Refine travel reimbursement steward flow

Align planner, runtime rules, and policy assets so travel guidance
matches the updated reimbursement workflow.
This commit is contained in:
caoxiaozhu
2026-06-15 22:55:18 +08:00
parent 792741709a
commit 9f7b8b46a3
85 changed files with 9496 additions and 2555 deletions

View File

@@ -9,7 +9,9 @@ from typing import Any
from app.schemas.steward import (
StewardAttachmentGroup,
StewardAttachmentInput,
StewardCandidateFlow,
StewardConfirmationAction,
StewardPendingFlowConfirmation,
StewardPlanRequest,
StewardPlanResponse,
StewardTask,
@@ -107,7 +109,7 @@ class StewardPlannerService:
base_date = self._resolve_base_date(request.client_now_iso, request.context_json)
model_call_traces: list[dict[str, Any]] = []
fallback_reason = ""
if self.intent_agent is not None:
if self.intent_agent is not None and self._should_use_model_intent_recognition(message, base_date, request):
try:
intent_result = self.intent_agent.detect(
request,
@@ -122,6 +124,17 @@ class StewardPlannerService:
base_date=base_date,
)
if llm_plan is not None:
if self._looks_like_ambiguous_travel_flow(message, base_date, request):
return self._build_pending_flow_fallback_plan(
request,
base_date=base_date,
model_call_traces=model_call_traces,
fallback_reason=(
"主模型返回了直接任务,但当前话术没有明确申请或报销动作;"
"服务端已改为候选流程确认,避免误入申请流程。"
),
planning_source="llm_function_call",
)
return llm_plan
model_call_traces = getattr(self.intent_agent, "last_call_traces", []) or model_call_traces
fallback_reason = "主模型未返回可用的 function calling 计划,已切换到规则兜底。"
@@ -136,6 +149,16 @@ class StewardPlannerService:
fallback_reason=fallback_reason,
)
def _should_use_model_intent_recognition(
self,
message: str,
base_date: date,
request: StewardPlanRequest,
) -> bool:
if self._looks_like_ambiguous_travel_flow(message, base_date, request):
return False
return self._has_multiple_financial_demands(message)
def _build_rule_fallback_plan(
self,
request: StewardPlanRequest,
@@ -145,6 +168,13 @@ class StewardPlannerService:
fallback_reason: str = "",
) -> StewardPlanResponse:
message = self._clean_text(request.message)
if self._looks_like_ambiguous_travel_flow(message, base_date, request):
return self._build_pending_flow_fallback_plan(
request,
base_date=base_date,
model_call_traces=model_call_traces,
fallback_reason=fallback_reason,
)
task_drafts = self._extract_task_drafts(message)
tasks = [self._build_task(draft, base_date, request) for draft in task_drafts]
if not tasks:
@@ -169,6 +199,7 @@ class StewardPlannerService:
plan_id=plan_id,
plan_status="needs_confirmation" if confirmation_groups else "ready_to_delegate",
planning_source="rule_fallback",
next_action="confirm_task" if confirmation_groups else "delegate_task",
summary=self._build_summary(tasks, attachment_groups),
thinking_events=thinking_events,
tasks=tasks,
@@ -177,6 +208,91 @@ class StewardPlannerService:
model_call_traces=model_call_traces or [],
)
def _build_pending_flow_fallback_plan(
self,
request: StewardPlanRequest,
*,
base_date: date,
model_call_traces: list[dict[str, Any]] | None = None,
fallback_reason: str = "",
planning_source: str = "rule_fallback",
) -> StewardPlanResponse:
candidates = self._build_rule_candidate_flows(request, base_date)
pending = StewardPendingFlowConfirmation(
status="pending",
source_message=request.message,
reason="当前话术描述了出差事项,但没有明确说明要补办申请还是发起报销。",
candidate_flows=candidates,
)
thinking_events = []
if fallback_reason:
thinking_events.append(
StewardThinkingEvent(
event_id="intent_agent_rule_fallback",
stage="rule_fallback",
title="意图识别智能体进入兜底模式",
content=fallback_reason,
)
)
thinking_events.append(
StewardThinkingEvent(
event_id="intent_pending_flow_confirmation",
stage="flow_confirmation",
title="需要确认流程方向",
content="我识别到时间、地点和出差事由,但没有识别到明确的申请或报销动作,需要先请你选择流程方向。",
)
)
return StewardPlanResponse(
plan_id=f"steward_plan_{uuid.uuid4().hex[:12]}",
plan_status="needs_flow_confirmation",
planning_source=planning_source, # type: ignore[arg-type]
next_action="confirm_flow",
summary=(
"我识别到这是一次出差事项,但还不能确定你要做的是"
"**补办出差申请**还是**发起费用报销**。请先选择一个方向。"
),
thinking_events=thinking_events,
pending_flow_confirmation=pending,
candidate_flows=candidates,
model_call_traces=model_call_traces or [],
)
def _build_rule_candidate_flows(
self,
request: StewardPlanRequest,
base_date: date,
) -> list[StewardCandidateFlow]:
application_fields = self._extract_ontology_fields(
request.message,
"expense_application",
base_date,
request,
)
reimbursement_fields = self._extract_ontology_fields(
request.message,
"reimbursement",
base_date,
request,
)
return [
StewardCandidateFlow(
flow_id="travel_application",
label="补办出差申请",
confidence=0.52,
reason="用户描述了出差时间、地点和事由,但没有明确说要报销。",
ontology_fields=application_fields,
missing_fields=self._resolve_missing_fields("expense_application", application_fields),
),
StewardCandidateFlow(
flow_id="travel_reimbursement",
label="发起费用报销",
confidence=0.48,
reason="用户描述的也可能是已发生出差事项,需要进入报销材料整理。",
ontology_fields=reimbursement_fields,
missing_fields=self._resolve_missing_fields("reimbursement", reimbursement_fields),
),
]
def _extract_task_drafts(self, message: str) -> list[PlannedTaskDraft]:
drafts: list[PlannedTaskDraft] = []
first_reimbursement = self._find_first_reimbursement_index(message)
@@ -202,6 +318,24 @@ class StewardPlannerService:
return drafts
def _has_multiple_financial_demands(self, message: str) -> bool:
task_drafts = self._extract_task_drafts(message)
if len(task_drafts) > 1:
return True
compact = re.sub(r"\s+", "", message)
if not compact:
return False
application_signal = self._looks_like_application(compact) or self._looks_like_future_travel_application(compact)
reimbursement_signal = self._find_first_reimbursement_index(compact) >= 0
if application_signal and reimbursement_signal:
return True
connector_signal = re.search(r"并且|同时|另外|还有|还要|以及|再", compact)
repeated_reimbursement_signal = len(list(REIMBURSEMENT_PATTERN.finditer(compact))) > 1
return bool(connector_signal and repeated_reimbursement_signal)
@staticmethod
def _find_first_reimbursement_index(message: str) -> int:
candidates = [message.find(item) for item in ("我要报销", "还需要报销", "需要报销", "报销")]
@@ -238,6 +372,35 @@ class StewardPlannerService:
)
return bool((business_signal or route_signal) and (time_signal or planned_route_signal))
def _looks_like_ambiguous_travel_flow(
self,
text: str,
base_date: date,
request: StewardPlanRequest,
) -> bool:
compact = re.sub(r"\s+", "", text)
if not compact or request.attachments:
return False
if re.search(r"申请|报销|草稿|提交|审批|保存|发起|创建", compact):
return False
if not re.search(r"出差|差旅|客户现场|项目|部署|实施|支撑|支持|协助|拜访|调研|培训|会议|驻场|上线|验收", compact):
return False
if not self._extract_time_range(compact, base_date):
return False
if not self._extract_location(compact):
return False
return not self._is_future_or_current_time_range(compact, base_date)
def _is_future_or_current_time_range(self, segment: str, base_date: date) -> bool:
normalized = self._extract_time_range(segment, base_date)
if not normalized:
return False
try:
parsed = date.fromisoformat(normalized)
except ValueError:
return False
return parsed >= base_date
def _build_task(
self,
draft: PlannedTaskDraft,