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m 35fc2438dc Answer directly without repeating the question
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2026-08-26 09:19:28 +03:00
m 70335a78e2 Merge pull request 'Fallback to local interpretation when provider fails' (#398) from codex/household-answer-quality into main
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Reviewed-on: #398
2026-08-26 06:05:14 +00:00
m 41067a0b16 Merge branch 'main' into codex/household-answer-quality
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2026-08-26 06:00:13 +00:00
m fba05d5ed4 Fallback to local interpretation when provider fails
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2026-08-26 08:59:49 +03:00
m 6e14ba1727 Merge pull request 'Review stable knowledge replies for conversational quality' (#397) from codex/household-answer-quality into main
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Reviewed-on: #397
2026-08-26 05:53:37 +00:00
m 9c6e2097b1 Review stable knowledge replies for conversational quality
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2026-08-26 08:48:01 +03:00
m 96559f6ab8 Merge pull request 'Preserve completed household answers in web chat' (#396) from codex/household-core-reply into main
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Reviewed-on: #396
2026-08-26 04:58:04 +00:00
m 46b89577eb Preserve completed household answers in web chat
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2026-08-26 05:21:53 +03:00
m a6ddbfaaf2 Merge pull request 'Handle household typos through semantic cognition' (#395) from codex/household-typo-cognition into main
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Reviewed-on: #395
2026-08-26 02:17:46 +00:00
m 362a1bd993 Handle household typos through semantic cognition
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2026-08-26 04:59:40 +03:00
m 735222de0d Merge pull request 'Route household knowledge and travel evidence through cognition' (#394) from codex/household-travel-query-fix into main
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Reviewed-on: #394
2026-08-26 01:51:16 +00:00
12 changed files with 170 additions and 18 deletions
+8 -2
View File
@@ -67,12 +67,18 @@ func (g cognitiveGateway) interpretationHandler(w http.ResponseWriter, r *http.R
}
g.observe(r.Context(), selected, response, started)
if response.FinishReason != cognitive.FinishCompleted {
writeInterpretationResponse(w, cognitive.GatewayInterpretationResponse{Version: request.Version, RequestID: request.RequestID, FinishReason: response.FinishReason, Usage: response.Usage})
// A selected provider can become unavailable after discovery. Semantic
// routing must still retain the deterministic interpretation and use the
// local lifeboat rather than turn an ordinary conversation into a
// degraded reply solely because one provider failed.
writeInterpretationResponse(w, g.interpretWithBuiltin(r.Context(), request, maxOutputBytes))
return
}
candidate, ok := parseInterpretationCandidate(response.AdvisoryText)
if !ok {
writeInterpretationResponse(w, cognitive.GatewayInterpretationResponse{Version: request.Version, RequestID: request.RequestID, FinishReason: cognitive.FinishInvalidStructuredOutput, Usage: response.Usage})
// Structured interpretation is a transport contract. A malformed model
// answer is not a reason to discard the available local fallback.
writeInterpretationResponse(w, g.interpretWithBuiltin(r.Context(), request, maxOutputBytes))
return
}
writeInterpretationResponse(w, cognitive.GatewayInterpretationResponse{Version: request.Version, RequestID: request.RequestID, Candidate: candidate, FinishReason: cognitive.FinishCompleted, Usage: response.Usage})
@@ -1,9 +1,15 @@
package main
import (
"bytes"
"context"
"encoding/json"
"net/http"
"net/http/httptest"
"testing"
"time"
"git.cin.su/m/Assistant/contracts/capability"
"git.cin.su/m/Assistant/contracts/cognitive"
)
@@ -24,3 +30,32 @@ func TestBuiltinInterpretationTimeoutRetainsDeterministicCandidate(t *testing.T)
t.Fatalf("candidate did not retain deterministic meaning: %+v", response.Candidate)
}
}
func TestInterpretationProviderFailureUsesLocalLifeboat(t *testing.T) {
selected := gatewaySelection()
selected.Binding.DataPolicy = capability.DataPolicyLocalOnly
primary := &stubAdvisoryProvider{response: cognitive.AdvisoryResponse{FinishReason: cognitive.FinishProviderUnavailable}}
lifeboat := &stubAdvisoryProvider{response: cognitive.AdvisoryResponse{AdvisoryText: `{"primary_speech_act":"QUESTION","secondary_speech_act":"","confidence_millis":900,"applicability":"APPLICABLE","requested_outcome":"","needs_cognition":true,"clarification":"NOT_REQUIRED","selection_reason":"local lifeboat","capability_hints":["COGNITIVE_REASONING"]}`, FinishReason: cognitive.FinishCompleted}}
gateway := cognitiveGateway{
resolver: &registryStub{selected: selected},
providers: map[capability.ProviderKind][]providerRegistration{
selected.Provider.Kind: {{ProviderInstanceID: selected.Provider.ID, Kind: selected.Provider.Kind, Provider: primary}},
},
builtinLocal: &providerRegistration{Provider: lifeboat},
now: time.Now,
}
request := cognitive.GatewayInterpretationRequest{Version: cognitive.CreatorAdvisoryV1, RequestID: "request-1", ActorID: "actor-1", PrincipalID: "principal-1", ScopeID: "scope-1", Message: "сколько фигур в шахматах?", Locale: "ru", MaxOutputBytes: 4096, DataPolicy: capability.DataPolicyLocalOnly, DeterministicSpeechAct: "QUESTION", DeterministicConfidence: 800, DeterministicApplicability: cognitive.InterpretationApplicable}
payload, _ := json.Marshal(request)
recorder := httptest.NewRecorder()
gateway.interpretationHandler(recorder, httptest.NewRequest(http.MethodPost, "/v1/interpretations", bytes.NewReader(payload)))
if recorder.Code != http.StatusOK || !primary.called || !lifeboat.called {
t.Fatalf("status=%d primary=%t lifeboat=%t body=%s", recorder.Code, primary.called, lifeboat.called, recorder.Body.String())
}
var response cognitive.GatewayInterpretationResponse
if err := json.Unmarshal(recorder.Body.Bytes(), &response); err != nil {
t.Fatal(err)
}
if response.FinishReason != cognitive.FinishCompleted || response.Candidate.SelectionReason != "local lifeboat" {
t.Fatalf("response=%+v", response)
}
}
+2 -2
View File
@@ -36,7 +36,7 @@ func (c cognitiveInterpretationClient) ReviewResponse(ctx context.Context, sessi
if err != nil {
return "", err
}
prompt := "Ты редактор ответа Домового. Проверь черновик по смыслу и подготовь естественный ответ человеку. Учитывай весь запрос, включая недостающие параметры для конкретного результата. Если данных не хватает, задай один короткий полезный уточняющий вопрос, например откуда и куда ехать. Не выдавай поисковые сниппеты как выполненное действие и не показывай служебные URL поисковой выдачи. Сохрани проверяемые факты, названия источников, прямые ссылки и ограничения. Не выдумывай факты и не утверждай невыполненные действия. Верни только готовый ответ без разбора проверки, служебных слов и упоминания моделей. Если черновик уже адекватен, верни его без лишних добавлений.\n\nСообщение пользователя:\n" + userMessage + "\n\nЧерновик ответа:\n" + draft
prompt := "Ты редактор финального ответа Домового. Проверь черновик по смыслу и подготовь естественный ответ человеку. Учитывай весь запрос, включая недостающие параметры для конкретного результата. Если данных не хватает, задай один короткий полезный уточняющий вопрос, например откуда и куда ехать. Не выдавай поисковые сниппеты как выполненное действие и не показывай служебные URL поисковой выдачи. Сохрани проверяемые факты, названия источников, прямые ссылки и ограничения. Не выдумывай факты и не утверждай невыполненные действия. Сначала внутренне проверь, что ответ начинается с содержания, решающего вопрос. Не повторяй вопрос пользователя в качестве заголовка или вступления, если это не нужно для смысла. Представление, имя помощника, приветствие или предложение дополнительной помощи допустимы только если пользователь сам спросил об этом; иначе убери их. Верни только готовый ответ без разбора проверки, служебных слов и упоминания моделей. Если черновик уже адекватен, верни его без лишних добавлений.\n\nСообщение пользователя:\n" + userMessage + "\n\nЧерновик ответа:\n" + draft
context := []cognitive.ContextExcerpt{}
if strings.TrimSpace(personalMemory) != "" {
context = append(context, cognitive.ContextExcerpt{ID: "personal-memory", SourceKind: "derived-personal-memory", SourceID: "interaction:human-utterances", Revision: 1, Sensitivity: cognitive.SensitivityPrivateAllowed, Text: personalMemory})
@@ -91,7 +91,7 @@ func (c cognitiveInterpretationClient) AnswerStableKnowledge(ctx context.Context
if err != nil {
return "", err
}
prompt := "Ты отвечаешь как Домовой на обычный вопрос пользователя. Сначала пойми цель вопроса и верни короткий естественный ответ по устойчивому общеизвестному знанию. Не называй модель или внутреннюю систему. Если истинность ответа зависит от текущего наблюдения, внешнего источника или инструмента, верни ровно NEEDS_VERIFIED_RESEARCH. Не придумывай факты.\n\nВопрос пользователя:\n" + userMessage
prompt := "Ты отвечаешь как Домовой на обычный вопрос пользователя. Сначала пойми цель вопроса и верни короткий естественный ответ по устойчивому общеизвестному знанию. Начинай сразу с ответа и не представляйся, если пользователь не спросил об имени. Не называй модель или внутреннюю систему. Если истинность ответа зависит от текущего наблюдения, внешнего источника или инструмента, верни ровно NEEDS_VERIFIED_RESEARCH. Не придумывай факты.\n\nВопрос пользователя:\n" + userMessage
context := []cognitive.ContextExcerpt{}
if strings.TrimSpace(personalMemory) != "" {
context = append(context, cognitive.ContextExcerpt{ID: "personal-memory", SourceKind: "derived-personal-memory", SourceID: "interaction:human-utterances", Revision: 1, Sensitivity: cognitive.SensitivityPrivateAllowed, Text: personalMemory})
@@ -25,6 +25,9 @@ func TestReviewResponseUsesCognitiveGatewayAndReturnsOnlyDraftAnswer(t *testing.
if request.Message == "" || request.Meaning.SpeechAct == "" {
t.Fatalf("review request did not carry semantic context: %+v", request)
}
if !strings.Contains(request.Message, "ответ начинается с содержания") || !strings.Contains(request.Message, "Не повторяй вопрос пользователя") || !strings.Contains(request.Message, "только если пользователь сам спросил") {
t.Fatalf("review request lacks the conversational quality contract: %q", request.Message)
}
if len(request.Context) != 1 || !strings.Contains(request.Context[0].Text, "красный цвет") {
t.Fatalf("review request did not carry compact personal memory: %+v", request.Context)
}
+23 -2
View File
@@ -799,6 +799,7 @@ func main() {
}
researchBacked := false
researchAttempted := false
stableKnowledgeReply := false
if hasChatRoute(routePlan, chatRouteResearch) && semantic.Interpretation.Clarification != interaction.ClarificationRequired && shouldRunGeneralResearch(semantic.InformationRequestKind) {
researchAttempted = true
if planID, idErr := ids.New(); idErr == nil {
@@ -830,6 +831,7 @@ func main() {
cancelAnswer()
if answerErr == nil && stableKnowledgeAnswer(answer) {
reply, backed = answer, true
stableKnowledgeReply = true
}
}
cancelResearch()
@@ -860,6 +862,18 @@ func main() {
needsCognition = false
}
}
if planningReply == "" && needsCognition && semantic.Interpretation.SpeechAct == interaction.SpeechActQuestion && !hasChatRoute(routePlan, chatRouteResearch) && !creativeRequest {
answerCtx, cancelAnswer := context.WithTimeout(r.Context(), 12*time.Second)
answer, answerErr := cognitiveClient.AnswerStableKnowledge(answerCtx, session, effectiveTaskMessage, personalMemory.ContextText(), cognitive.TaskMeaning{
SpeechAct: string(semantic.Interpretation.SpeechAct), CapabilityHints: toCapabilityKinds(semantic.CapabilityHints), RequestedOutcome: semantic.Interpretation.RequestedOutcome, InformationRequestKind: semantic.InformationRequestKind, ConfidenceMillis: semantic.Interpretation.ConfidenceMillis,
})
cancelAnswer()
if answerErr == nil && stableKnowledgeAnswer(answer) {
planningReply = answer
stableKnowledgeReply = true
needsCognition = false
}
}
if planningReply == "" && needsCognition && cognitiveAttempted && !cognitiveAvailable {
planningReply = humanCognitiveDegradedReply(utterance.Content)
needsCognition = false
@@ -984,7 +998,7 @@ func main() {
stableSemanticReply := mediaAttempted || identityReply != "" || memoryInstructionReply != "" || creativeReply != "" || (creativeFallbackReply != "" && !cognitiveAvailable) || semantic.InformationRequestKind != "" || locationReply != "" || deterministicSpeechAct == interaction.SpeechActConversational || deterministicSpeechAct == interaction.SpeechActConfirmation || deterministicSpeechAct == interaction.SpeechActRejection
if reviewErr != nil {
log.Printf("cognitive response review unavailable: %v", reviewErr)
} else if reviewMayReplacePlanningReply(stableSemanticReply, researchAttempted, researchBacked, reviewedReply, planningReply) {
} else if reviewMayReplacePlanningReply(stableSemanticReply, stableKnowledgeReply, researchAttempted, researchBacked, reviewedReply, planningReply) {
planningReply = reviewedReply
} else if reviewedReply != planningReply {
log.Printf("cognitive response review proposed stable semantic rewrite; preserving semantic reply")
@@ -2001,7 +2015,14 @@ func reviewPreservesResearchEvidence(reviewed, draft string) bool {
// reviewMayReplacePlanningReply keeps ownership of a concrete capability
// result with that capability. A review may improve source-backed research,
// but must not turn an honest no-result into an invented clarification.
func reviewMayReplacePlanningReply(stableSemanticReply, researchAttempted, researchBacked bool, reviewed, draft string) bool {
func reviewMayReplacePlanningReply(stableSemanticReply, stableKnowledgeReply, researchAttempted, researchBacked bool, reviewed, draft string) bool {
// A stable-knowledge answer is a model-produced draft rather than an owned
// capability result. It therefore goes through a second cognitive pass for
// conversational quality, while identity, memory, media and action outcomes
// remain immutable at this boundary.
if stableKnowledgeReply {
return true
}
if stableSemanticReply {
return false
}
+7 -4
View File
@@ -102,18 +102,21 @@ func TestResearchIdentifiersExcludeSearchDate(t *testing.T) {
}
func TestResponseReviewPreservesAttemptedResearchOutcome(t *testing.T) {
if reviewMayReplacePlanningReply(false, true, false, "Уточните аэропорт.", "Пока не смог получить проверяемый ответ.") {
if reviewMayReplacePlanningReply(false, false, true, false, "Уточните аэропорт.", "Пока не смог получить проверяемый ответ.") {
t.Fatal("review replaced an honest unbacked research outcome")
}
if !reviewMayReplacePlanningReply(false, true, true, "Расписание. Источник: https://example.test", "Расписание. Источник: https://example.test") {
if !reviewMayReplacePlanningReply(false, false, true, true, "Расписание. Источник: https://example.test", "Расписание. Источник: https://example.test") {
t.Fatal("review should be able to improve a source-backed research outcome")
}
if reviewMayReplacePlanningReply(false, true, true, "Расписание без ссылки", "Расписание. Источник: https://example.test") {
if reviewMayReplacePlanningReply(false, false, true, true, "Расписание без ссылки", "Расписание. Источник: https://example.test") {
t.Fatal("review dropped the research evidence")
}
if !reviewMayReplacePlanningReply(false, false, false, "Нормальный ответ", "Черновик") {
if !reviewMayReplacePlanningReply(false, false, false, false, "Нормальный ответ", "Черновик") {
t.Fatal("ordinary conversation review was unexpectedly blocked")
}
if !reviewMayReplacePlanningReply(true, true, false, false, "Санкт-Петербург — город в России.", "Меня зовут Домовой. Санкт-Петербург — город в России.") {
t.Fatal("stable-knowledge draft must be eligible for semantic quality review")
}
}
func TestBearerTokenRequiresBearerScheme(t *testing.T) {
+32
View File
@@ -251,6 +251,38 @@ func TestChatMessageUsesLocalAdvisoryForOrdinaryConversationalQuestion(t *testin
}
}
func TestChatMessagePreservesCompletedCoreAnswerInsteadOfSecondAdvisory(t *testing.T) {
core := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
switch {
case r.Method == http.MethodGet && r.URL.Path == "/v1/creator/sessions/current":
_ = json.NewEncoder(w).Encode(identity.CreatorSession{ActorID: "actor-1", PrincipalID: "principal-1"})
case r.Method == http.MethodPost && r.URL.Path == "/v1/creator/chat/messages":
w.WriteHeader(http.StatusCreated)
_ = json.NewEncoder(w).Encode(interaction.ChatMessageResponse{ConversationID: "conversation-1", UtteranceID: "utterance-1", SpeechAct: interaction.SpeechActQuestion, NeedsCognition: true, FallbackText: "fallback", PlanningReply: "Готовый ответ ядра."})
default:
t.Fatalf("unexpected core route %s %s", r.Method, r.URL.Path)
}
}))
defer core.Close()
cognitiveRuntime := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
t.Fatal("completed core answer must not be replaced by a second advisory")
}))
defer cognitiveRuntime.Close()
handler, err := newHandler(core.URL, "http://continuity", "http://commit", core.Client(), cognitiveRuntime.URL)
if err != nil {
t.Fatal(err)
}
request := httptest.NewRequest(http.MethodPost, "/api/chat/messages", strings.NewReader(`{"message":"Обычный вопрос"}`))
request.Header.Set("Authorization", "Bearer session-token")
request.Header.Set("Content-Type", "application/json")
recorder := httptest.NewRecorder()
handler.ServeHTTP(recorder, request)
var response browserChatResponse
if recorder.Code != http.StatusOK || json.NewDecoder(recorder.Body).Decode(&response) != nil || response.ReplyText != "Готовый ответ ядра." {
t.Fatalf("unexpected browser response: status=%d body=%s", recorder.Code, recorder.Body.String())
}
}
func TestChatMessageReturnsHumanCapabilityMetadata(t *testing.T) {
core := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
switch {
+4 -1
View File
@@ -480,7 +480,10 @@ func (g *gateway) handleChatMessage(w http.ResponseWriter, r *http.Request) {
saved.NeedsCognition = false
}
}
if saved.NeedsCognition && !saved.WorkPlanned && saved.Clarification != interaction.ClarificationRequired {
// Core owns the completed planning answer. The browser may ask for a local
// advisory only when core explicitly left the turn unanswered; otherwise a
// second model pass can replace a grounded result with a weaker one.
if saved.NeedsCognition && saved.PlanningReply == "" && !saved.WorkPlanned && saved.Clarification != interaction.ClarificationRequired {
cognition = "unavailable"
requestID, idErr := ids.New()
if idErr == nil {
+22 -2
View File
@@ -612,7 +612,7 @@ func sourceDependentQuestion(primary, secondary interaction.SpeechAct, tokens []
currentCue := containsStemInTokens(tokens, "сейчас", "сегодня", "текущ", "актуаль", "последн", "прямо")
observedStateCue := containsStemInTokens(tokens, "погод", "температур", "осад", "ветер", "курс", "цен", "стоим", "новост", "распис", "событ", "статус", "доступен", "работает", "запущен", "срок") || approximateToken(tokens, "погод", 2)
placeSearchCue := containsStemInTokens(tokens, "ресторан", "кафе", "отел", "магаз", "мест", "ближ", "адрес", "организац", "бренд", "товар", "артикул", "продавец", "маркетплейс", "wildberries", "wb")
travelSearchCue := containsStemInTokens(tokens, "билет", "рейс", "самолет", "самолёт", "вылет", "поезд", "автобус", "перелет", "перелёт", "отправлен", "прибыт", "расстоян", "километр", "добрат", "маршрут")
travelSearchCue := travelCue(tokens) || containsStemInTokens(tokens, "отправлен", "прибыт", "расстоян", "километр", "добрат", "маршрут")
timeDifferenceCue := containsStemInTokens(tokens, "разниц") && containsStemInTokens(tokens, "времен", "час")
return currentCue || observedStateCue || placeSearchCue || travelSearchCue || timeDifferenceCue
}
@@ -622,13 +622,33 @@ func sourceDependentQuestion(primary, secondary interaction.SpeechAct, tokens []
// source-dependent concepts such as weather.
func approximateToken(tokens []string, target string, maxDistance int) bool {
for _, token := range tokens {
if editDistance([]rune(token), []rune(target)) <= maxDistance {
if nearToken(token, target, maxDistance) {
return true
}
}
return false
}
func nearToken(token, target string, maxDistance int) bool {
if editDistance([]rune(token), []rune(target)) <= maxDistance {
return true
}
if maxDistance < 1 {
return false
}
left, right := []rune(token), []rune(target)
if len(left) != len(right) || len(left) < 2 {
return false
}
for index := range left {
if left[index] == right[index] {
continue
}
return index+1 < len(left) && left[index] == right[index+1] && left[index+1] == right[index] && string(left[index+2:]) == string(right[index+2:])
}
return false
}
func editDistance(left, right []rune) int {
previous := make([]int, len(right)+1)
for index := range previous {
+5 -3
View File
@@ -50,9 +50,11 @@ func TestNewHumanUtteranceClassifiesReminderAndCapabilityConnectionAsDirective(t
}
func TestPlaneRequestReceivesTravelResearchCapability(t *testing.T) {
candidate := BuildDeterministicCandidate("найди ближайший самолет до Казани", "", 100)
if !containsToken(candidate.CapabilityHints, "WEB_RESEARCH") {
t.Fatalf("plane request did not select web research: %+v", candidate)
for _, message := range []string{"найди ближайший самолет до Казани", "найди сомалет до Казани"} {
candidate := BuildDeterministicCandidate(message, "", 100)
if !containsToken(candidate.CapabilityHints, "WEB_RESEARCH") {
t.Fatalf("plane request did not select web research for %q: %+v", message, candidate)
}
}
}
@@ -236,6 +236,14 @@ func TestTravelResearchQueryUsesKnownOriginForTrainSchedule(t *testing.T) {
}
}
func TestTravelResearchQueryNormalizesNearUnambiguousTravelTypo(t *testing.T) {
history := []interaction.HumanUtterance{{Content: "я сейчас в Москве"}}
got := TravelResearchQuery("найди сомалет до Казани", history, time.Time{})
if !strings.Contains(got, "самолёт") || !strings.Contains(got, "пункт отправления: Москве") {
t.Fatalf("travel typo was not normalized with remembered route context: %q", got)
}
}
func TestIndependentRequestPartsKeepsCoordinatedEntitiesTogether(t *testing.T) {
if got := IndependentRequestParts("какая разница во времени между Москвой и Шанхаем?"); len(got) != 1 {
t.Fatalf("coordinated entities became independent requests: %#v", got)
+21 -2
View File
@@ -10,7 +10,7 @@ import (
// TravelSearchQuery carries the implicit current-day meaning of a nearest
// flight request into the research adapter.
func TravelSearchQuery(message string, now time.Time) string {
cleaned := strings.TrimSpace(StripAssistantVocative(message))
cleaned := normalizedTravelSearchText(message)
tokens := semanticTokens(cleaned)
if !travelCue(tokens) || !containsStemInTokens(tokens, "ближ") || isTravelDateSpecified(tokens) {
return cleaned
@@ -21,6 +21,25 @@ func TravelSearchQuery(message string, now time.Time) string {
return cleaned + " сегодня " + now.Format("02.01.2006")
}
// normalizedTravelSearchText corrects only a near-unambiguous typo in a
// capability word before an external query. The original utterance is kept by
// Conversation; this is a replaceable search-skill normalization, not a fact
// about a user, city or provider.
func normalizedTravelSearchText(message string) string {
tokens := semanticTokens(StripAssistantVocative(message))
changed := false
for index, token := range tokens {
if nearToken(token, "самолет", 2) || nearToken(token, "самолёт", 2) {
tokens[index] = "самолёт"
changed = true
}
}
if !changed {
return strings.TrimSpace(StripAssistantVocative(message))
}
return strings.Join(tokens, " ")
}
// TravelResearchQuery keeps route and distance questions tied to a known
// origin before they reach a generic web search. The history is semantic
// context, not a list of example-specific answers.
@@ -419,7 +438,7 @@ func capitalizeWord(value string) string {
}
func travelCue(tokens []string) bool {
return containsStemInTokens(tokens, "билет", "рейс", "самолет", "самолёт", "вылет", "поезд", "автобус", "перелет", "перелёт")
return containsStemInTokens(tokens, "билет", "рейс", "самолет", "самолёт", "вылет", "поезд", "автобус", "перелет", "перелёт") || approximateToken(tokens, "самолет", 2) || approximateToken(tokens, "самолёт", 2)
}
func trainScheduleRequest(tokens []string) bool {