Listen on the Scarlett, because the fifine returns silence (V-487)

mavwaked has logged zero completed utterances in three days of journal, and
the wake word is not why: the count was zero before it existed too. The fifine
returns RMS 0.00004 over five seconds with its capture switch on and its ALSA
volume at the full 496 of 496, so the silence is in the hardware and no flag
reaches it.

Measured over eight seconds of the same speech: fifine 0.00004, onboard ALC897
0.142 clipping at peak 1.0, USB camera 0.289 clipping, Scarlett Solo 0.003
clean. The two loud ones clip, so the quiet clean one wins.

Named CARD=Gen rather than card 4, because a USB card number moves when
something else is replugged and this daemon must not change ears quietly.

Verified in the room: keyword heard at score 0.999, utterance complete in
1.65s, and she answered "сейчас 17 часов 24 минуты".

cmd/mavwaked/main.go

@@ -12,10 +12,17 @@
 // samples and the capture frame is 480, so silero.go re-chunks. This comment
 // used to say the two matched, which was true of silero v4.
 //
-// There is still no wake-word model, so anything spoken near the microphone
+// The keyword is "Мэйвен" and it is required, when -wake-model points at the
-// becomes a turn (V-487 stage two). The SurfaceVoice auth layer caps all
+// head (V-487 stage two). Without it anything spoken near the microphone
-// commands at L0 (no destructive acts), which is what makes an accidental
+// becomes a turn, which the SurfaceVoice auth layer makes safe rather than
-// trigger safe rather than expensive.
+// expensive: it caps all commands at L0, no destructive acts. It does not cap
+// reading, so an open gate still lets the room hear his facts read back.
+// wakeword.go holds the cadence and wakefeatures.go the three models.
+//
+// The conn carries both directions. mavwaked sends utterances and receives
+// proactive nudges on it, and it is opened at startup rather than at the first
+// utterance, because mavend registers a voice session on accept. See nudge.go
+// for why a nudge that is not heard is worse than one that is not delivered.
 //
 // While a reply is playing the capture side is muted (half-duplex): without
 // it, Maven's own voice comes back in through the mic and she answers
@@ -57,6 +64,12 @@ const (
 	defaultAddr     = "127.0.0.1:9100"
 	defaultLang     = "ru"
 	defaultReadSize = 4096 // max PCM bytes per read from arecord (fits multiple frames)
+
+	// defaultWakeWindowMs — how long the keyword stays good for. He says
+	// "Мэйвен" and then a sentence, and the VAD does not close the utterance
+	// until he stops, so this has to outlive the word by the length of what
+	// follows it. It is spent on dispatch: one keyword, one turn.
+	defaultWakeWindowMs = 8000
 )
 
 func main() {
@@ -81,12 +94,18 @@ func run(args []string) error {
 	vadModel := flag.String("vad-model", "", "silero-vad onnx file; empty runs the energy threshold instead")
 	vadThreshold := flag.Float64("vad-threshold", defaultSileroThreshold, "speech probability a frame must clear")
 	onnxLib := flag.String("onnx-lib", os.Getenv("MAVEN_ONNX_LIB"), "libonnxruntime.so, needed with -vad-model")
+	wakeModel := flag.String("wake-model", "", "keyword head onnx; empty ships every utterance, as before V-487")
+	wakeMel := flag.String("wake-mel", "", "melspectrogram.onnx, required with -wake-model")
+	wakeEmbed := flag.String("wake-embed", "", "embedding_model.onnx, required with -wake-model")
+	wakeThreshold := flag.Float64("wake-threshold", defaultWakeThreshold, "score the keyword must clear")
+	wakeWindowMs := flag.Int("wake-window-ms", defaultWakeWindowMs, "ms an utterance may still start after the keyword")
 	flag.CommandLine.Parse(args)
 
 	ctx, stop := signal.NotifyContext(context.Background(), syscall.SIGINT, syscall.SIGTERM, syscall.SIGHUP)
 	defer stop()
 
-	// Voice client — reused across utterances; SendRequest reconnects on error.
+	// Voice client — one conn carrying both directions. SendRequest reconnects
+	// on error, and the push receiver redials on its own clock.
 	vc := voice.Dial(*addr)
 	defer vc.Close()
 
@@ -165,6 +184,29 @@ func run(args []string) error {
 	}
 	sess := newSession(vad, newAplayPlayer(), &voiceSender{vc: vc}, *lang, barge)
 
+	// Keyword gate. A model that will not load is logged and not fatal, for
+	// the same reason silero's is not: an open gate is the daemon he had
+	// yesterday, and a daemon that refuses to start is not.
+	if *wakeModel != "" {
+		w, err := newWakeWord(*wakeMel, *wakeEmbed, *wakeModel, *onnxLib, *wakeThreshold)
+		if err != nil {
+			log.Printf("mavwaked: wake word unavailable, every utterance is a turn: %v", err)
+		} else {
+			defer w.Close()
+			sess.UseWakeWord(w, time.Duration(*wakeWindowMs)*time.Millisecond)
+			log.Printf("mavwaked: wake word from %s, threshold %.3f, window %dms",
+				*wakeModel, *wakeThreshold, *wakeWindowMs)
+		}
+	}
+
+	// Listen for nudges alongside capture. Connect eagerly so mavend has a
+	// voice session before he has said anything: without one, a nudge routed
+	// to voice finds nobody home and goes to the away channels instead.
+	if err := vc.Connect(ctx); err != nil {
+		log.Printf("mavwaked: voice server not reachable yet, retrying in background: %v", err)
+	}
+	go runNudgeReceiver(ctx, vc, sess)
+
 	return captureLoop(ctx, src, sess)
 }
 

cmd/mavwaked/nudge.go

@@ -0,0 +1,79 @@
+package main
+
+// The receiving half of the voice reach (V-671).
+//
+// mavwaked used to send and never listen. It wired no PushHandler, and
+// SendRequest discards a push frame when there is none. The consequence was
+// not a missing feature but a silent one: mavend routes a nudge to the voice
+// session that spoke most recently, and once mavwaked had spoken once it WAS
+// that session. PushToMostRecent succeeded, the dispatcher counted the nudge
+// delivered and stopped rerouting to telegram and ntfy, and mavwaked threw the
+// audio away. He heard nothing, anywhere.
+//
+// So the connection is opened at startup rather than at the first utterance,
+// and it is held open. A client that has never connected has no session, and
+// the dispatcher must be able to tell "he is not at the machine" from "he is,
+// and she has nothing to say".
+
+import (
+	"context"
+	"encoding/json"
+	"log"
+	"time"
+
+	"github.com/kami/maven/internal/voice"
+)
+
+// nudgeRetry is how long to wait before dialling again after the conn ends.
+// mavend restarts on every deploy, and a listener that gives up then is a
+// listener that is deaf until the next reboot.
+const nudgeRetry = 5 * time.Second
+
+// nudgeHandler decodes a push and hands the audio to the session, which
+// speaks it through the same player the reply path uses. It does not play
+// anything itself: the half-duplex gate and barge-in live on the capture
+// loop, and a nudge has to sit under both.
+type nudgeHandler struct{ sess *session }
+
+func (h *nudgeHandler) OnPush(p voice.Push) {
+	if p.Kind != voice.PushKindAudioNudge {
+		log.Printf("mavwaked: ignoring push of unknown kind %q", p.Kind)
+		return
+	}
+	var ap voice.AudioNudgePush
+	if err := json.Unmarshal(p.Params, &ap); err != nil {
+		log.Printf("mavwaked: nudge: decode: %v", err)
+		return
+	}
+	log.Printf("mavwaked: nudge from rule %q (severity %d): %q (%.2fs audio)",
+		ap.RuleName, ap.Severity, ap.Text, ap.Audio.Duration())
+	if len(ap.Audio.Bytes) == 0 {
+		// mavttsd was down or the text was empty. Say so rather than going
+		// quiet: the dispatcher already counted this one as delivered.
+		log.Printf("mavwaked: nudge %q carried no audio, nothing to speak", ap.RuleName)
+		return
+	}
+	h.sess.Nudge(ap.Audio)
+}
+
+// runNudgeReceiver keeps a push handler wired for as long as ctx lives,
+// redialling whenever the conn ends. Returns when ctx is cancelled.
+func runNudgeReceiver(ctx context.Context, vc *voice.Client, sess *session) {
+	h := &nudgeHandler{sess: sess}
+	for {
+		err := vc.RunPushReceiver(ctx, h)
+		if ctx.Err() != nil {
+			return
+		}
+		if err != nil {
+			log.Printf("mavwaked: nudge receiver: %v", err)
+		} else {
+			log.Printf("mavwaked: voice connection ended, reconnecting in %s", nudgeRetry)
+		}
+		select {
+		case <-ctx.Done():
+			return
+		case <-time.After(nudgeRetry):
+		}
+	}
+}

cmd/mavwaked/nudge_test.go

@@ -0,0 +1,170 @@
+package main
+
+// The receiving half: a nudge pushed by mavend has to reach the speaker, and
+// it has to obey the same two gates a reply obeys (V-671).
+
+import (
+	"context"
+	"encoding/json"
+	"testing"
+	"time"
+
+	"github.com/kami/maven/internal/audio"
+	"github.com/kami/maven/internal/voice"
+)
+
+func nudgeAudio() audio.Audio {
+	return audio.Audio{Format: audio.PCM16kMono, Bytes: make([]byte, 8000)}
+}
+
+// pushFrame builds the frame mavend's voicesink sends.
+func pushFrame(t *testing.T, a audio.Audio) voice.Push {
+	t.Helper()
+	body, err := json.Marshal(voice.AudioNudgePush{
+		RuleName: "test-rule",
+		Severity: 3,
+		Audio:    a,
+		Text:     "пора пить воду",
+		Ts:       time.Unix(0, 0),
+	})
+	if err != nil {
+		t.Fatalf("marshal push: %v", err)
+	}
+	return voice.Push{Kind: voice.PushKindAudioNudge, Params: body}
+}
+
+// The defect itself: the push arrived and nothing came out of the speaker.
+func TestNudgeReachesThePlayer(t *testing.T) {
+	sess, p, snd := newTestSession(bargeInConfig{})
+	(&nudgeHandler{sess: sess}).OnPush(pushFrame(t, nudgeAudio()))
+
+	if p.plays != 0 {
+		t.Fatal("nudge played from the push goroutine; it must wait for the capture loop")
+	}
+	if err := sess.feed(context.Background(), silentBytes()); err != nil {
+		t.Fatalf("feed: %v", err)
+	}
+	if p.plays != 1 {
+		t.Fatalf("plays = %d, want 1", p.plays)
+	}
+	if len(p.last.Bytes) != 8000 {
+		t.Errorf("played %d bytes, want the nudge audio", len(p.last.Bytes))
+	}
+	if sess.nudges != 1 {
+		t.Errorf("nudges = %d, want 1", sess.nudges)
+	}
+	if len(snd.sent) != 0 {
+		t.Errorf("a nudge must not be shipped back to the daemon as an utterance")
+	}
+}
+
+// A push of some other kind, or one carrying no audio, must not reach the
+// player and must not wedge the one that follows.
+func TestNudgeIgnoresUnusablePushes(t *testing.T) {
+	sess, p, _ := newTestSession(bargeInConfig{})
+	h := &nudgeHandler{sess: sess}
+
+	h.OnPush(voice.Push{Kind: "something-else", Params: json.RawMessage(`{}`)})
+	h.OnPush(voice.Push{Kind: voice.PushKindAudioNudge, Params: json.RawMessage(`not json`)})
+	h.OnPush(pushFrame(t, audio.Audio{Format: audio.PCM16kMono}))
+
+	if err := sess.feed(context.Background(), silentBytes()); err != nil {
+		t.Fatalf("feed: %v", err)
+	}
+	if p.plays != 0 {
+		t.Fatalf("plays = %d, want 0", p.plays)
+	}
+
+	h.OnPush(pushFrame(t, nudgeAudio()))
+	if err := sess.feed(context.Background(), silentBytes()); err != nil {
+		t.Fatalf("feed: %v", err)
+	}
+	if p.plays != 1 {
+		t.Fatalf("plays after a usable nudge = %d, want 1", p.plays)
+	}
+}
+
+// The half-duplex gate covers a nudge exactly as it covers a reply: she does
+// not start one over herself, and the mic stays muted while it runs.
+func TestNudgeWaitsForTheReplyToFinish(t *testing.T) {
+	sess, p, _ := newTestSession(bargeInConfig{})
+	speakThenPause(t, sess)
+	if !p.Playing() {
+		t.Fatal("expected the reply to be playing")
+	}
+	plays := p.plays
+
+	(&nudgeHandler{sess: sess}).OnPush(pushFrame(t, nudgeAudio()))
+	for i := 0; i < 20; i++ {
+		if err := sess.feed(context.Background(), silentBytes()); err != nil {
+			t.Fatalf("feed: %v", err)
+		}
+	}
+	if p.plays != plays {
+		t.Fatalf("nudge cut across the reply: plays = %d, want %d", p.plays, plays)
+	}
+
+	p.playing = false
+	if err := sess.feed(context.Background(), silentBytes()); err != nil {
+		t.Fatalf("feed: %v", err)
+	}
+	if p.plays != plays+1 {
+		t.Fatalf("nudge never played after the reply ended: plays = %d", p.plays)
+	}
+}
+
+// Speaking a nudge must not leave half a sentence in the VAD. The frames
+// captured before it are pre-nudge speech, and splicing them onto whatever he
+// says afterwards ships one utterance that is two.
+func TestNudgeResetsTheVAD(t *testing.T) {
+	sess, p, snd := newTestSession(bargeInConfig{})
+	loud := frameAt(0.35)
+	speechFrames := (defaultSpeechMs + defaultFrameMs - 1) / defaultFrameMs
+	for i := 0; i < speechFrames+5; i++ {
+		if err := sess.feed(context.Background(), loud); err != nil {
+			t.Fatalf("feed: %v", err)
+		}
+	}
+
+	(&nudgeHandler{sess: sess}).OnPush(pushFrame(t, nudgeAudio()))
+	if err := sess.feed(context.Background(), silentBytes()); err != nil {
+		t.Fatalf("feed: %v", err)
+	}
+	if p.plays != 1 {
+		t.Fatalf("nudge did not play: plays = %d", p.plays)
+	}
+
+	// Playback ends, silence follows. The half-formed utterance must be gone
+	// rather than closing on the first quiet frame.
+	p.playing = false
+	silenceFrames := (defaultSilenceMs+defaultFrameMs-1)/defaultFrameMs + 2
+	for i := 0; i < silenceFrames; i++ {
+		if err := sess.feed(context.Background(), silentBytes()); err != nil {
+			t.Fatalf("feed: %v", err)
+		}
+	}
+	if len(snd.sent) != 0 {
+		t.Fatalf("sent %d utterances after a nudge, want 0", len(snd.sent))
+	}
+}
+
+// Two nudges queued back to back: the newer one is what he hears. The
+// PushHandler contract in internal/voice says the next nudge replaces the
+// stale one rather than dogpiling on it.
+func TestNudgeReplacesAnUnspokenOne(t *testing.T) {
+	sess, p, _ := newTestSession(bargeInConfig{})
+	h := &nudgeHandler{sess: sess}
+
+	h.OnPush(pushFrame(t, audio.Audio{Format: audio.PCM16kMono, Bytes: make([]byte, 4000)}))
+	h.OnPush(pushFrame(t, audio.Audio{Format: audio.PCM16kMono, Bytes: make([]byte, 12000)}))
+
+	if err := sess.feed(context.Background(), silentBytes()); err != nil {
+		t.Fatalf("feed: %v", err)
+	}
+	if p.plays != 1 {
+		t.Fatalf("plays = %d, want 1", p.plays)
+	}
+	if len(p.last.Bytes) != 12000 {
+		t.Errorf("played %d bytes, want the newer nudge", len(p.last.Bytes))
+	}
+}

cmd/mavwaked/session.go

@@ -7,6 +7,7 @@ package main
 import (
 	"context"
 	"log"
+	"sync"
 	"time"
 
 	"github.com/kami/maven/internal/audio"
@@ -19,6 +20,15 @@ type utteranceSender interface {
 	Send(ctx context.Context, utt audio.Audio, lang string) (audio.Audio, error)
 }
 
+// keywordGate answers whether the keyword has just been spoken. The
+// production one is wakeWord; tests substitute a recorder, because a gate that
+// can only be exercised with three ONNX files is a gate nobody tests.
+type keywordGate interface {
+	Feed(frame []int16) bool
+	Reset()
+	Score() float64
+}
+
 // bargeInConfig holds the two numbers barge-in needs. Zero Frames disables
 // barge-in entirely — the half-duplex gate still runs.
 type bargeInConfig struct {
@@ -62,11 +72,29 @@ type session struct {
 	// whenever playback ends.
 	loudFrames int
 
+	// wake is the keyword gate, or nil when no model was loaded. wakeUntil is
+	// how long a keyword stays good for: he says "Мэйвен" and then a sentence,
+	// and the VAD does not close the utterance until he stops, so the window
+	// has to outlive the word by the length of what follows it.
+	wake       keywordGate
+	wakeWindow time.Duration
+	wakeUntil  time.Time
+
+	// pending holds a nudge the push receiver handed over, waiting for the
+	// capture loop to speak it. It is the one field written from another
+	// goroutine, hence the mutex; everything else in this struct belongs to
+	// the capture loop alone.
+	nudgeMu sync.Mutex
+	pending *audio.Audio
+
 	// counters, read by tests and logged on the way out.
 	suppressed int // frames dropped because she was speaking
 	dropped    int // frames dropped as round-trip backlog
 	bargeIns   int // times playback was cut because he spoke over her
 	sent       int // utterances shipped to the daemon
+	nudges     int // proactive pushes spoken through the speaker
+	wakes      int // times the keyword opened the gate
+	ignored    int // complete utterances dropped because the keyword was absent
 
 	// loudSum and loudSeen accumulate the energy of suppressed frames, so
 	// the operator can read what the room actually measures and set
@@ -79,6 +107,12 @@ func newSession(vad *VAD, p player, s utteranceSender, lang string, barge bargeI
 	return &session{vad: vad, player: p, sender: s, lang: lang, barge: barge, now: time.Now}
 }
 
+// UseWakeWord puts the keyword gate in front of dispatch. Without it every
+// utterance is shipped, which is what mavwaked did before V-487 stage two.
+func (s *session) UseWakeWord(w keywordGate, window time.Duration) {
+	s.wake, s.wakeWindow = w, window
+}
+
 // frameDuration is the wall time one captured frame represents.
 const frameDuration = defaultFrameMs * time.Millisecond
 
@@ -138,6 +172,7 @@ func (s *session) feed(ctx context.Context, frame []byte) error {
 		s.bargeIns++
 		s.loudFrames = 0
 		s.vad.Reset()
+		s.resetWake()
 		log.Printf("mavwaked: barge-in — stopped playback")
 		s.replayRecent()
 		return nil
@@ -148,15 +183,101 @@ func (s *session) feed(ctx context.Context, frame []byte) error {
 	if s.loudFrames != 0 {
 		s.loudFrames = 0
 		s.vad.Reset()
+		// The wake word saw nothing during playback, so what it holds is from
+		// before she spoke. Judging what he says next on it would score a
+		// sentence that ended a reply ago.
+		s.resetWake()
 	}
 
-	utt, state := s.vad.Feed(PCMToI16(frame))
+	if s.startPendingNudge() {
+		return nil
+	}
+
+	// The keyword is scored on the same frames the VAD sees, and only on the
+	// ones that reach here: every path above returns while she is speaking, so
+	// her own voice saying "Мэйвен" cannot wake her.
+	pcm := PCMToI16(frame)
+	if s.wake != nil && s.wake.Feed(pcm) {
+		s.wakes++
+		s.wakeUntil = s.now().Add(s.wakeWindow)
+		log.Printf("mavwaked: keyword heard (score %.3f), listening for %s",
+			s.wake.Score(), s.wakeWindow)
+	}
+
+	utt, state := s.vad.Feed(pcm)
 	if state == StateSpeech || utt.Bytes == nil {
 		return nil
 	}
 	return s.dispatch(ctx, utt)
 }
 
+// Nudge hands proactive audio to the session, to be spoken as soon as the
+// capture loop finds a quiet moment. Safe to call from the push receiver
+// goroutine; nothing else here is.
+//
+// A nudge arriving while one is already waiting REPLACES it. That is the
+// contract internal/voice states for PushHandler: the next nudge replaces the
+// stale one in his attention rather than dogpiling on it.
+func (s *session) Nudge(a audio.Audio) {
+	if len(a.Bytes) == 0 {
+		return
+	}
+	s.nudgeMu.Lock()
+	if s.pending != nil {
+		log.Printf("mavwaked: nudge replaced one still waiting to be spoken")
+	}
+	s.pending = &a
+	s.nudgeMu.Unlock()
+}
+
+// takeNudge removes and returns the waiting nudge, or nil.
+func (s *session) takeNudge() *audio.Audio {
+	s.nudgeMu.Lock()
+	defer s.nudgeMu.Unlock()
+	a := s.pending
+	s.pending = nil
+	return a
+}
+
+// startPendingNudge speaks a waiting nudge and reports whether it started
+// one. It runs on the capture loop, past the half-duplex gate, so a nudge
+// never cuts across a reply and never plays into a backlog drain.
+//
+// The VAD is reset first. Playback is about to suppress every frame until it
+// ends, and a half-heard sentence left in the VAD would splice onto whatever
+// he says afterwards. Barge-in needs no special case: it reads the player,
+// and the player does not care which audio it is playing.
+func (s *session) startPendingNudge() bool {
+	a := s.takeNudge()
+	if a == nil {
+		return false
+	}
+	s.vad.Reset()
+	s.nudges++
+	log.Printf("mavwaked: speaking nudge (%.2fs audio)", a.Duration())
+	s.player.Play(*a)
+	return true
+}
+
+// awake reports whether an utterance ending now was addressed to her.
+//
+// With no wake word loaded every utterance is, which is exactly what mavwaked
+// did before this gate existed. An operator with no model file gets the old
+// daemon rather than a daemon that refuses to hear anything.
+func (s *session) awake() bool {
+	if s.wake == nil {
+		return true
+	}
+	return s.now().Before(s.wakeUntil)
+}
+
+// resetWake drops the gate's streaming state when there is a gate.
+func (s *session) resetWake() {
+	if s.wake != nil {
+		s.wake.Reset()
+	}
+}
+
 // keepRecent stores a copy of one barge-in trigger frame, keeping at most
 // barge.Frames of them.
 func (s *session) keepRecent(frame []byte) {
@@ -197,6 +318,19 @@ func (s *session) replayRecent() {
 // whole backlog straight into the VAD, and a Send error did the same on every
 // failed turn, so a dead socket drove a retry loop off nothing but backlog.
 func (s *session) dispatch(ctx context.Context, utt audio.Audio) error {
+	if !s.awake() {
+		s.ignored++
+		log.Printf("mavwaked: utterance ignored, keyword not heard (%.2fs, %d ignored so far)",
+			utt.Duration(), s.ignored)
+		s.vad.Reset()
+		s.resetWake()
+		return nil
+	}
+	// One keyword, one turn. A window that renewed itself on every reply would
+	// leave the microphone open for as long as he kept talking, which is the
+	// state this gate exists to end.
+	s.wakeUntil = time.Time{}
+
 	log.Printf("mavwaked: utterance complete (%.2fs, %d bytes), sending...", utt.Duration(), len(utt.Bytes))
 	start := s.now()
 	reply, err := s.sender.Send(ctx, utt, s.lang)
@@ -225,6 +359,7 @@ func (s *session) dispatch(ctx context.Context, utt audio.Audio) error {
 // recorded before she started speaking.
 func (s *session) dropBacklog(start time.Time) {
 	s.vad.Reset()
+	s.resetWake()
 	s.loudFrames = 0
 	s.recent = s.recent[:0]
 	if elapsed := s.now().Sub(start); elapsed > 0 {

cmd/mavwaked/wakefeatures.go

@@ -0,0 +1,202 @@
+package main
+
+// The three models behind the wake word (V-487 stage two).
+//
+// openWakeWord's pipeline, run in a row:
+//
+//	audio      -> melspectrogram.onnx -> 32-bin mel frames, one per 10ms
+//	76 frames  -> embedding_model.onnx -> one 96-dim embedding per 80ms
+//	16 embeds  -> maven_wakeword.onnx  -> one score
+//
+// The first two are frozen and pretrained. Only the last was trained here,
+// which is why it is 100KB and the other two are megabytes. The shapes are
+// not guesses: 2.0s of 16kHz audio measures 197 mel frames, and 76-frame
+// windows at stride 8 give exactly the 16 embeddings the head was fitted on.
+//
+// This file knows ONNX and nothing about the 80ms cadence. wakeword.go knows
+// the cadence and nothing about tensors.
+
+import (
+	"fmt"
+
+	ort "github.com/yalue/onnxruntime_go"
+)
+
+const (
+	// melHop — samples per mel frame. 10ms at 16kHz.
+	melHop = 160
+	// melBins — mel bins per frame, fixed by melspectrogram.onnx.
+	melBins = 32
+	// embedFrames — mel frames one embedding is computed over, 760ms.
+	embedFrames = 76
+	// embedStride — mel frames between embeddings, 80ms.
+	embedStride = 8
+	// embedDim — the embedding width.
+	embedDim = 96
+	// headWindow — embeddings the head scores at once, 1.28s of audio.
+	headWindow = 16
+
+	// melContext — samples of history prepended to each incremental mel
+	// call, chosen so the eight frames this call yields continue exactly
+	// where the previous call's eight stopped.
+	//
+	// melspectrogram.onnx returns N/160-3 frames for N samples, and frame i
+	// covers [i*160, i*160+400). With 480 samples of history the buffer is
+	// 1760 samples, which is 8 frames, and the oldest of them starts one hop
+	// after the newest of the previous call. Less history leaves a gap: the
+	// first frames of a bare chunk would be computed against silence.
+	melContext = 480
+
+	// chunkSamples — audio per embedding step, 80ms.
+	chunkSamples = embedStride * melHop
+)
+
+// wakeModels holds the three ONNX sessions. It runs on CPU threads beside
+// silero and never touches the GPU. That is a rule, not a result: a wake word
+// that waits on card admission is not a wake word.
+type wakeModels struct {
+	mel  *ort.DynamicAdvancedSession
+	emb  *ort.DynamicAdvancedSession
+	head *ort.DynamicAdvancedSession
+}
+
+// newWakeModels loads all three. melPath and embedPath are openWakeWord's
+// frozen feature models; headPath is the keyword head trained for "Мэйвен".
+func newWakeModels(melPath, embedPath, headPath, libPath string) (*wakeModels, error) {
+	if !ort.IsInitialized() {
+		if libPath != "" {
+			ort.SetSharedLibraryPath(libPath)
+		}
+		if err := ort.InitializeEnvironment(); err != nil {
+			return nil, fmt.Errorf("wake word: onnx runtime: %w", err)
+		}
+	}
+	// One thread per session, not the default of every core. Measured on
+	// workpc: the default took mavwaked from 68% of one core to 335% of
+	// three, for three graphs that each run in well under 80ms single
+	// threaded. An always-on gate that eats a quarter of the workstation is
+	// not a gate he will leave running.
+	opts, err := ort.NewSessionOptions()
+	if err != nil {
+		return nil, fmt.Errorf("wake word: session options: %w", err)
+	}
+	defer opts.Destroy()
+	if err := opts.SetIntraOpNumThreads(1); err != nil {
+		return nil, fmt.Errorf("wake word: intra-op threads: %w", err)
+	}
+	if err := opts.SetInterOpNumThreads(1); err != nil {
+		return nil, fmt.Errorf("wake word: inter-op threads: %w", err)
+	}
+	open := func(p string, in, out []string) (*ort.DynamicAdvancedSession, error) {
+		s, err := ort.NewDynamicAdvancedSession(p, in, out, opts)
+		if err != nil {
+			return nil, fmt.Errorf("wake word: load %s: %w", p, err)
+		}
+		return s, nil
+	}
+	m := &wakeModels{}
+	if m.mel, err = open(melPath, []string{"input"}, []string{"output"}); err != nil {
+		return nil, err
+	}
+	if m.emb, err = open(embedPath, []string{"input_1"}, []string{"conv2d_19"}); err != nil {
+		m.Close()
+		return nil, err
+	}
+	if m.head, err = open(headPath, []string{"embeddings"}, []string{"score"}); err != nil {
+		m.Close()
+		return nil, err
+	}
+	return m, nil
+}
+
+// Close releases the three sessions.
+func (m *wakeModels) Close() {
+	if m == nil {
+		return
+	}
+	for _, s := range []*ort.DynamicAdvancedSession{m.mel, m.emb, m.head} {
+		if s != nil {
+			s.Destroy()
+		}
+	}
+	m.mel, m.emb, m.head = nil, nil, nil
+}
+
+// melFrames runs one buffer of samples and returns the mel frames it yielded.
+func (m *wakeModels) melFrames(buf []float32) ([][melBins]float32, error) {
+	in, err := ort.NewTensor(ort.NewShape(1, int64(len(buf))), buf)
+	if err != nil {
+		return nil, err
+	}
+	defer in.Destroy()
+
+	n := int64(len(buf)/melHop - 3)
+	if n < 1 {
+		return nil, fmt.Errorf("wake word: %d samples yield no mel frames", len(buf))
+	}
+	out, err := ort.NewEmptyTensor[float32](ort.NewShape(1, 1, n, melBins))
+	if err != nil {
+		return nil, err
+	}
+	defer out.Destroy()
+
+	if err := m.mel.Run([]ort.Value{in}, []ort.Value{out}); err != nil {
+		return nil, err
+	}
+	data := out.GetData()
+	frames := make([][melBins]float32, n)
+	for i := range frames {
+		for j := 0; j < melBins; j++ {
+			// The scaling openWakeWord applies between the two feature
+			// models, and the head was fitted on its output.
+			frames[i][j] = data[i*melBins+j]/10.0 + 2.0
+		}
+	}
+	return frames, nil
+}
+
+// embedding runs embedFrames mel frames through the frozen embedder.
+func (m *wakeModels) embedding(mels [][melBins]float32) ([embedDim]float32, error) {
+	var e [embedDim]float32
+	flat := make([]float32, 0, embedFrames*melBins)
+	for _, f := range mels {
+		flat = append(flat, f[:]...)
+	}
+	in, err := ort.NewTensor(ort.NewShape(1, embedFrames, melBins, 1), flat)
+	if err != nil {
+		return e, err
+	}
+	defer in.Destroy()
+	out, err := ort.NewEmptyTensor[float32](ort.NewShape(1, 1, 1, embedDim))
+	if err != nil {
+		return e, err
+	}
+	defer out.Destroy()
+	if err := m.emb.Run([]ort.Value{in}, []ort.Value{out}); err != nil {
+		return e, err
+	}
+	copy(e[:], out.GetData())
+	return e, nil
+}
+
+// score runs the trained head over headWindow embeddings.
+func (m *wakeModels) score(embeds [][embedDim]float32) (float64, error) {
+	flat := make([]float32, 0, headWindow*embedDim)
+	for _, e := range embeds {
+		flat = append(flat, e[:]...)
+	}
+	in, err := ort.NewTensor(ort.NewShape(1, headWindow, embedDim), flat)
+	if err != nil {
+		return 0, err
+	}
+	defer in.Destroy()
+	out, err := ort.NewEmptyTensor[float32](ort.NewShape(1, 1))
+	if err != nil {
+		return 0, err
+	}
+	defer out.Destroy()
+	if err := m.head.Run([]ort.Value{in}, []ort.Value{out}); err != nil {
+		return 0, err
+	}
+	return float64(out.GetData()[0]), nil
+}

cmd/mavwaked/wakeword.go

@@ -0,0 +1,195 @@
+package main
+
+// The wake word, "Мэйвен" (V-487 stage two).
+//
+// Silero answers "is this frame speech". It does not answer "was this said to
+// her", and until this file existed nothing did: every utterance near the
+// microphone became a turn. What made that safe rather than expensive was
+// SurfaceVoice capping acts at L0, and L0 does not cap reading, so the room
+// could still hear his facts read back.
+//
+// This file owns the 80ms cadence and the three rings of state between the
+// models. wakefeatures.go owns the tensors.
+//
+// Nil is a working value, and it is the CLOSED gate rather than the open one.
+// Feed on a nil receiver reports no keyword; session.go asks separately
+// whether a gate exists at all. That split is deliberate: a nil that answers
+// "yes, keyword" reads as a working wake word in every log line it produces.
+
+import (
+	"log"
+	"sync"
+)
+
+// defaultWakeThreshold — score above which the keyword was said.
+//
+// Picked from the false-accept rate on held-out Russian speech, not from
+// accuracy: a miss costs him a repeat, a false accept costs a turn nobody
+// asked for. Over 65 minutes of Common Voice, 0.99 woke her three times and
+// 0.999 once, and the difference in recall was one render out of 126. So the
+// default is the strict one. `docs/evals/2026-08-09-wake-word.md` has both
+// tables.
+const defaultWakeThreshold = 0.999
+
+// wakeWord is the streaming state around wakeModels. It is fed the same
+// capture frames the VAD sees and answers whether the keyword has just been
+// spoken.
+type wakeWord struct {
+	mu sync.Mutex
+	m  *wakeModels
+
+	threshold float64
+
+	// pending holds captured samples not yet part of a full 80ms chunk, and
+	// history holds the melContext samples before them.
+	pending []float32
+	history []float32
+
+	// mels is the newest embedFrames mel frames, oldest first.
+	mels [][melBins]float32
+	// embeds is the newest headWindow embeddings, oldest first.
+	embeds [][embedDim]float32
+
+	last float64 // most recent score, held between chunks
+}
+
+// newWakeWord loads the models and wraps them in the streaming gate.
+func newWakeWord(melPath, embedPath, headPath, libPath string, threshold float64) (*wakeWord, error) {
+	m, err := newWakeModels(melPath, embedPath, headPath, libPath)
+	if err != nil {
+		return nil, err
+	}
+	if threshold <= 0 {
+		threshold = defaultWakeThreshold
+	}
+	return &wakeWord{m: m, threshold: threshold}, nil
+}
+
+// Close releases the models.
+func (w *wakeWord) Close() {
+	if w == nil {
+		return
+	}
+	w.mu.Lock()
+	defer w.mu.Unlock()
+	w.m.Close()
+	w.m = nil
+}
+
+// Feed takes one capture frame and reports whether the keyword was heard on
+// it. A nil wakeWord hears nothing.
+func (w *wakeWord) Feed(frame []int16) bool {
+	if w == nil {
+		return false
+	}
+	w.mu.Lock()
+	defer w.mu.Unlock()
+
+	for _, v := range frame {
+		w.pending = append(w.pending, float32(v)/32768.0)
+	}
+	fired := false
+	for len(w.pending) >= chunkSamples {
+		chunk := w.pending[:chunkSamples]
+		if w.step(chunk) {
+			fired = true
+		}
+		w.history = append(w.history[:0], tailFloat32(append(w.history, chunk...), melContext)...)
+		// Slide the remainder to the front rather than reslicing. This runs
+		// every 80ms for as long as the daemon lives.
+		w.pending = append(w.pending[:0], w.pending[chunkSamples:]...)
+	}
+	return fired
+}
+
+// Reset drops the streaming state, so a fresh utterance is not judged on audio
+// from before it. Called after every dispatch and after barge-in, for the same
+// reason silero is: echo-era history must not score the next sentence, and her
+// own voice saying the keyword must not wake her.
+func (w *wakeWord) Reset() {
+	if w == nil {
+		return
+	}
+	w.mu.Lock()
+	defer w.mu.Unlock()
+	w.pending, w.history = w.pending[:0], w.history[:0]
+	w.mels, w.embeds = nil, nil
+	w.last = 0
+}
+
+// Score returns the most recent score, for the operator to read out of the
+// journal when picking a threshold for his room.
+func (w *wakeWord) Score() float64 {
+	if w == nil {
+		return 0
+	}
+	w.mu.Lock()
+	defer w.mu.Unlock()
+	return w.last
+}
+
+// step runs one 80ms chunk through all three models. It returns true when the
+// score crosses the threshold on this chunk.
+func (w *wakeWord) step(chunk []float32) bool {
+	buf := make([]float32, 0, melContext+len(chunk))
+	if pad := melContext - len(w.history); pad > 0 {
+		buf = append(buf, make([]float32, pad)...)
+	}
+	buf = append(buf, tailFloat32(w.history, melContext)...)
+	buf = append(buf, chunk...)
+
+	frames, err := w.m.melFrames(buf)
+	if err != nil {
+		// A failed inference must not silence the microphone. Hold the last
+		// score and let the next chunk try again.
+		log.Printf("mavwaked: wake word: mel: %v", err)
+		return false
+	}
+	w.mels = tailMel(append(w.mels, frames...), embedFrames)
+	if len(w.mels) < embedFrames {
+		return false
+	}
+	e, err := w.m.embedding(w.mels)
+	if err != nil {
+		log.Printf("mavwaked: wake word: embedding: %v", err)
+		return false
+	}
+	w.embeds = tailEmbed(append(w.embeds, e), headWindow)
+	if len(w.embeds) < headWindow {
+		return false
+	}
+	score, err := w.m.score(w.embeds)
+	if err != nil {
+		log.Printf("mavwaked: wake word: head: %v", err)
+		return false
+	}
+	// Report the crossing, not the state. A keyword held above the threshold
+	// for a second is one wake, and firing on every chunk of it would make the
+	// gate look open when it is merely slow to fall.
+	crossed := score >= w.threshold && w.last < w.threshold
+	w.last = score
+	return crossed
+}
+
+// The three rings. Each keeps the newest n entries and nothing older.
+
+func tailFloat32(s []float32, n int) []float32 {
+	if len(s) <= n {
+		return s
+	}
+	return s[len(s)-n:]
+}
+
+func tailMel(s [][melBins]float32, n int) [][melBins]float32 {
+	if len(s) <= n {
+		return s
+	}
+	return append(s[:0], s[len(s)-n:]...)
+}
+
+func tailEmbed(s [][embedDim]float32, n int) [][embedDim]float32 {
+	if len(s) <= n {
+		return s
+	}
+	return append(s[:0], s[len(s)-n:]...)
+}

cmd/mavwaked/wakeword_test.go

@@ -0,0 +1,174 @@
+package main
+
+import (
+	"context"
+	"testing"
+	"time"
+)
+
+// fakeGate fires on demand instead of running three ONNX models. The gate's
+// own arithmetic is measured on real audio in docs/evals; what these tests
+// cover is the thing that decides whether an utterance is shipped.
+type fakeGate struct {
+	fireOn int // fire when this many frames have been fed, 0 never fires
+	fed    int
+	resets int
+}
+
+func (g *fakeGate) Feed(_ []int16) bool {
+	g.fed++
+	return g.fireOn > 0 && g.fed == g.fireOn
+}
+func (g *fakeGate) Reset()         { g.resets++ }
+func (g *fakeGate) Score() float64 { return 1 }
+
+// wakingSession wires a session whose gate fires on the first frame it sees.
+func wakingSession(fireOn int, window time.Duration) (*session, *fakePlayer, *fakeSender, *fakeGate) {
+	sess, p, snd := newTestSession(bargeInConfig{})
+	g := &fakeGate{fireOn: fireOn}
+	sess.UseWakeWord(g, window)
+	return sess, p, snd, g
+}
+
+func TestKeywordlessSpeechNeverReachesSTT(t *testing.T) {
+	sess, p, snd, g := wakingSession(0, 8*time.Second)
+	speakThenPause(t, sess)
+
+	if len(snd.sent) != 0 {
+		t.Fatalf("sent %d utterances, want 0 — this is the whole point of V-487", len(snd.sent))
+	}
+	if sess.ignored != 1 {
+		t.Errorf("ignored = %d, want 1", sess.ignored)
+	}
+	if p.plays != 0 {
+		t.Errorf("plays = %d, want 0", p.plays)
+	}
+	if g.fed == 0 {
+		t.Error("the gate was never fed a frame")
+	}
+}
+
+func TestKeywordOpensTheGate(t *testing.T) {
+	sess, p, snd, _ := wakingSession(1, 8*time.Second)
+	speakThenPause(t, sess)
+
+	if len(snd.sent) != 1 {
+		t.Fatalf("sent %d utterances, want 1", len(snd.sent))
+	}
+	if sess.wakes != 1 {
+		t.Errorf("wakes = %d, want 1", sess.wakes)
+	}
+	if sess.ignored != 0 {
+		t.Errorf("ignored = %d, want 0", sess.ignored)
+	}
+	if p.plays != 1 {
+		t.Errorf("plays = %d, want 1", p.plays)
+	}
+}
+
+// One keyword buys one turn. Without this the microphone stays open for as
+// long as he keeps talking, which is the state the gate exists to end.
+func TestOneKeywordBuysOneTurn(t *testing.T) {
+	sess, p, snd, _ := wakingSession(1, 8*time.Second)
+	speakThenPause(t, sess)
+	p.Stop()         // she finished her reply
+	sess.discard = 0 // the backlog drain is not what this measures
+	speakThenPause(t, sess)
+
+	if len(snd.sent) != 1 {
+		t.Fatalf("sent %d utterances, want 1: the second had no keyword", len(snd.sent))
+	}
+	if sess.ignored != 1 {
+		t.Errorf("ignored = %d, want 1", sess.ignored)
+	}
+}
+
+// The keyword is heard, then he says nothing for longer than the window. What
+// he says after that is not addressed to her.
+func TestTheKeywordExpires(t *testing.T) {
+	sess, _, snd, _ := wakingSession(1, 500*time.Millisecond)
+	now := time.Unix(1750000000, 0)
+	sess.now = func() time.Time { return now }
+
+	if err := sess.feed(context.Background(), silentBytes()); err != nil {
+		t.Fatalf("feed: %v", err)
+	}
+	if sess.wakes != 1 {
+		t.Fatalf("wakes = %d, want 1", sess.wakes)
+	}
+	now = now.Add(2 * time.Second)
+	speakThenPause(t, sess)
+
+	if len(snd.sent) != 0 {
+		t.Fatalf("sent %d utterances, want 0 — the keyword had expired", len(snd.sent))
+	}
+}
+
+// Barge-in cuts her off whether or not the keyword was heard. What he says
+// after cutting her off still has to carry it.
+func TestBargeInStillInterruptsHer(t *testing.T) {
+	sess, p, _, g := wakingSession(0, 8*time.Second)
+	sess.barge = bargeInConfig{RMS: 0.2, Frames: 3}
+	p.playing = true
+	loud := frameAt(0.35)
+	for i := 0; i < 4; i++ {
+		if err := sess.feed(context.Background(), loud); err != nil {
+			t.Fatalf("feed %d: %v", i, err)
+		}
+	}
+	if sess.bargeIns != 1 {
+		t.Fatalf("bargeIns = %d, want 1", sess.bargeIns)
+	}
+	if p.stops != 1 {
+		t.Errorf("stops = %d, want 1", p.stops)
+	}
+	if g.resets == 0 {
+		t.Error("barge-in left pre-playback audio in the gate")
+	}
+}
+
+// Her own reply must not wake her. Frames captured while the player runs never
+// reach the gate, and the gate is cleared when playback ends.
+func TestHerOwnVoiceNeverReachesTheGate(t *testing.T) {
+	sess, p, _, g := wakingSession(1, 8*time.Second)
+	p.playing = true
+	for i := 0; i < 10; i++ {
+		if err := sess.feed(context.Background(), frameAt(0.35)); err != nil {
+			t.Fatalf("feed: %v", err)
+		}
+	}
+	if g.fed != 0 {
+		t.Fatalf("gate was fed %d frames while she was speaking, want 0", g.fed)
+	}
+	if sess.wakes != 0 {
+		t.Errorf("wakes = %d, want 0", sess.wakes)
+	}
+}
+
+// No model, no gate: the daemon behaves exactly as it did before V-487 stage
+// two. An operator with a missing file gets yesterday's mavwaked, not one that
+// refuses to hear anything.
+func TestNoGateShipsEveryUtterance(t *testing.T) {
+	sess, _, snd := newTestSession(bargeInConfig{})
+	speakThenPause(t, sess)
+
+	if len(snd.sent) != 1 {
+		t.Fatalf("sent %d utterances, want 1", len(snd.sent))
+	}
+	if sess.ignored != 0 {
+		t.Errorf("ignored = %d, want 0", sess.ignored)
+	}
+}
+
+// A nil *wakeWord is the closed gate, not a crash and not an open one.
+func TestNilWakeWordHearsNothing(t *testing.T) {
+	var w *wakeWord
+	if w.Feed([]int16{0, 0, 0}) {
+		t.Error("a nil wake word reported the keyword")
+	}
+	if w.Score() != 0 {
+		t.Error("a nil wake word reported a score")
+	}
+	w.Reset()
+	w.Close()
+}

deploy/mavwaked.service

@@ -4,11 +4,22 @@
 # user unit because it needs his ALSA session and his ssh agent, and because
 # it should stop when he logs out.
 #
-# THERE IS NO WAKE WORD YET (V-487 stage two). Anything spoken near the fifine
+# The keyword is "Мэйвен" and the three -wake- flags are what require it
-# becomes a turn. What makes that safe rather than expensive is voiceSender:
+# (V-487 stage two). Without them anything spoken near the fifine becomes a
-# it sends Surface=SurfaceVoice, which caps every command at L0, so no
+# turn, which voiceSender makes safe rather than expensive: it sends
-# accidental trigger runs a destructive act. It does not stop her answering
+# Surface=SurfaceVoice, capping every command at L0. That does not stop her
-# out loud, so this unit is his to stop when the room is not his alone.
+# answering out loud, which is the whole reason the keyword exists.
+#
+# The threshold is 0.999 and it is the binary's default, so it is not passed.
+# It came from 65 minutes of held-out Russian speech through this same binary:
+# 0.9 false wakes an hour against 2.8 at 0.99, for one lost render out of 126
+# (docs/evals/2026-08-09-wake-word.md). If the room proves noisier than the
+# corpus, read the scores out of this unit's journal and pass -wake-threshold.
+# Do not lower it by guessing.
+#
+# A keyword shorter than 1.32s can be heard too late to be used, because the
+# head scores 1.28s of audio and the VAD has closed the utterance by then.
+# "Мэйвен, <request>" is unaffected. A bare "Мэйвен" is the case that fails.
 #
 # -vad-model is passed on purpose. Silero answers "is this frame speech" where
 # the energy floor answers "is this frame loud". It declines white noise at
@@ -24,27 +35,39 @@
 #            systemctl --user enable --now mavwaked.service
 
 [Unit]
-Description=Maven always-on listening (VAD, no wake word yet)
+Description=Maven always-on listening (silero VAD, "Мэйвен" keyword)
 # The tunnel is the only path to mavend and the only thing authenticating it.
 Requires=maven-voice-tunnel.service
 After=maven-voice-tunnel.service
 
 [Service]
-# card 0 is the fifine USB microphone. Named, and not "default", because the
+# The Scarlett Solo 4th Gen, and not the fifine. The fifine was the device
-# default device follows whatever pipewire last decided and this daemon should
+# here for three days and mavwaked never logged one utterance in them, because
-# not change ears when he plugs in a headset.
+# it returns RMS 0.00004 with its capture switch on and its ALSA volume at the
+# full 496 of 496. That silence is in the hardware, so no flag reaches it.
+#
+# Named CARD=Gen and not card 4, because a USB card number moves when
+# something else is replugged and this daemon must not change ears quietly.
+# Not "default" either: that follows whatever pipewire last decided.
 #
 # plughw and not hw. mavwaked asks arecord for 16kHz mono, which is what the
-# whole pipeline is canonical in. The fifine offers 2 channels at 44100 or
+# whole pipeline is canonical in. Neither microphone offers it, so bare hw
-# 48000 and nothing else, so bare hw:0,0 dies on "Channels count non
+# dies on "Channels count non available" before a frame is read. plughw puts
-# available" before a frame is read. plughw puts ALSA's downmix and resampler
+# ALSA's downmix and resampler in front. Any replacement wants the same.
-# in front. Any replacement microphone wants the same treatment.
+#
+# The Scarlett measured RMS 0.003 against 0.14 on the onboard input, so its
+# front-panel gain is the thing to raise if she mishears. That is a knob, not
+# a control ALSA exposes. The two loud devices, the onboard ALC897 and the
+# camera, both clip at peak 1.0 and are worse candidates, not better ones.
 Environment=LD_LIBRARY_PATH=%h/.local/lib
 ExecStart=%h/.local/bin/mavwaked \
-  -device plughw:0,0 \
+  -device plughw:CARD=Gen,DEV=0 \
   -addr 127.0.0.1:9100 \
   -lang ru \
   -vad-model %h/.local/share/maven/models/silero_vad.onnx \
+  -wake-model %h/.local/share/maven/models/maven_wakeword.onnx \
+  -wake-mel %h/.local/share/maven/models/melspectrogram.onnx \
+  -wake-embed %h/.local/share/maven/models/embedding_model.onnx \
   -onnx-lib %h/.local/lib/libonnxruntime.so
 Restart=on-failure
 RestartSec=5

docs/deployment.md

@@ -170,9 +170,25 @@ The device is `plughw:0,0` and not `hw:0,0`. The fifine offers 2 channels at
 44100 or 48000 and nothing else, and mavwaked asks arecord for 16kHz mono. Bare
 `hw` dies on "Channels count non available" before a frame is read.
 
-There is no wake word yet (V-487 stage two), so the loop runs open. mavwaked
+The three `-wake-` flags require the keyword "Мэйвен" (V-487 stage two). Drop
-connects lazily, so `voicesink` cannot push a nudge to it until it has sent one
+them and the loop runs open, which is what it did before. The threshold is the
-utterance.
+binary's default of 0.999 and is not passed. Over 65 minutes of held-out
+Russian speech it woke her 0.9 times an hour against 2.8 at 0.99. That cost one
+lost render out of 126 (`docs/evals/2026-08-09-wake-word.md`).
+
+The three sessions are pinned to one thread each. onnxruntime otherwise sizes
+its pool to every core and spins between runs, which took mavwaked from 68% of
+one core to 335%. With the cap it sits at 81%, so the gate costs about 13%.
+
+A keyword shorter than 1.32s can be heard too late to be used. The head scores
+1.28s of audio, and the VAD has closed the utterance by then.
+"Мэйвен, <request>" is unaffected. A bare "Мэйвен" is the case that fails.
+
+mavwaked connects at startup and holds the conn, so a nudge routed to voice
+reaches the speaker before he has said anything (V-671). It used to connect
+lazily, which made the failure silent rather than absent: after one utterance
+the session existed, `PushToMostRecent` succeeded, the dispatcher stopped
+rerouting to telegram and ntfy, and mavwaked discarded the audio.
 
 **Passwords are read from files, never taken as flag values.** `mavcaldav` uses
 `-pass-file` and `-render-pass-file`. `mavpoll` and `mavmaild` follow the same

docs/evals/2026-08-09-wake-word.md

@@ -0,0 +1,112 @@
+# The "Мэйвен" wake word: what it hears and what it invents
+
+*Measured 2026-08-09 on workpc and homesrv. V-487, stage two of two.*
+
+Stage one gave mavwaked silero-vad, which answers "is this frame speech".
+Nothing answered "was this said to her", so every utterance near the
+microphone became a turn. SurfaceVoice caps acts at L0, which made that safe
+rather than expensive. L0 does not cap reading, so the room could still hear
+his facts read back.
+
+The keyword is "Мэйвен". openWakeWord's two frozen feature models do the
+hearing and a 100KB head trained here draws the boundary. It runs on CPU
+beside silero and never touches the GPU.
+
+## Why a per-window accuracy is not a number anyone can act on
+
+The gate scores every 80ms. A 1.7% false-accept rate per window sounds small
+and means a wake every few seconds. The useful question is how many times an hour
+it wakes on speech that was not the keyword. So every table below counts
+threshold crossings over whole clips and divides by the audio duration.
+
+A crossing, not a window above the threshold. A keyword held high for half a
+second is one wake, not six.
+
+## The data
+
+Positives are 600 silero TTS renders of three stressings of the keyword, six
+speakers, ten trailing phrases, augmented eight ways each. Hard negatives are
+560 renders of confusable Russian words. Real speech is Common Voice ru and Golos.
+The 74257 Common Voice clips were already on workpc from the CrisperWhisper
+work. The 200 Golos clips came from the CW2 WER eval.
+
+Splits are by source file. Augmented copies of one render on both sides of a
+split would measure memorisation.
+
+Golos was never trained on at any stage, so it answers the harder question:
+does this survive a change of speakers and rooms.
+
+## Three heads
+
+Each row is a full retrain. The false-accept column is 8.89 hours of Common
+Voice that no stage of training had seen.
+
+| trained on | recall (window) | false wakes/hour @0.99 |
+|---|---|---|
+| TTS + 13.7 min of Golos | 0.869 | not measurable |
+| + 4000 Common Voice clips | 0.836 | 21.9 |
+| + 3837 mined hard negatives | 0.784 | 4.2 |
+| + 753 more mined | 0.810 | 3.4 |
+
+The first row is why the second exists. Thirteen minutes of held-out speech
+cannot measure a rate for a gate that scores twelve times a second. A head
+trained only against TTS learns to tell TTS from not-TTS.
+
+Mining is the whole story after that. Random negatives teach the head what
+most speech sounds like. They do not teach it the few syllable sequences that
+score high, because 4000 clips barely contain them. So the current head was
+run over 20000 fresh clips, keeping every window it scored above 0.05. That
+found 3837 windows in 855512. Repeating those ten times in the next training
+run cut the rate five-fold.
+
+The second round found 753 in 852240, a fifth of the yield, and bought a
+further 20%. It also recovered recall, which the first round had cost. Whether
+a third round is worth 25 minutes of workpc is untested.
+
+## Where the threshold came from
+
+Both columns are held out. Positives are the 126 renders in the test split.
+Speech is 65.1 minutes of Common Voice, disjoint from every training and
+mining pool. Both were run through the built `mavwaked` binary reading PCM from a
+file, not through the python that trained the head.
+
+| threshold | renders shipped | false wakes/hour |
+|---|---|---|
+| 0.99 | 116 / 126 | 2.8 |
+| 0.999 | 115 / 126 | 0.9 |
+
+One render against a third of the false wakes. `defaultWakeThreshold` is
+0.999.
+
+Golos disagrees. It gave 2 wakes in 14 minutes at every threshold, which is
+8.7 per hour. Two events is not a rate. What it does say is that a handful of real utterances score above 0.999
+and no threshold will move them.
+
+## What it costs him
+
+Ten of the 126 held-out renders were heard and still dropped, and every one
+was an utterance shorter than 1.32s. The head scores 16 embeddings, or 1.28s of
+audio. The score therefore peaks up to a second after a short keyword ends.
+By then the VAD has closed the utterance and dispatch has already asked.
+
+Real commands are "Мэйвен, <request>" and run past two seconds, which gives
+the head the whole request to peak during. A bare "Мэйвен" with nothing after
+it is the case that fails. One fix would hold an ignored utterance for a grace
+period and ship it if the keyword lands late. It is not built.
+
+## What it costs the workstation
+
+Under systemd on workpc, mavwaked sat at 335% of a core with the gate on and
+68% with only silero. onnxruntime sizes its thread pool to every core and spins
+between runs, and this gate runs three graphs twelve times a second. Pinning
+all three sessions to one thread brought it to 81%, so the keyword costs about
+13% of one core. The three graphs each finish in well under 80ms that way.
+
+## What was not measured
+
+No room recordings. Every negative above is a clean corpus clip. This gate
+will live among a television, a fan and the far side of a kitchen. None of
+those are in these numbers.
+
+No measurement of him. Training on his voice means copying his transcripts off
+homesrv, which is his call and has not been asked.

internal/voice/client.go

@@ -9,15 +9,18 @@
 //
 // The wire is symmetric: a Request from the client is answered by a
 // Response with a matching ID, OR a server-initiated Push frame (no ID)
-// may arrive interleaved. SendRequest loops reading frames, drops Push
+// may arrive interleaved. One reader goroutine per connection owns the
-// frames to the harness if a receiver is running (or silently if not),
+// socket. It hands each Response to whichever SendRequest is waiting on
-// and returns the first Response with the matching ID.
+// that ID and each Push to the handler, so a client may send and listen
+// at the same time on one conn. mavwaked needs exactly that: it speaks
+// utterances and it must hear nudges, and the server routes a nudge to
+// the session that spoke most recently, so a second listening conn would
+// never be picked (V-671).
 package voice
 
 import (
 	"context"
 	"encoding/json"
-	"errors"
 	"fmt"
 	"io"
 	"net"
@@ -41,13 +44,22 @@ type PushHandler interface {
 // Client — one connection to the voice.Server.
 type Client struct {
 	addr   string
-	mu     sync.Mutex
-	c      net.Conn
 	nextID atomic.Uint64
 
-	// pushCh fan-out: a reader goroutine (started by RunPushReceiver)
+	mu sync.Mutex
-	// writes Push frames here; SendRequest also drains it when no reader
+	c  net.Conn
-	// is running (drops the frame in that case).
+	// pending holds one channel per in-flight request, keyed by frame id.
+	// The reader goroutine delivers the Response here and deletes the entry.
+	pending map[uint64]chan *Response
+	// dead is closed by the reader goroutine when this conn ends, so a
+	// waiting SendRequest fails at once instead of at its own deadline.
+	dead chan struct{}
+
+	// wmu serialises writes. Frames must not interleave on the wire.
+	wmu sync.Mutex
+
+	// pushH is set by RunPushReceiver and survives a reconnect, because the
+	// client that wants pushes wants them on whatever conn it ends up with.
 	pushMu sync.Mutex
 	pushH  PushHandler
 }
@@ -55,6 +67,15 @@ type Client struct {
 // Dial returns a Client that will connect to addr on first use.
 func Dial(addr string) *Client { return &Client{addr: addr} }
 
+// Connect opens the conn now rather than on the first request. mavwaked calls
+// it at startup: the server registers a session on accept, and a client that
+// has never connected cannot be sent a nudge.
+func (c *Client) Connect(ctx context.Context) error {
+	c.mu.Lock()
+	defer c.mu.Unlock()
+	return c.ensureConnLocked(ctx)
+}
+
 // Close releases the conn. Idempotent.
 func (c *Client) Close() error {
 	c.mu.Lock()
@@ -75,12 +96,14 @@ func (c *Client) PushToTalk(ctx context.Context, a audio.Audio, lang string) (Pu
 	return out, err
 }
 
+// requestTimeout bounds a round-trip with no deadline on its context. It is
+// generous because the far end runs speech-to-text, a router and a voice.
+const requestTimeout = 120 * time.Second
+
 // SendRequest sends one Request frame and waits for the matching Response.
-// Push frames received while waiting are dropped on the floor UNLESS a
+// Push frames arriving meanwhile go to the handler on the reader goroutine,
-// PushHandler has been wired via RunPushReceiver, in which case the handler
+// so listening and sending on one Client is supported rather than merely
-// is invoked inline (still synchronous with the SendRequest caller's
+// tolerated.
-// read). For sanity, the reference client runs either one-shot (no
-// receiver) or interactive (RunPushReceiver, no concurrent SendRequest).
 func (c *Client) SendRequest(ctx context.Context, m Method, params any, out any) error {
 	body, err := marshalParams(params)
 	if err != nil {
@@ -94,58 +117,69 @@ func (c *Client) SendRequest(ctx context.Context, m Method, params any, out any)
 		c.mu.Unlock()
 		return err
 	}
-	conn := c.c
+	conn, dead := c.c, c.dead
+	ch := make(chan *Response, 1)
+	c.pending[id] = ch
 	c.mu.Unlock()
 
-	if dl, ok := ctx.Deadline(); ok {
+	c.wmu.Lock()
-		_ = conn.SetDeadline(dl)
+	err = writeFrame(conn, &req)
-	} else {
+	c.wmu.Unlock()
-		_ = conn.SetDeadline(time.Now().Add(120 * time.Second))
+	if err != nil {
-	}
+		c.forget(id)
-	defer conn.SetDeadline(time.Time{})
+		c.teardownConn(conn)
-
-	if err := writeFrame(conn, &req); err != nil {
-		c.teardown()
 		return err
 	}
-	for {
+
-		resp, push, err := readOneFrame(conn)
+	timer := time.NewTimer(requestTimeout)
-		if err != nil {
+	defer timer.Stop()
-			c.teardown()
+
-			return err
+	var resp *Response
-		}
+	select {
-		if push != nil {
+	case resp = <-ch:
-			c.deliverPush(*push)
+	case <-dead:
-			continue
+		c.forget(id)
-		}
+		return fmt.Errorf("voice: connection closed before reply")
-		if resp.ID != id {
+	case <-ctx.Done():
-			continue // not ours; ignore (singleplex ⇒ shouldn't happen)
+		c.forget(id)
-		}
+		return ctx.Err()
-		if resp.Error != nil {
+	case <-timer.C:
-			return hydrate(resp.Error)
+		c.forget(id)
-		}
+		c.teardownConn(conn)
-		if out != nil {
+		return fmt.Errorf("voice: no reply within %s", requestTimeout)
-			if err := json.Unmarshal(resp.Result, out); err != nil {
-				return fmt.Errorf("voice: unmarshal result: %w", err)
-			}
-		}
-		return nil
 	}
+
+	if resp.Error != nil {
+		return hydrate(resp.Error)
+	}
+	if out != nil {
+		if err := json.Unmarshal(resp.Result, out); err != nil {
+			return fmt.Errorf("voice: unmarshal result: %w", err)
+		}
+	}
+	return nil
 }
 
-// RunPushReceiver spawns a reader goroutine that delivers Push frames to h
+// forget drops an abandoned request so a late Response is discarded rather
-// until the conn closes or Close is called. Today's reference client uses
+// than delivered to nobody.
-// this in -listen mode (proactive voice playback). SendRequest and
+func (c *Client) forget(id uint64) {
-// RunPushReceiver SHOULD NOT be used concurrently on the same Client — the
+	c.mu.Lock()
-// wire is singleplex at the reference client's scale; production picks one
+	delete(c.pending, id)
-// mode per conn. Returns when the goroutine ends (ctx cancel or conn close).
+	c.mu.Unlock()
+}
+
+// RunPushReceiver wires h and blocks until the conn ends or ctx is
+// cancelled. Frames are read by the per-conn reader goroutine, so a client
+// may call SendRequest on the same Client while this is running. Returns nil
+// when the conn ended, so a caller that wants to stay reachable reconnects
+// and calls it again.
 func (c *Client) RunPushReceiver(ctx context.Context, h PushHandler) error {
 	c.mu.Lock()
 	if err := c.ensureConnLocked(ctx); err != nil {
 		c.mu.Unlock()
 		return err
 	}
-	conn := c.c
+	dead := c.dead
 	c.mu.Unlock()
 
 	c.pushMu.Lock()
@@ -158,21 +192,34 @@ func (c *Client) RunPushReceiver(ctx context.Context, h PushHandler) error {
 		c.pushMu.Unlock()
 	}()
 
+	select {
+	case <-ctx.Done():
+		return ctx.Err()
+	case <-dead:
+		return nil
+	}
+}
+
+// readLoop owns conn for its whole life. It ends on any read error, which is
+// how a closed conn, a killed server and a cancelled dial all arrive here.
+func (c *Client) readLoop(conn net.Conn, dead chan struct{}) {
+	defer close(dead)
 	for {
-		select {
+		resp, push, err := readOneFrame(conn)
-		case <-ctx.Done():
-			return ctx.Err()
-		default:
-		}
-		_, push, err := readOneFrame(conn)
 		if err != nil {
-			if errors.Is(err, io.EOF) || errors.Is(err, net.ErrClosed) {
+			c.teardownConn(conn)
-				return nil
+			return
-			}
-			return err
 		}
 		if push != nil {
 			c.deliverPush(*push)
+			continue
+		}
+		c.mu.Lock()
+		ch := c.pending[resp.ID]
+		delete(c.pending, resp.ID)
+		c.mu.Unlock()
+		if ch != nil {
+			ch <- resp
 		}
 	}
 }
@@ -196,13 +243,19 @@ func (c *Client) ensureConnLocked(ctx context.Context) error {
 		return fmt.Errorf("voice: dial %s: %w", c.addr, err)
 	}
 	c.c = conn
+	c.pending = make(map[uint64]chan *Response)
+	c.dead = make(chan struct{})
+	go c.readLoop(conn, c.dead)
 	return nil
 }
 
-func (c *Client) teardown() {
+// teardownConn closes conn and forgets it, but only if it is still the live
+// one. A reconnect may already have replaced it, and closing the new conn
+// because the old one died takes the client down on every hiccup.
+func (c *Client) teardownConn(conn net.Conn) {
 	c.mu.Lock()
 	defer c.mu.Unlock()
-	if c.c != nil {
+	if c.c != nil && c.c == conn {
 		_ = c.c.Close()
 		c.c = nil
 	}

internal/voice/voice_test.go

@@ -221,3 +221,113 @@ func TestClientListenModeReceivesPush(t *testing.T) {
 type pushHandlerFunc func(Push)
 
 func (f pushHandlerFunc) OnPush(p Push) { f(p) }
+
+// The whole point of the per-conn reader (V-671): mavwaked speaks utterances
+// and must hear nudges, and the server routes a nudge to the session that
+// spoke most recently. A second listening conn would never be picked, so both
+// directions have to share one conn.
+func TestClientSendsAndListensOnOneConn(t *testing.T) {
+	l := newTestListener(t)
+	sess := NewSessions()
+	h := &stubHandler{}
+	srv := NewServer(l.Addr().String(), h, sess)
+	if err := srv.Listen(); err != nil {
+		t.Fatalf("listen: %v", err)
+	}
+	defer func() {
+		_ = srv.Close()
+		waitPort()
+	}()
+	go func() { _ = srv.Serve() }()
+
+	c := Dial(l.Addr().String())
+	defer c.Close()
+
+	got := make(chan audio.Audio, 4)
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+	go func() {
+		_ = c.RunPushReceiver(ctx, pushHandlerFunc(func(p Push) {
+			var ap AudioNudgePush
+			if err := json.Unmarshal(p.Params, &ap); err == nil {
+				got <- ap.Audio
+			}
+		}))
+	}()
+
+	for i := 0; i < 100 && sess.Active() < 1; i++ {
+		time.Sleep(10 * time.Millisecond)
+	}
+	if sess.Active() != 1 {
+		t.Fatalf("active sessions = %d, want exactly 1", sess.Active())
+	}
+
+	// A round-trip while the receiver is running. Before the reader owned the
+	// conn, this and the receiver raced for every frame.
+	resp, err := c.PushToTalk(context.Background(), audio.Audio{Format: audio.PCM16kMono, Bytes: []byte("hello")}, "ru")
+	if err != nil {
+		t.Fatalf("PushToTalk with a receiver running: %v", err)
+	}
+	if resp.ReplyText != "got it" {
+		t.Fatalf("ReplyText = %q, want %q", resp.ReplyText, "got it")
+	}
+
+	// And the nudge still arrives, on the session that just spoke.
+	err = sess.PushToMostRecent(context.Background(), AudioNudgePush{
+		RuleName: "after-speaking",
+		Audio:    audio.Audio{Format: audio.PCM16kMono, Bytes: []byte("proactive")},
+	})
+	if err != nil {
+		t.Fatalf("PushToMostRecent: %v", err)
+	}
+	select {
+	case a := <-got:
+		if string(a.Bytes) != "proactive" {
+			t.Fatalf("received %q, want the nudge audio", string(a.Bytes))
+		}
+	case <-time.After(2 * time.Second):
+		t.Fatal("nudge never reached the handler after the client had spoken")
+	}
+}
+
+// A request abandoned by its context must not leave its slot behind, or a
+// long-running client leaks one channel per timeout.
+func TestClientForgetsAbandonedRequests(t *testing.T) {
+	l := newTestListener(t)
+	sess := NewSessions()
+	srv := NewServer(l.Addr().String(), &blockingHandler{}, sess)
+	if err := srv.Listen(); err != nil {
+		t.Fatalf("listen: %v", err)
+	}
+	defer func() {
+		_ = srv.Close()
+		waitPort()
+	}()
+	go func() { _ = srv.Serve() }()
+
+	c := Dial(l.Addr().String())
+	defer c.Close()
+
+	ctx, cancel := context.WithTimeout(context.Background(), 100*time.Millisecond)
+	defer cancel()
+	_, err := c.PushToTalk(ctx, audio.Audio{Format: audio.PCM16kMono, Bytes: []byte("x")}, "ru")
+	if err == nil {
+		t.Fatal("expected the round-trip to fail on its context")
+	}
+
+	c.mu.Lock()
+	n := len(c.pending)
+	c.mu.Unlock()
+	if n != 0 {
+		t.Fatalf("pending = %d after an abandoned request, want 0", n)
+	}
+}
+
+// blockingHandler never answers, so the client's context is what ends the
+// round-trip.
+type blockingHandler struct{}
+
+func (blockingHandler) HandlePushToTalk(ctx context.Context, _ PushToTalkReq, _ uint64) (PushToTalkResp, error) {
+	<-ctx.Done()
+	return PushToTalkResp{}, ctx.Err()
+}