Files
odoo-ai/agent_service/agents/expenses_agent.py
Carlos Garcia 0bd1810405 fix: create expense report immediately — remove broken confirmation gate
The old flow required a "confirm" reply after showing a parsed-receipt
table, but that follow-up dispatch call carries no receipts (they only
exist in the /upload context). The confirmation gate was architecturally
broken: the second turn would always create nothing.

Fix: create the expense sheet immediately when receipts are present.
Byte-exact and semantic duplicates are auto-skipped; the count of
skipped items is reported in the success message. The report is always
created in Odoo as a draft so users can review amounts and submit
manually via Odoo > Expenses.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-05-19 20:58:47 -04:00

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from __future__ import annotations
import asyncio
import difflib
import json
import logging
from datetime import date as _date
from .base_agent import BaseAgent, AgentReport, AgentDirective, SweepReport
from ..tools.expenses_tools import ExpensesTools
logger = logging.getLogger(__name__)
EXPENSES_TOOLS = [
{'name': 'get_expenses', 'description': 'Retrieve expense records',
'parameters': {'employee_id': {'type': 'integer', 'optional': True},
'state': {'type': 'string', 'optional': True},
'date_from': {'type': 'string', 'optional': True},
'date_to': {'type': 'string', 'optional': True},
'limit': {'type': 'integer', 'optional': True}}},
{'name': 'get_expense_sheets', 'description': 'Get expense report sheets',
'parameters': {'state': {'type': 'string', 'optional': True},
'employee_id': {'type': 'integer', 'optional': True},
'limit': {'type': 'integer', 'optional': True}}},
{'name': 'get_pending_approvals', 'description': 'Get expense sheets pending approval',
'parameters': {}},
{'name': 'approve_expense_sheet', 'description': 'Approve an expense sheet',
'parameters': {'sheet_id': {'type': 'integer'}}},
{'name': 'get_expenses_summary', 'description': 'Get expense summary for a period',
'parameters': {'date_from': {'type': 'string', 'optional': True},
'date_to': {'type': 'string', 'optional': True}}},
{'name': 'get_expense_by_employee', 'description': 'Get expenses for a specific employee',
'parameters': {'employee_id': {'type': 'integer'},
'limit': {'type': 'integer', 'optional': True}}},
{'name': 'flag_for_review', 'description': 'Flag an expense for review',
'parameters': {'model': {'type': 'string'}, 'record_id': {'type': 'integer'},
'reason': {'type': 'string'},
'severity': {'type': 'string', 'optional': True}}},
{'name': 'post_chatter_note', 'description': 'Post a note on a record',
'parameters': {'model': {'type': 'string'}, 'record_id': {'type': 'integer'},
'note': {'type': 'string'}}},
]
class ExpensesAgent(BaseAgent):
name = 'expenses_agent'
domain = 'expenses'
required_odoo_module = 'hr_expense'
system_prompt_file = 'expenses_system.txt'
tools = EXPENSES_TOOLS
def __init__(self, odoo, llm, peer_bus=None):
super().__init__(odoo, llm, peer_bus)
self._et = ExpensesTools(odoo)
self._gathered_data: dict = {}
self._actions_taken: list = []
self._escalations_list: list = []
async def _plan(self) -> dict:
task = (self._directive.task if self._directive else '').lower()
receipts = getattr(self._directive.context, 'receipts', []) if self._directive else []
# The master LLM rewrites the user message into intent_summary (task).
# Also check the original raw_message threaded through peer_data so
# short replies like "skip duplicates" are detected even when rewritten.
raw_msg = ''
if self._directive and self._directive.context:
raw_msg = (self._directive.context.peer_data.get('raw_message') or '').lower()
combined = task + ' ' + raw_msg
# Detect whether the user is responding to a duplicate-approval request
skip_keywords = ('skip', 'remove duplicate', 'exclude duplicate', 'drop duplicate')
keep_keywords = ('keep all', 'keep both', 'include all', 'no skip', "don't skip")
confirm_keywords = ('confirm', 'looks good', 'go ahead', 'proceed', 'create it', 'create them')
if any(k in combined for k in keep_keywords):
user_dup_decision = 'keep_all'
elif any(k in combined for k in skip_keywords):
user_dup_decision = 'skip'
else:
user_dup_decision = 'skip' # default: skip duplicates when confirmed
user_confirmed = any(k in combined for k in confirm_keywords)
return {
'mode': 'create_from_receipts' if receipts else 'read',
'user_dup_decision': user_dup_decision,
'user_confirmed': user_confirmed,
'fetch_summary': any(k in task for k in ('summary', 'overview')) and not receipts,
'fetch_pending': any(k in task for k in ('pending', 'approve', 'approval')) and not receipts,
'employee_id': self._directive.params.get('employee_id') if self._directive else None,
'date_from': self._directive.params.get('date_from') if self._directive else None,
'date_to': self._directive.params.get('date_to') if self._directive else None,
}
async def _gather(self, plan: dict) -> dict:
data: dict = {'mode': plan.get('mode', 'read'),
'user_dup_decision': plan.get('user_dup_decision', 'skip'),
'user_confirmed': plan.get('user_confirmed', False)}
if plan.get('mode') == 'create_from_receipts':
self._gathered_data = data
return data
data['summary'] = await self._et.get_expenses_summary(
date_from=plan.get('date_from'), date_to=plan.get('date_to'),
)
if plan.get('fetch_pending'):
data['pending'] = await self._et.get_pending_approvals()
self._gathered_data = data
return data
async def _reason(self) -> dict:
data = self._gathered_data
analysis: dict = {'escalations': [], 'flags': []}
if data.get('mode') == 'create_from_receipts':
self._escalations_list = []
return analysis
summary = data.get('summary', {})
if summary.get('pending_approval_count', 0) > 10:
analysis['escalations'].append(
f'{summary["pending_approval_count"]} expense sheets pending approval.'
)
self._escalations_list = analysis['escalations']
return analysis
async def _act(self, reasoning: dict) -> list:
if self._gathered_data.get('mode') != 'create_from_receipts':
return []
receipts = getattr(self._directive.context, 'receipts', []) if self._directive else []
if not receipts:
return []
user_dup_decision = self._gathered_data.get('user_dup_decision', 'skip')
user_confirmed = self._gathered_data.get('user_confirmed', False)
user_id = (self._directive.context.peer_data.get('requesting_user_id')
if self._directive else None)
employee_id = await self._et.get_employee_id_for_user(user_id)
if not employee_id:
self._escalations_list.append(
'No employee record found for the current user; cannot create expense report.')
return []
expense_products = await self._et.get_expense_products()
default_product_id = expense_products[0]['id'] if expense_products else None
product_map = {p['id']: p['name'] for p in expense_products}
# Pass 1: byte-exact dedup
seen_hashes: set = set()
unique_receipts = []
for r in receipts:
h = r.get('sha256')
if h and h in seen_hashes:
logger.info('expenses_agent: skipping byte-identical receipt %s', r.get('filename'))
continue
if h:
seen_hashes.add(h)
unique_receipts.append(r)
# Parse all receipts concurrently
parse_tasks = [
self._parse_receipt_text(
r.get('text', ''), r.get('filename', 'receipt'),
expense_products=expense_products,
date_hint=r.get('date_from_name'),
)
for r in unique_receipts
]
raw_parsed = await asyncio.gather(*parse_tasks, return_exceptions=True)
paired: list[tuple[dict, dict]] = []
for receipt, parsed in zip(unique_receipts, raw_parsed):
if isinstance(parsed, Exception):
logger.warning('expenses_agent: parse failed for %s: %s',
receipt.get('filename'), parsed)
parsed = {'vendor': receipt.get('filename', 'Expense'), 'amount': 0.0,
'date': receipt.get('date_from_name') or _date.today().isoformat(),
'time': None, 'product_name': ''}
paired.append((receipt, parsed))
# Pass 2: semantic dedup
deduped: list[tuple[dict, dict]] = []
dup_indices: set[int] = set() # indices into `paired` that are duplicates
for i, (receipt, parsed) in enumerate(paired):
dup_idx = self._find_semantic_duplicate(parsed, deduped)
if dup_idx is not None:
dup_indices.add(i)
if len(receipt.get('text', '')) > len(deduped[dup_idx][0].get('text', '')):
deduped[dup_idx] = (receipt, parsed)
else:
deduped.append((receipt, parsed))
# Auto-skip semantic duplicates by default; keep_all only if user explicitly asked.
# Receipts are only available in this single /upload request — there is no
# persistent receipt store across turns, so a "confirm then create" flow would
# always fail on the follow-up turn (no receipts in context). Creating
# immediately in draft state is the correct approach: users review and
# submit inside Odoo > Expenses.
n_skipped = len(paired) - len(deduped)
self._gathered_data['n_skipped'] = n_skipped
final_list = paired if user_dup_decision == 'keep_all' else deduped
sheet_name = f'Expense Report - {_date.today().isoformat()}'
sheet_result = await self._et.create_expense_sheet(sheet_name, employee_id)
if not sheet_result.success:
self._escalations_list.append(f'Failed to create expense sheet: {sheet_result.error}')
return []
sheet_id = sheet_result.record_id
actions = [f'Created expense sheet "{sheet_name}" (ID {sheet_id})']
for receipt, parsed in final_list:
product_id = default_product_id
chosen_name = parsed.get('product_name', '')
if chosen_name:
for p in expense_products:
if p['name'].lower() == chosen_name.lower():
product_id = p['id']
break
expense_result = await self._et.create_expense(
sheet_id=sheet_id,
employee_id=employee_id,
name=str(parsed.get('vendor', receipt.get('filename', 'Expense')))[:64],
total_amount=float(parsed.get('amount', 0.0)),
date=str(parsed.get('date') or _date.today().isoformat()),
product_id=product_id,
)
if expense_result.success:
cat = product_map.get(product_id, 'Expense')
actions.append(
f"Added: {parsed.get('vendor', 'Unknown vendor')} "
f"${float(parsed.get('amount', 0)):.2f} "
f"({cat}) on {parsed.get('date', 'today')}"
)
if receipt.get('b64'):
await self._et.attach_receipt(
'hr.expense', expense_result.record_id,
receipt.get('filename', 'receipt'),
receipt['b64'],
receipt.get('mimetype', 'application/octet-stream'),
)
else:
actions.append(
f"Could not create expense for {receipt.get('filename', 'receipt')}: "
f"{expense_result.error}"
)
self._actions_taken = actions
return actions
@staticmethod
def _find_semantic_duplicate(parsed: dict, candidates: list) -> int | None:
"""
Return the index in `candidates` of a receipt that appears to be the
same physical receipt as `parsed`, or None if no match found.
Pass 1 — exact-amount match (all must pass):
1. Same date
2. Amount > 0 and within $0.05 of each other
3. Transaction times within 30 min (if both present)
4. Vendor similarity >= 60 % (or both vendors are raw filenames)
Pass 2 — OCR-error match (amount may differ due to misread):
1. Same date
2. Both amounts > 0
3. Vendor similarity >= 80 % (stricter threshold compensates for loose amount)
4. Times within 30 min (if both present)
"""
amt = float(parsed.get('amount', 0))
date = parsed.get('date', '')
time = parsed.get('time') # HH:MM or None
vendor = str(parsed.get('vendor', '')).lower().strip()
is_filename = vendor.endswith(('.jpg', '.jpeg', '.png', '.gif', '.webp', '.bmp'))
def _times_compatible(t1, t2) -> bool:
"""Return False only when both times are present and >30 min apart."""
if not (t1 and t2):
return True
try:
h1, m1 = (int(p) for p in t1.split(':')[:2])
h2, m2 = (int(p) for p in t2.split(':')[:2])
return abs((h1 * 60 + m1) - (h2 * 60 + m2)) <= 30
except Exception:
return True
# Pass 1: amount must match within $0.05
for idx, (_, other) in enumerate(candidates):
other_amt = float(other.get('amount', 0))
if amt == 0 or other_amt == 0:
continue
if abs(amt - other_amt) > 0.05:
continue
if date != other.get('date', ''):
continue
if not _times_compatible(time, other.get('time')):
continue
other_vendor = str(other.get('vendor', '')).lower().strip()
other_is_filename = other_vendor.endswith(
('.jpg', '.jpeg', '.png', '.gif', '.webp', '.bmp'))
if is_filename or other_is_filename:
return idx
if difflib.SequenceMatcher(None, vendor, other_vendor).ratio() >= 0.6:
return idx
# Pass 2: same vendor + same date even when amounts differ (OCR misread)
if not is_filename:
for idx, (_, other) in enumerate(candidates):
other_amt = float(other.get('amount', 0))
if amt == 0 or other_amt == 0:
continue
if date != other.get('date', ''):
continue
if not _times_compatible(time, other.get('time')):
continue
other_vendor = str(other.get('vendor', '')).lower().strip()
if other_vendor.endswith(('.jpg', '.jpeg', '.png', '.gif', '.webp', '.bmp')):
continue
if difflib.SequenceMatcher(None, vendor, other_vendor).ratio() >= 0.80:
return idx
return None
async def _parse_receipt_text(self, text: str, filename: str,
expense_products: list = None,
date_hint: str = None) -> dict:
today = _date.today().isoformat()
fallback = {'vendor': filename, 'amount': 0.0,
'date': date_hint or today, 'time': None, 'product_name': ''}
ocr_failed = not text or text.startswith('[')
product_list = ''
if expense_products:
names = [p['name'] for p in expense_products]
product_list = ', '.join(f'"{n}"' for n in names)
if ocr_failed:
# No OCR text — still try to classify category from filename/date
if not product_list:
return fallback
prompt = (
f'A receipt photo named "{filename}" could not be read by OCR. '
f'Based only on the filename, pick the most likely expense category '
f'from this list: [{product_list}]. '
f'Return ONLY valid JSON: {{"product_name": "..."}}'
)
else:
prompt = (
'Extract expense details from the following receipt text. '
'Return ONLY valid JSON with these keys:\n'
'"vendor" (string, merchant or restaurant name),\n'
'"amount" (number — the FINAL total the customer paid; '
'look for a line explicitly labeled "Total", "Grand Total", "Amount Due", or "Balance Due"; '
'do NOT use subtotal, tax, tip, or individual line items; '
'if the label is ambiguous choose the bottom-most total on the receipt; '
'return 0 if no clear total is found),\n'
f'"date" (string YYYY-MM-DD, use {date_hint or today} if not found in text),\n'
'"time" (string HH:MM in 24-hour format — the transaction time printed on the receipt; '
'null if not present),\n'
f'"product_name" (string, pick the best match from [{product_list}] or empty string).\n\n'
f'Receipt text:\n{text[:2000]}\n\nJSON only:'
)
try:
resp = await self._llm.submit(
[{'role': 'user', 'content': prompt}],
caller='expenses_agent_receipt_parser',
)
raw = (resp.content or '').strip()
first, last = raw.find('{'), raw.rfind('}')
if first != -1 and last > first:
data = json.loads(raw[first:last + 1])
return {
'vendor': str(data.get('vendor', filename)),
'amount': float(data.get('amount', 0.0)),
'date': str(data.get('date') or date_hint or today),
'time': data.get('time') or None,
'product_name': str(data.get('product_name', '')),
}
except Exception as exc:
logger.warning('Receipt parse failed for %s: %s', filename, exc)
return fallback
async def _report(self) -> AgentReport:
data = self._gathered_data
directive_id = self._directive.directive_id if self._directive else ''
if data.get('mode') == 'create_from_receipts':
if self._actions_taken:
lines = '\n'.join(f'{a}' for a in self._actions_taken)
n_skipped = data.get('n_skipped', 0)
dup_note = f'\n({n_skipped} duplicate receipt(s) were automatically skipped.)' if n_skipped else ''
summary = (
f'Expense report created successfully:\n{lines}{dup_note}\n\n'
'The report is in draft — open Odoo Expenses, '
'review the amounts, and click Submit to send for approval.'
)
status = 'complete'
else:
summary = ('Could not create expense report. ' +
'; '.join(self._escalations_list or ['Unknown error']))
status = 'failed'
return AgentReport(
directive_id=directive_id, agent=self.name, status=status,
summary=summary, data=data,
escalations=self._escalations_list, actions_taken=self._actions_taken)
summary_data = data.get('summary', {})
parts = []
if summary_data:
parts.append(
f'Expenses: {summary_data.get("total_expenses", 0)} records, '
f'total ${summary_data.get("total_amount", 0):.2f}. '
f'{summary_data.get("pending_approval_count", 0)} pending approval.'
)
if not parts:
parts.append('Expenses review complete.')
return AgentReport(
directive_id=directive_id, agent=self.name, status='complete',
summary='\n'.join(parts), data=data,
escalations=self._escalations_list, actions_taken=[])
async def _dispatch_tool(self, name: str, args: dict):
dispatch = {
'get_expenses': self._et.get_expenses,
'get_expense_sheets': self._et.get_expense_sheets,
'get_pending_approvals': self._et.get_pending_approvals,
'approve_expense_sheet': self._et.approve_expense_sheet,
'get_expenses_summary': self._et.get_expenses_summary,
'get_expense_by_employee': self._et.get_expense_by_employee,
'flag_for_review': self._et.flag_for_review,
'post_chatter_note': self._et.post_chatter_note,
}
if name not in dispatch:
raise ValueError(f'Unknown tool: {name}')
return await dispatch[name](**args)
async def handle_peer_request(self, request: dict) -> dict:
req_type = request.get('type', '')
try:
if req_type == 'expenses_summary':
return await self._et.get_expenses_summary()
if req_type == 'employee_expenses':
return {'expenses': await self._et.get_expense_by_employee(
employee_id=request['employee_id'])}
return {'error': f'Unknown type: {req_type}'}
except Exception as exc:
return {'error': str(exc)}
async def sweep(self) -> SweepReport:
findings = []
try:
pending = await self._et.get_pending_approvals()
for sheet in pending:
emp = sheet.get('employee_id', [0, ''])
findings.append({
'type': 'pending_expense_approval',
'sheet_id': sheet.get('id'),
'employee': emp[1] if isinstance(emp, list) else '',
'amount': sheet.get('total_amount', 0),
'severity': 'low',
})
except Exception as exc:
return SweepReport(agent=self.name, findings=[], error=str(exc))
return SweepReport(agent=self.name, findings=findings, actions_taken=[],
summary=f'Expenses sweep: {len(findings)} pending approvals.')