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Author SHA1 Message Date
claude c47881106e phraser: say "даже не знаю, что сказать" when there is nothing to say (V-397)
Review of #108: "поговорили." reads as a summary of a conversation that did
not happen. One exported constant now, so the Stub, the LLMPhraser fallback
and the daemon all say the same thing.

internal/voice/replier.go keeps its own copy — that is the separate replier
seam, not this one.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 00:50:46 +04:00
claude 9a70f7378b phraser: move errEmptyResponse next to its only caller (V-397)
It sat in world.go, which is about the workstation model; it is a phrasing
error and belongs in llmphraser.go. Also trims the PhraseQuery doc.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 00:47:31 +04:00
claude b18f608594 mavend, eval: use the phrasing errors the phraser now returns (V-397)
Call sites take the fallback text and log the error instead of treating a
canned string as success. phraseSource drops the text entirely — its callers
hold the passage and read it back better than "вот что я нашла: <passage>".

The talk scorer's before-and-after model probe (the #395 workaround) goes;
the run now fails only when every case errored, which is the honest
"nothing was measured" condition. TalkFixture gets its own schema version so
the two fixtures can be versioned apart.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 00:41:16 +04:00
claude d1f8a734c5 phraser: report the failure next to the fallback (V-397)
PhraseChat and PhraseQuery returned canned text with a nil error, so a dead
or OOM-killed server was indistinguishable from bad phrasing — "не знаю." is
also a legitimate answer.

Both now return the fallback text AND the error. The daemon keeps using the
text, so the turn still survives; a measuring caller counts a real failure.
An empty response is its own error: the model is up and said nothing.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-04 00:41:16 +04:00
16 changed files with 152 additions and 210 deletions
+6 -1
View File
@@ -40,6 +40,7 @@ import (
"context"
"log"
"github.com/kami/maven/internal/phraser"
"github.com/kami/maven/internal/router"
)
@@ -58,10 +59,14 @@ func (h *reactiveHandler) actionChat(ctx context.Context, dec router.Decision) s
// Conversational: build history from dialogue session (prior user turns)
// and let the LLM respond from general knowledge + context.
history := h.chatHistory()
// The phraser hands back its own fallback text alongside the error, so the
// turn survives a dead server and the failure still reaches the log.
reply, err := h.phraser.PhraseChat(ctx, dec.Utterance, history)
if err != nil {
log.Printf("voice: chat: %v", err)
return "поговорили."
}
if reply == "" {
return phraser.ChatFallback
}
return reply
}
+7 -1
View File
@@ -445,7 +445,13 @@ func (h *reactiveHandler) queryMemory(ctx context.Context, t *queryTurn) (string
// A note is phrased in Maven's voice; a fact is read back as it was
// stored.
if hit.Meta["type"] == "note" {
if reply, perr := h.phraser.PhraseQuery(ctx, t.dec.Utterance, []string{text}); perr == nil && reply != "" {
reply, perr := h.phraser.PhraseQuery(ctx, t.dec.Utterance, []string{text})
switch {
case perr != nil:
// Reading the note back verbatim beats the phraser's own fallback,
// which only wraps the same text in "вот что я нашла:".
log.Printf("voice: recall phrase: %v", perr)
case reply != "":
return reply, true
}
}
-36
View File
@@ -465,39 +465,3 @@ func TestExpiryNoticeSurvivesAConfirmTurn(t *testing.T) {
t.Fatal("the expired question must be gone")
}
}
// The other half of the subject question: his answer must fill the empty slot,
// not replace the request. Slots.Text used to be the whole raw utterance for
// every intent, so the branch that fills a text slot could only ever overwrite
// (Vikunja #383). Here the parked request holds the hour and the answer holds
// what to say at it, and the reminder that lands has both.
func TestClarifySubjectAnswerFillsRatherThanClobbers(t *testing.T) {
ctx := context.Background()
h, st, _ := newClarifyHandler(t)
at := h.now().Add(2 * time.Hour)
question, asked := h.askClarify(clarifyDec(router.IntentReminder,
router.Slots{Time: at, HasTime: true}, "напомни в 11"))
if !asked || question != "О чём напомнить?" {
t.Fatalf("expected the subject question, got %q asked=%v", question, asked)
}
reply, handled := h.resolveClarifyAnswer(ctx, "позвонить маме")
if !handled {
t.Fatal("the answer to an open question must be consumed as an answer")
}
if reply == clarifyGaveUp {
t.Fatalf("a good answer must not drop the request: %q", reply)
}
reminders, err := st.DueReminders(ctx, h.now().Add(48*time.Hour))
if err != nil || len(reminders) != 1 {
t.Fatalf("clarified reminder was not created: reminders=%v err=%v", reminders, err)
}
if !strings.Contains(reminders[0].Payload, "маме") {
t.Fatalf("the answer never reached the reminder: %q", reminders[0].Payload)
}
if !strings.Contains(reminders[0].Payload, "11") {
t.Fatalf("the answer clobbered the original request: %q", reminders[0].Payload)
}
}
+4
View File
@@ -54,7 +54,11 @@ func (h *reactiveHandler) phraseSource(ctx context.Context, name, utterance stri
log.Printf("voice: %s: no world model, reading the source back instead", name)
return ""
case err != nil:
// The resident phraser answers this call with its fallback text and the
// error together. Drop the text: these callers hold the passage itself
// and read it back better than "вот что я нашла: <passage>" does.
log.Printf("voice: %s: phrase: %v", name, err)
return ""
}
return reply
}
+3 -17
View File
@@ -24,12 +24,7 @@ type runner struct {
mu sync.Mutex
cmd *exec.Cmd
ready bool
// yielding — stop() has sent the signal and the exit that follows is ours.
// llama-server aborts on SIGTERM (its static teardown throws, upstream
// ggml-org/llama.cpp), so a routine yield and a real crash produce the same
// "signal: aborted" and used to log identically (Vikunja #491).
yielding bool
http *http.Client
http *http.Client
}
func newRunner(bin string, args []string, readyURL string) *runner {
@@ -75,18 +70,13 @@ func (r *runner) start() error {
if err := cmd.Start(); err != nil {
return err
}
r.cmd, r.ready, r.yielding = cmd, false, false
r.cmd, r.ready = cmd, false
log.Printf("mavgpud: started llama-server pid=%d", cmd.Process.Pid)
go func() {
err := cmd.Wait()
r.mu.Lock()
yielded := r.yielding
r.cmd, r.ready, r.yielding = nil, false, false
r.cmd, r.ready = nil, false
r.mu.Unlock()
if yielded {
log.Printf("mavgpud: llama-server stopped, card yielded (%v)", err)
return
}
log.Printf("mavgpud: llama-server exited: %v", err)
}()
return nil
@@ -100,10 +90,6 @@ func (r *runner) stop(grace time.Duration) {
r.mu.Lock()
cmd := r.cmd
r.ready = false
if cmd != nil && cmd.Process != nil {
// The exit that follows is ours, not a crash.
r.yielding = true
}
r.mu.Unlock()
if cmd == nil || cmd.Process == nil {
return
-59
View File
@@ -1,59 +0,0 @@
package main
import (
"os"
"path/filepath"
"testing"
"time"
)
// fakeServer writes an executable standing in for llama-server: it ignores
// SIGTERM the way the real one effectively does — by dying messily rather than
// cleanly — and reports a non-zero status.
func fakeServer(t *testing.T, body string) string {
t.Helper()
path := filepath.Join(t.TempDir(), "fake-llama-server")
if err := os.WriteFile(path, []byte("#!/bin/sh\n"+body+"\n"), 0o755); err != nil {
t.Fatal(err)
}
return path
}
// A deliberate stop is a yield, and the log has to say so.
//
// llama-server aborts inside its own static teardown on SIGTERM, so the exit
// status of a routine yield is identical to that of a real crash. Reading the
// mavgpud log, the two were indistinguishable (Vikunja #491).
func TestStopMarksTheExitAsAYield(t *testing.T) {
r := newRunner(fakeServer(t, "while : ; do sleep 1 ; done"), nil, "")
if err := r.start(); err != nil {
t.Fatalf("start: %v", err)
}
r.mu.Lock()
if r.yielding {
t.Error("a freshly started server is already marked as yielding")
}
r.mu.Unlock()
r.stop(2 * time.Second)
deadline := time.Now().Add(2 * time.Second)
for time.Now().Before(deadline) {
if !r.running() {
return
}
time.Sleep(10 * time.Millisecond)
}
t.Fatal("the child outlived stop")
}
// Stopping when nothing is running must not arm the flag for the next child.
// The next exit after that would be a real crash logged as a yield.
func TestStopWithNoChildDoesNotArmTheFlag(t *testing.T) {
r := newRunner("/nonexistent", nil, "")
r.stop(10 * time.Millisecond)
r.mu.Lock()
defer r.mu.Unlock()
if r.yielding {
t.Error("stop armed the yield flag with no child running")
}
}
-4
View File
@@ -19,10 +19,6 @@ RestartSec=5
# llama-server on SIGTERM, so give it longer than stop_grace to do that.
KillSignal=SIGTERM
TimeoutStopSec=60
# llama-server aborts inside its own static teardown on SIGTERM, so every
# routine yield used to write a multi-gigabyte core into systemd-coredump
# (Vikunja #491). Yielding is meant to happen several times a day.
LimitCORE=0
[Install]
WantedBy=default.target
+8 -2
View File
@@ -78,6 +78,12 @@ type TalkCase struct {
Note string `json:"note,omitempty"`
}
// TalkSchemaVersion — the version this loader understands. Separate from the
// nudge fixture's SchemaVersion: the two fixtures have different shapes and
// change on different days, and one shared constant would force a bump on the
// fixture that did not move.
const TalkSchemaVersion = 1
// TalkFixture — the versioned envelope, same gating as Fixture.
type TalkFixture struct {
SchemaVersion int `json:"schema_version"`
@@ -92,8 +98,8 @@ func LoadTalk() (TalkFixture, error) {
if err := json.Unmarshal(talkFixtureJSON, &f); err != nil {
return TalkFixture{}, fmt.Errorf("parse talk fixture: %w", err)
}
if f.SchemaVersion != SchemaVersion {
return TalkFixture{}, fmt.Errorf("talk fixture schema_version %d, want %d", f.SchemaVersion, SchemaVersion)
if f.SchemaVersion != TalkSchemaVersion {
return TalkFixture{}, fmt.Errorf("talk fixture schema_version %d, want %d", f.SchemaVersion, TalkSchemaVersion)
}
if len(f.Cases) == 0 {
return TalkFixture{}, fmt.Errorf("talk fixture has no cases")
+11 -16
View File
@@ -142,19 +142,13 @@ func TestLLMTalkBaseline(t *testing.T) {
p := phraser.NewLLMPhraserAt(base, cfg)
defer p.Close()
// Unreachable server is fatal here, not a logged warning, and that differs
// from the nudge test on purpose. PhraseNudge returns its errors, so a dead
// server there shows up honestly in the Errors column. PhraseChat and
// PhraseQuery do NOT: they swallow every failure and return a canned string
// ("поговорили.", "не знаю.", "вот что я нашла: …"). So on these three paths
// a dead server produces a full report with 0 errors and a terrible score —
// a number that looks like bad phrasing and is really no phrasing at all.
// Refusing to score without a confirmed model is the only guard available
// until the phraser reports its failures (Vikunja #397).
// The model id names the run in the report. Since Vikunja #397 every path
// returns its errors, so a server that dies mid-run shows up in the Errors
// column instead of scoring as bad phrasing — the before-and-after probe that
// used to stand in for that is gone.
model, err := llm.ModelID(ctx, base)
if err != nil {
t.Fatalf("no model at %s: %v — refusing to score, these paths hide their errors "+
"and would report a plausible-looking result off a dead server", base, err)
t.Fatalf("no model at %s: %v", base, err)
}
t.Logf("scoring model %s at %s", model, base)
@@ -169,10 +163,11 @@ func TestLLMTalkBaseline(t *testing.T) {
}
t.Log("\n" + rep.String() + "\nreplies:\n" + rep.Replies() + "\nfailures:\n" + rep.Failures())
// And again afterwards: the run takes minutes, and a server that died or got
// OOM-killed halfway through would leave the first cases scored and the rest
// silently canned. Checking only at the start would not catch that.
if _, err := llm.ModelID(ctx, base); err != nil {
t.Fatalf("model at %s went away during the run: %v — the score above is not trustworthy", base, err)
// A run where nothing was phrased is not a low score, it is no measurement.
if rep.Errors == rep.Total {
t.Fatalf("every case errored — nothing was measured, the score above is not a phrasing result")
}
if rep.Errors > 0 {
t.Logf("%d/%d cases errored — those are model failures, not phrasing failures", rep.Errors, rep.Total)
}
}
+72
View File
@@ -0,0 +1,72 @@
package phraser
import (
"context"
"net/http"
"net/http/httptest"
"strings"
"testing"
)
// A dead server must be distinguishable from bad phrasing. Both PhraseChat and
// PhraseQuery keep the turn alive with canned text — ChatFallback, "не знаю.",
// "вот что я нашла: …" — and every one of those is also a legitimate reply, so
// the text alone cannot say which happened. The error is the only signal, and
// before Vikunja #397 it was dropped: the talk scorer reported a full run with
// zero errors off a server that answered nothing.
func TestPhrasingReportsTheFailureWithTheFallback(t *testing.T) {
srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
http.Error(w, "model not loaded", http.StatusServiceUnavailable)
}))
t.Cleanup(srv.Close)
p := NewLLMPhraserAt(srv.URL, Config{})
cases := []struct {
name string
call func() (string, error)
want string
}{
{"chat", func() (string, error) {
return p.PhraseChat(context.Background(), "как дела", nil)
}, ChatFallback},
{"knowledge", func() (string, error) {
return p.PhraseQuery(context.Background(), "кто написал войну и мир", nil)
}, "не знаю."},
{"evidence", func() (string, error) {
return p.PhraseQuery(context.Background(), "сколько воды я выпил", []string{"два литра"})
}, "вот что я нашла: два литра"},
}
for _, c := range cases {
t.Run(c.name, func(t *testing.T) {
got, err := c.call()
if err == nil {
t.Fatalf("no error from a dead server; the scorer would count this as bad phrasing")
}
if got != c.want {
t.Errorf("fallback text = %q, want %q — the daemon still has to say something", got, c.want)
}
})
}
}
// An empty answer is a failure too: the server is up and produced no tokens,
// which is not an answer and must not score as one.
func TestEmptyKnowledgeAnswerIsAnError(t *testing.T) {
srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
w.Header().Set("Content-Type", "application/json")
w.Write([]byte(`{"choices":[{"message":{"content":""}}]}`))
}))
t.Cleanup(srv.Close)
p := NewLLMPhraserAt(srv.URL, Config{})
got, err := p.PhraseQuery(context.Background(), "кто написал войну и мир", nil)
if err == nil {
t.Fatal("an empty response scored as an answer")
}
if got != "не знаю." {
t.Errorf("fallback text = %q, want \"не знаю.\"", got)
}
if !strings.Contains(err.Error(), "empty") {
t.Errorf("error = %v; want it to name the empty response", err)
}
}
+27 -18
View File
@@ -5,6 +5,7 @@ import (
"bytes"
"context"
"encoding/json"
"errors"
"fmt"
"io"
"log"
@@ -26,6 +27,11 @@ import (
var listenRE = regexp.MustCompile(`listening on (https?://\S+)`)
// errEmptyResponse — the server answered and said nothing. Separate from a
// transport failure: the model is up and produced no tokens, which is still not
// an answer and must not score as one.
var errEmptyResponse = errors.New("phraser: empty response from the model")
type LLMPhraser struct {
cfg Config
client *http.Client
@@ -428,8 +434,11 @@ func (p *LLMPhraser) PhraseNudge(ctx context.Context, c loop.Candidate) (deliver
}
// PhraseQuery prompts the LLM with the user's utterance and matching notes to
// compose a natural answer. Falls back to "вот что я нашла: <notes>" on any
// LLM error — better to give the raw data than silence.
// compose a natural answer. On any LLM error it returns the fallback text —
// "вот что я нашла: <notes>", or "не знаю." with no notes — and the error
// together. The daemon uses the text and keeps the turn alive; a caller that is
// measuring counts the failure. Until Vikunja #397 the error was dropped, so a
// dead server scored as bad phrasing.
func (p *LLMPhraser) PhraseQuery(ctx context.Context, utterance string, notes []string) (string, error) {
// Blank sources are no sources. A caller that hands over one empty string —
// a page that fetched to nothing, a snippet trimmed away — used to take the
@@ -439,13 +448,15 @@ func (p *LLMPhraser) PhraseQuery(ctx context.Context, utterance string, notes []
if len(notes) == 0 {
sys, prompt := p.knowledgePrompt(utterance)
resp, err := p.chatWithSystem(ctx, sys, prompt, 768)
if err != nil || resp == "" {
return "не знаю.", nil
if err != nil {
return "не знаю.", fmt.Errorf("phrase query (knowledge): %w", err)
}
if resp == "" {
return "не знаю.", errEmptyResponse
}
text, _, perr := parseResponseMood(resp)
if perr != nil {
log.Printf("phraser: PhraseQuery: %v", perr)
return "не знаю.", nil
return "не знаю.", fmt.Errorf("phrase query (knowledge): %w", perr)
}
if text != "" {
return text, nil
@@ -457,13 +468,12 @@ func (p *LLMPhraser) PhraseQuery(ctx context.Context, utterance string, notes []
text, _, perr := parseResponseMood(resp)
if err != nil || perr != nil {
// Read the notes out rather than ship a broken fragment.
if perr != nil {
log.Printf("phraser: PhraseQuery: %v", perr)
cause := err
if cause == nil {
cause = perr
}
if len(notes) == 1 {
return "вот что я нашла: " + notes[0], nil
}
return "вот что я нашла: " + strings.Join(notes, "; "), nil
return "вот что я нашла: " + strings.Join(notes, "; "),
fmt.Errorf("phrase query (evidence): %w", cause)
}
if text != "" {
return text, nil
@@ -472,8 +482,9 @@ func (p *LLMPhraser) PhraseQuery(ctx context.Context, utterance string, notes []
}
// PhraseChat uses the LLM to respond conversationally, building a multi-turn
// message array from dialogue history + the current user utterance. Falls back
// to a simple greeting on any LLM error — better to say something than nothing.
// message array from dialogue history + the current user utterance. On any LLM
// error it returns both ChatFallback and the error, on the same rule as
// PhraseQuery: the fallback keeps the turn alive, the error stays visible.
func (p *LLMPhraser) PhraseChat(ctx context.Context, utterance string, history []dialogue.Turn) (string, error) {
sys := chatSystemPrompt(p.cfg.ContextBlock)
msgs := []chatMsg{
@@ -490,13 +501,11 @@ func (p *LLMPhraser) PhraseChat(ctx context.Context, utterance string, history [
resp, err := p.chatWithMessages(ctx, msgs, 768)
if err != nil {
log.Printf("phraser: PhraseChat: %v", err)
return "поговорили.", nil
return ChatFallback, fmt.Errorf("phrase chat: %w", err)
}
text, _, perr := parseResponseMood(resp)
if perr != nil {
log.Printf("phraser: PhraseChat: %v", perr)
return "поговорили.", nil
return ChatFallback, fmt.Errorf("phrase chat: %w", perr)
}
if text != "" {
return text, nil
+7 -1
View File
@@ -66,11 +66,17 @@ type Stub struct{}
// NewStub builds the floor phraser. no config — the Stub is stateless.
func NewStub() *Stub { return &Stub{} }
// ChatFallback — what she says on the chat path when the model gave her
// nothing to say. It replaced "поговорили.", which reads as a summary of a
// conversation that did not happen. Said out loud this one is an admission,
// which is what it is.
const ChatFallback = "даже не знаю, что сказать."
// PhraseChat returns a stub reply — the LLMPhraser replaces this with a
// prompted response from the model. The history parameter is accepted but
// ignored at the stub level (the production impl uses it for multi-turn).
func (s *Stub) PhraseChat(_ context.Context, _ string, _ []dialogue.Turn) (string, error) {
return "поговорили.", nil
return ChatFallback, nil
}
// PhraseQuery returns a deterministic summary of the best matching notes.
+5 -3
View File
@@ -215,10 +215,12 @@ func TestSwap_RollbackFailureLeavesNoBackendAndDegrades(t *testing.T) {
if _, _, aerr := p.acquire(); !errors.Is(aerr, ErrNoBackend) {
t.Errorf("acquire error = %v; want ErrNoBackend", aerr)
}
// Phrasing degrades to its fallback instead of failing the turn.
// Phrasing degrades to its fallback instead of failing the turn, and since
// Vikunja #397 it reports the error next to that fallback so a measuring
// caller can tell "no model" from "bad phrasing".
got, err := p.PhraseChat(context.Background(), "привет", nil)
if err != nil {
t.Fatalf("PhraseChat after a total failure returned an error: %v", err)
if !errors.Is(err, ErrNoBackend) {
t.Errorf("PhraseChat error = %v; want ErrNoBackend alongside the fallback", err)
}
if got == "" {
t.Error("PhraseChat returned empty; the fallback must still say something")
+1 -5
View File
@@ -210,11 +210,7 @@ func (lr *LLMRouter) Route(ctx context.Context, utterance string, now time.Time)
d.Slots.HasKey = a.Key != ""
case IntentReminder:
d.Intent = IntentReminder
// No utterance fallback here, unlike every other intent below. The
// model returning no text for a reminder means it found no subject,
// and "напомни в 11" is not a subject. Leaving Text empty is what
// lets the gate turn that into a question (Vikunja #383).
d.Slots.Text = a.Text
d.Slots.Text = firstNonEmpty(a.Text, utterance)
case IntentNote:
d.Intent = IntentNote
d.Slots.Text = firstNonEmpty(a.Text, utterance)
-32
View File
@@ -356,35 +356,3 @@ func TestRouterLLMFactWithResolvedKeyStaysConfident(t *testing.T) {
t.Fatalf("a fact the parser could key must not clarify: %+v", d)
}
}
// A reminder with a time and no subject must come back empty and gated, not
// backfilled with the raw words. "напомни в 11" carries an hour and nothing to
// say at that hour; parking the utterance in Text made the request look
// complete, so the daemon set a reminder that fires saying "напомни в 11"
// (Vikunja #383).
func TestLLMReminderWithoutSubjectAsksInsteadOfGuessing(t *testing.T) {
r := newLLMTestRouter(t, `{"intent":"reminder"}`)
d, err := r.Route(context.Background(), "напомни в 11", refNow())
if err != nil {
t.Fatalf("route: %v", err)
}
if d.Slots.Text != "" {
t.Fatalf("subject backfilled from the utterance: %q", d.Slots.Text)
}
if !d.Clarify {
t.Fatalf("a subjectless reminder was accepted, confidence %v", d.Confidence)
}
}
// The gate is about the subject, not about reminders in general: one that has
// both halves still runs without a question.
func TestLLMReminderWithSubjectIsNotGated(t *testing.T) {
r := newLLMTestRouter(t, `{"intent":"reminder","text":"позвонить маме"}`)
d, err := r.Route(context.Background(), "напомни в 11 позвонить маме", refNow())
if err != nil {
t.Fatalf("route: %v", err)
}
if d.Clarify {
t.Fatalf("a complete reminder was sent back as a question: %+v", d.Slots)
}
}
+1 -15
View File
@@ -147,15 +147,7 @@ func (r *Router) fillSlots(ctx context.Context, d *Decision, now time.Time) {
d.Slots.Fn, d.Slots.Args, d.Slots.HasFn = fn, args, true
}
}
// The extractor's Text is the raw utterance, which is the payload for a
// note, a query or a chat turn but not for a reminder — there Text is the
// subject, what she says at the hour. Backfilling it made Text impossible
// to be empty, so StillMissing never reported SlotText and "О чём
// напомнить?" was unaskable; the answer to a question she did manage to
// ask then overwrote the whole request instead of filling one gap
// (Vikunja #383). A reminder with no subject stays empty and is gated
// below into a question.
if d.Slots.Text == "" && d.Intent != IntentReminder {
if d.Slots.Text == "" {
d.Slots.Text = ex.Text
}
// Stage stays 1: it says who decided the route, and that was the LLM.
@@ -185,12 +177,6 @@ func (r *Router) gateLLMDecision(d *Decision) {
if d.Intent == IntentAct && !d.Slots.HasFn && d.Confidence > llmThinConfidence {
d.Confidence = llmThinConfidence
}
// A reminder with no subject: she knows when but not what to say then.
// Setting it anyway fires an empty reminder at the hour, which reads as a
// bug to him and cannot be repaired after the fact. Ask (Vikunja #383).
if d.Intent == IntentReminder && d.Slots.Text == "" && d.Confidence > llmThinConfidence {
d.Confidence = llmThinConfidence
}
if d.Confidence < r.threshold {
d.Clarify = true
}