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Maven/cmd/mavend/actions_query.go
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kami c8444813e2 Answer "что я обычно делаю по вторникам?" by counting, not guessing (#254)
Behavioural memory, narrowed on purpose. internal/memory/behavior.go builds a
profile out of self-facts — distinct days per weekday, median time of day — and
reads it back in RU; router.ParseHabitQuery finds the weekday deterministically;
a `habits` query source answers the question.

Three things the plan doc asks for are deliberately absent, and the doc now
records why:

- The profile is COUNTED, not LLM-generated. A 1.7B asked to summarise a year of
  habits writes fluent claims about the owner's life that no row supports, and a
  wrong claim about him is the most expensive kind of wrong maven can be.
- No cached profile fact, so no "update on fact write" machinery. It is
  recomputed on the question; a cache that can disagree with its own rows is two
  truths.
- No proactive daily plan nudge. A dispatcher proposal at 08:00 every day is the
  definition of a nag. The path from "she noticed a pattern" to "she acts on it"
  already exists in internal/pattern with the proposal queue on /routines, and it
  goes through him.

A one-off is not a habit: an activity needs two distinct days before she will
call it usual, and until then she says she does not know yet. Only self-facts
count — env rows are the world, config rows are her own tuning state. The typical
time is a median so one 03:00 outlier cannot move a morning habit into the night.
An unrecognised fact key is read back verbatim rather than glossed into something
she made up.

The source sits before "calendar" in querySources, and its matcher requires a
habit marker, so "что я делаю в среду?" still reaches the calendar — answering a
question about this coming Wednesday with a statistical average would be
answering a different question.

Verified: make build and make test both exit 0.
2026-08-01 02:21:09 +04:00

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package main
import (
"context"
"errors"
"fmt"
"log"
"strings"
"time"
"github.com/kami/maven/internal/ipc"
"github.com/kami/maven/internal/memory"
"github.com/kami/maven/internal/morning"
"github.com/kami/maven/internal/router"
"github.com/kami/maven/internal/weather"
)
// queryTurn is the per-turn scratch a chain of query sources shares: the
// decision being answered plus the work an earlier source already paid for
// (the query embedding, the notes it pulled). Sources read and fill it in
// order, so a later source never re-embeds.
type queryTurn struct {
dec router.Decision
vec []float32
notes []ipc.Note
}
// querySource — one answer source in the chain actionQuery walks. answer
// returns (reply, true) when this source claims the question, ("", false)
// when it passes to the next one. name is for reading the table, not logged.
//
// A struct of one func rather than an interface: every source is a plain
// method on *reactiveHandler with no state of its own (what state a turn has
// lives in queryTurn), so an interface would mean one empty type per source
// to satisfy it — ceremony for nothing. Same reasoning as confirmResolver in
// confirm.go, and the table then reads like actionHandlers: a flat list of
// method expressions you extend with one line.
type querySource struct {
name string
answer func(*reactiveHandler, context.Context, *queryTurn) (string, bool)
}
// querySources is the ordered chain actionQuery walks; first source to claim
// answers the turn. THE ORDER IS LOAD-BEARING — see the memory-before-notes
// comment on queryMemory: running the notes-only pass first was #373, and the
// gate was never the bug. Adding a source (Kiwix, RSS, crawler, email) is one
// line here plus its method; where you put the line is the whole decision.
var querySources = []querySource{
{"fact-by-key", (*reactiveHandler).queryFactByKey},
// Before "calendar" on purpose: both match "…на сегодня", and the plan is
// the more specific ask (its matcher requires a plan word), so the calendar
// listing would otherwise swallow it.
{"day-plan", (*reactiveHandler).queryDayPlan},
// Also before "calendar": "что я обычно делаю по средам?" names a weekday,
// and the habit question is the more specific one. Its matcher requires a
// habit marker ("обычно", "каждый", …), so a question about this coming
// Wednesday still reaches the calendar.
{"habits", (*reactiveHandler).queryHabits},
{"calendar", (*reactiveHandler).queryCalendar},
{"weather", (*reactiveHandler).queryWeather},
{"embed", (*reactiveHandler).queryEmbed},
{"memory", (*reactiveHandler).queryMemory},
{"notes", (*reactiveHandler).queryNotes},
{"general-knowledge", (*reactiveHandler).queryGeneral},
}
func (h *reactiveHandler) actionQuery(ctx context.Context, dec router.Decision) string {
t := &queryTurn{dec: dec}
for _, src := range querySources {
if reply, ok := src.answer(h, ctx, t); ok {
return reply
}
}
return "не знаю."
}
// queryFactByKey — when the dialogue layer resolved an anaphoric reference to
// a prior fact's key (e.g. "когда я это сделал?" after "запиши что я пил
// воду"), look up the fact's value directly.
func (h *reactiveHandler) queryFactByKey(ctx context.Context, t *queryTurn) (string, bool) {
dec := t.dec
if !dec.Slots.HasKey || dec.Slots.Key == "" {
return "", false
}
f, err := h.api.LatestFact(ctx, dec.Slots.Key)
if err != nil {
return "", false
}
if dec.Slots.HasTime {
// The query asks about timing — the fact's own timestamp is the
// answer it's looking for. Format as a natural reply.
return fmt.Sprintf("я записала это %s", formatTime(f.Ts)), true
}
// General fact reference: describe what we know.
if dec.Utterance == "" {
return fmt.Sprintf("вот что я знаю: %s — %s", dec.Slots.Key, f.Value), true
}
// The utterance still carries the question; fall through to normal RAG
// with the resolved key in context.
return "", false
}
// queryDayPlan — "какие планы на сегодня?", "что у меня по плану?", "что
// дальше?" (Vikunja #128). Recites the day: calendar events, pending
// reminders, and any morning checklist still outstanding.
//
// Read-only by construction — the plan is assembled and rendered core-side and
// nothing here schedules or announces. "что дальше?" asks for the rest of the
// day, so that phrasing trims what has already passed.
func (h *reactiveHandler) queryDayPlan(ctx context.Context, t *queryTurn) (string, bool) {
if !router.IsDayPlanQuery(t.dec.Utterance) {
return "", false
}
plan, err := h.api.DayPlan(ctx)
if err != nil {
log.Printf("voice: day plan: %v", err)
return "не получилось собрать план.", true
}
if !isRestOfDayQuery(t.dec.Utterance) {
return plan.Spoken, true
}
// Rebuild the pure plan so the rest-of-day rendering is the same code that
// rendered the whole day — one formatter, one persona.
p := morning.Plan{Date: plan.Date}
for _, it := range plan.Items {
p.Items = append(p.Items, morning.PlanEntry{
At: it.At,
Text: it.Text,
Kind: morning.PlanKind(it.Kind),
Uncertain: it.Uncertain,
})
}
return p.After(h.now()).FormatRU(), true
}
// isRestOfDayQuery — "что дальше?" and its English form, the only plan phrasing
// that means "from now on" rather than "the whole day".
func isRestOfDayQuery(text string) bool {
s := strings.ToLower(text)
return strings.Contains(s, "дальше") || strings.Contains(s, "next")
}
// habitFactWindow — how many recent facts the behaviour profile is counted
// over. Enough for a season of habits without scanning the whole store on every
// question; the profile is recomputed on read, so the bound is the cost control.
const habitFactWindow = 2000
// queryHabits — "что я обычно делаю по вторникам?" (Vikunja #254). Counts the
// answer out of the fact log rather than asking the model to summarise a life:
// see internal/memory/behavior.go for why nothing here is generated.
func (h *reactiveHandler) queryHabits(ctx context.Context, t *queryTurn) (string, bool) {
q, ok := router.ParseHabitQuery(t.dec.Utterance)
if !ok {
return "", false
}
facts, err := h.api.RecentFacts(ctx, habitFactWindow)
if err != nil {
log.Printf("voice: habits: recent facts: %v", err)
return "не получилось посмотреть записи.", true
}
obs := make([]memory.Observation, 0, len(facts))
for _, f := range facts {
obs = append(obs, memory.Observation{At: f.Ts, Key: f.Key, Kind: f.Kind})
}
profile := memory.BuildProfile(obs, h.now())
if q.HasWeekday {
return profile.FormatWeekdayRU(q.Weekday), true
}
return profile.FormatOverallRU(), true
}
// queryCalendar — "что у меня сегодня?", "планы на завтра?"
// h.now(), not time.Now(): the handler's clock is the injected one, so this
// source can be tested at a fixed time like the rest.
func (h *reactiveHandler) queryCalendar(ctx context.Context, t *queryTurn) (string, bool) {
date, ok := router.ParseCalendarDate(t.dec.Utterance, h.now())
if !ok {
return "", false
}
events, err := h.api.CalendarEvents(ctx, date, date.Add(24*time.Hour))
if err != nil {
log.Printf("voice: calendar events: %v", err)
return "не получилось проверить календарь.", true
}
// Provenance travels with each event. A work meeting relayed off a phone
// notification (source ambient:notif, #126) is stored below full confidence
// and gets hedged; a CalDAV read is recited plainly.
entries := make([]router.CalendarEntry, len(events))
for i, e := range events {
entries[i] = router.CalendarEntry{Text: e.Value, Uncertain: e.Confidence < 1.0}
}
var f router.CalendarEventFormatter
return f.FormatEntries(entries, date), true
}
func (h *reactiveHandler) queryWeather(ctx context.Context, t *queryTurn) (string, bool) {
if !isWeatherQuery(t.dec.Utterance) {
return "", false
}
loc := extractWeatherLocation(t.dec.Utterance, h.weatherLocation)
ctxWT, cancel := context.WithTimeout(ctx, 5*time.Second)
defer cancel()
w, err := h.weatherProvider.CurrentWeather(ctxWT, loc)
if errors.Is(err, weather.ErrNotConfigured) {
return "погода не настроена.", true
}
if err != nil {
log.Printf("voice: weather: %v", err)
return "не получилось узнать погоду.", true
}
return fmt.Sprintf("в %s сейчас %.0f градусов, %s.", w.Location, w.Temperature, w.Condition), true
}
// queryEmbed isn't an answer source — it's the shared cost the two recall
// sources below both need, run once, in the position it always ran in. It
// only claims the turn when the embedder fails.
func (h *reactiveHandler) queryEmbed(ctx context.Context, t *queryTurn) (string, bool) {
vec, err := router.EmbedQuery(ctx, h.embedder, t.dec.Utterance)
if err != nil {
log.Printf("voice: embed query: %v", err)
return "не получилось найти ответ.", true
}
t.vec = vec
return "", false
}
// queryMemory — long-term memory first: ONE search over everything Maven
// remembers (notes and facts share this index) and ONE confidence gate, so
// the memory that is clearly the best match answers — a note just as much as
// a fact.
//
// This used to run only after the notes-only source below had already
// rejected the same note at the same score, which no note could ever survive
// a second time: the branch could only return a fact (#373). Order, not the
// gate, was the bug — the set of questions Maven answers is unchanged, only
// which memory gets to answer them.
func (h *reactiveHandler) queryMemory(ctx context.Context, t *queryTurn) (string, bool) {
if h.memStore == nil {
return "", false
}
hits, herr := h.memStore.Search(ctx, t.vec, 3)
if herr != nil {
log.Printf("voice: memory search: %v", herr)
return "", false
}
hit, ok := bestRecall(hits, h.queryMinScore, h.queryMinMargin)
if !ok {
return "", false
}
text := hit.Meta["text"]
// 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 != "" {
return reply, true
}
}
return text, true
}
// queryNotes — notes-only pass, for notes the vector index above does not
// hold (an older note written before it existed). Same gate, notes-only
// candidates.
//
// Confidence gate: below it, say "I don't know" rather than read back the
// least-unrelated note — a confident wrong recall is worse than a gap (spec's
// "not a guesser-of-truth"). Same instinct as the loop's since(key)==null →
// don't fire. Two parts: an absolute cosine floor, and a margin over the
// runner-up, which is the part that works with the e5 embedder's narrow score
// band. See memory.Confident. Failing the gate passes the turn on to general
// knowledge, which is what "don't read back the runner-up" means here.
func (h *reactiveHandler) queryNotes(ctx context.Context, t *queryTurn) (string, bool) {
notes, err := h.api.QueryNotes(ctx, t.vec, 5)
if err != nil {
log.Printf("voice: query notes: %v", err)
return "не получилось найти ответ.", true
}
t.notes = notes
noteScores := make([]float64, len(notes))
for i, n := range notes {
noteScores[i] = n.Score
}
if !memory.ConfidentScores(noteScores, h.queryMinScore, h.queryMinMargin) {
return "", false
}
texts := make([]string, len(notes))
for i, n := range notes {
texts[i] = n.Text
}
reply, err := h.phraser.PhraseQuery(ctx, t.dec.Utterance, texts)
if err != nil {
log.Printf("voice: phrase query: %v", err)
}
if reply == "" {
reply = "вот что я нашла: " + texts[0]
}
return reply, true
}
// queryGeneral — general knowledge from the phraser, the last source before
// giving up. It always claims: either the model answers or Maven says she
// doesn't know.
func (h *reactiveHandler) queryGeneral(ctx context.Context, t *queryTurn) (string, bool) {
reply, err := h.phraser.PhraseQuery(ctx, t.dec.Utterance, nil)
if err != nil || reply == "" {
return "не знаю.", true
}
return reply, true
}