.LastStimulus.IsZero}}—{{else}}{{ago $st.LastStimulus}}{{end}}</div><div class="muted small">external input</div></div>
</section>
<section class="grid cols-2">
<div class="card">
<h2>Workspace contents <span class="muted small">ranked by score × activation</span></h2>
{{if $st.Workspace}}
<table class="table compact">
<thead><tr><th>#</th><th>Thought</th><th>Process</th><th class="num">Score</th><th class="num">Act.</th><th>Why</th></tr></thead>
<tbody>{{range $i, $t := $st.Workspace}}<tr>
<td class="muted">{{inc $i}}</td>
<td>{{if $t.EventID}}<a href="/events/{{$t.EventID}}">{{$t.Summary}}</a>{{else}}{{$t.Summary}}{{end}}<div class="muted small">{{$t.Kind}} · cycle {{$t.AdmittedCycle}}{{if $t.Subject}} · <span class="mono">{{trunc $t.Subject 18}}</span>{{end}}</div></td>
<td class="small muted">{{$t.Process}}</td>
<td class="num">{{conf $t.Score}}</td>
<td class="num">{{conf $t.Activation}}</td>
<td>{{template "breakdown" $t.Breakdown}}</td>
</tr>{{end}}</tbody>
</table>
{{else}}<p class="muted">Empty. Inject an observation or talk to the mind to give it something to attend to.</p>{{end}}
</div>
<div class="card">
<h2>Working memory <span class="muted small">actively maintained items</span></h2>
{{if $st.WorkingMemory}}
<ul class="plain wm">{{range $st.WorkingMemory}}<li><div class="conf"><span class="conf-bar" title="activation {{conf .Activation}}"><i style="width:{{pct .Activation}}"></i></span> <span class="badge">{{.Kind}}</span></div><div>{{.Content}}</div><div class="muted small">since cycle {{.AddedCycle}} · {{ago .TouchedAt}}{{if .SourceEvent}} · <a href="/events/{{.SourceEvent}}">source</a>{{end}}</div></li>{{end}}</ul>
{{else}}<p class="muted">Nothing held.</p>{{end}}
</div>
</section>
<section class="card">
<h2>Last cycle: candidates and their fate <span class="muted small">{{len $v.Candidates}} scored{{if $st.LastCycleID}} · <a href="/minds/{{$m.Slug}}/thoughts?correlation={{$st.LastCycleID}}">all events of this cycle</a>{{end}}</span></h2>
{{if $v.Candidates}}
<table class="table compact">
<thead><tr><th>Fate</th><th>Candidate</th><th>Process</th><th class="num">Total</th><th>Breakdown</th><th>Reason</th></tr></thead>
<tbody>{{range $v.Candidates}}{{$fate := index .Metadata "fate"}}<tr>
<td><span class="badge {{if eq $fate "admitted"}}ok{{else if eq $fate "suppressed"}}danger{{else}}warn{{end}}">{{$fate}}</span></td>
<td><a href="/events/{{.ID}}">{{candSummary .Summary}}</a></td>
<td class="small muted">{{index .Metadata "process"}} · {{index .Metadata "kind"}}</td>
<td class="num">{{conf .Salience}}</td>
<td>{{template "breakdown_json" .Payload}}</td>
<td class="small muted">{{payloadField .Payload "reason"}}</td>
</tr>{{end}}</tbody>
</table>
{{else}}<p class="muted">No candidates scored yet.</p>{{end}}
</section>
</div>
{{if .Principal.User.Role.AtLeast "operator"}}
<section class="grid cols-2">
<div class="card">
<h2>Controls</h2>
<form method="post" action="/minds/{{$m.Slug}}/workspace/control" class="row">
<input type="hidden" name="_csrf" value="{{.CSRF}}">
<button class="btn" name="action" value="cycle" {{if not $v.Running}}disabled{{end}}>Run cycle now</button>
{{if eq $st.Mode "paused"}}<button class="btn" name="action" value="resume" {{if not $v.Running}}disabled{{end}}>Resume cognition</button>{{else}}<button class="btn" name="action" value="pause" {{if not $v.Running}}disabled{{end}}>Pause cognition</button>{{end}}
<button class="btn btn-danger" name="action" value="reset" data-confirm="Clear the workspace and working memory? Events, memories and beliefs are untouched." {{if not $v.Running}}disabled{{end}}>Reset transient state</button>
</form>
<p class="muted small">Pausing stops cycles; events still accumulate and are processed on resume. Reset clears only transient state and is recorded as an operator action.</p>
</div>
{{if .Principal.User.Role.AtLeast "administrator"}}
<div class="card">
<h2>Attention weights <span class="muted small">per feature; score = Σ value×weight / Σ weight</span></h2>
<form method="post" action="/minds/{{$m.Slug}}/workspace/weights" class="stack">
<input type="hidden" name="_csrf" value="{{.CSRF}}">
<div class="weights">{{range $f := features}}<label>{{title $f}} <input type="number" name="w.{{$f}}" min="0" max="5" step="0.1" value="{{index $m.Config.AttentionWeights $f}}"></label>{{end}}</div>
<div class="grid cols-2 tight">
<label>Workspace capacity <input type="number" name="workspace_capacity" min="1" max="32" value="{{$m.Config.WorkspaceCapacity}}"></label>
<label>Working memory capacity <input type="number" name="working_memory_capacity" min="1" max="64" value="{{$m.Config.WorkingMemoryCapacity}}"></label>
<label>Decay per cycle <input type="number" name="working_memory_decay" min="0.1" max="0.99" step="0.01" value="{{$m.Config.WorkingMemoryDecay}}"></label>
<label>Loop threshold <input type="number" name="loop_detect_threshold" min="2" max="50" value="{{$m.Config.LoopDetectThreshold}}"></label>
</div>
<div><button class="btn btn-primary" type="submit">Save configuration</button></div>
</form>
</div>
{{end}}
</section>
{{end}}
{{end}}
{{define "mode_badge"}}{{if eq . "awake"}}<span class="badge ok">awake</span>{{else if eq . "paused"}}<span class="badge warn">paused</span>{{else if eq . "idle"}}<span class="badge">idle</span>{{else}}<span class="badge accent">{{.}}</span>{{end}}{{end}}
{{define "breakdown"}}<div class="bd">{{range .Terms}}{{if gt .Contribution 0.0}}<span class="bd-term" title="{{.Feature}}: {{.Value}} × {{.Weight}} → {{.Contribution}}" style="width:{{pct .Contribution}}"><i class="f-{{.Feature}}"></i></span>{{end}}{{end}}</div>{{end}}
{{define "breakdown_json"}}{{with breakdownOf .}}{{template "breakdown" .}}{{end}}{{end}}
+1 -1
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@@ -3,6 +3,6 @@
<a href="/minds/{{$m.Slug}}" {{if eq $a "overview"}}aria-current="page"{{end}}>Overview</a>
<a href="/minds/{{$m.Slug}}/thoughts" {{if eq $a "thoughts"}}aria-current="page"{{end}}>Thoughts</a>
<a href="/minds/{{$m.Slug}}/personality" {{if eq $a "personality"}}aria-current="page"{{end}}>Personality</a>
<a class="disabled" title="Phase 4">Workspace</a><a class="disabled" title="Phase 5">Memory</a><a class="disabled" title="Phase 6">Beliefs</a><a class="disabled" title="Phase 8">Conversation</a>
<a href="/minds/{{$m.Slug}}/workspace" {{if eq $a "workspace"}}aria-current="page"{{end}}>Workspace</a><a class="disabled" title="Phase 5">Memory</a><a class="disabled" title="Phase 6">Beliefs</a><a class="disabled" title="Phase 8">Conversation</a>
</nav>
{{end}}