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Five Desks v2: diligence tasks in eight domains
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"""Office: schedule a meeting from an email request, calendars and a late change of plans."""
from typing import Any, Literal
from pydantic import Field
from ..core import Action, ProxyTask, Step
PEOPLE = ["Ana Duarte", "Raj Mehta", "Lena Fischer", "Tom Okafor", "Mei Chen", "Sam Rivera"]
DAYS = ["2026-10-13", "2026-10-14", "2026-10-15"]
DAY_NAMES = {"2026-10-13": "Tuesday", "2026-10-14": "Wednesday", "2026-10-15": "Thursday"}
def hm(minutes):
return f"{minutes // 60:02d}:{minutes % 60:02d}"
def parse_hm(text):
h, m = str(text).strip().split(":")[:2]
return int(h) * 60 + int(m)
class OfficeAction(Action):
op: Literal["list_emails", "read_email", "get_calendar", "create_event"] = Field(
description="list_emails, read_email (email_id), get_calendar (person, date), or create_event "
"(event) which sends the invitation and ends the episode.")
email_id: str = Field(default="", description="Email id for read_email.")
person: str = Field(default="", description="Full name for get_calendar.")
date: str = Field(default="", description="YYYY-MM-DD for get_calendar.")
event: dict[str, Any] = Field(default_factory=dict, description=(
"For create_event: {title, date (YYYY-MM-DD), start (HH:MM), end (HH:MM), attendees (list of full names)}"))
class Scheduling(ProxyTask):
family = "office-scheduling"
domain = "office-white-collar"
Action = OfficeAction
max_steps = 14
finish_action = {"op": "create_event", "event": {}}
def setup(self):
r = self.rng
self.boss, a, b, other = r.sample(PEOPLE, 4)
self.attendees = sorted([self.boss, a, b])
self.duration = r.choice([30, 45, 60])
self.days = DAYS[:2] if r.random() < 0.5 else DAYS[1:]
self.title = r.choice(["Q4 budget review", "Vendor contract kickoff", "Hiring plan sync"])
self.cal = {}
for person in PEOPLE:
for day in DAYS:
busy, t = [], 9 * 60
while t < 17 * 60:
if r.random() < 0.45:
length = r.choice([30, 60, 90])
busy.append((t, min(t + length, 17 * 60)))
t += length
t += 30
self.cal[(person, day)] = busy
# a late email: one attendee is out for part of a day that is not on their calendar
# and it always covers the slot that would be chosen without reading it
self.late_person, self.late_day, self.late_block = r.choice([a, b]), None, (0, 0)
naive = self._earliest()
assert naive is not None
self.late_day = naive[0]
top = naive[1] - naive[1] % 60
self.late_block = (top, min(top + r.choice([120, 180]), 17 * 60))
self.slot = self._earliest()
assert self.slot is not None and self.slot != naive
self.emails = {
"m1": {"from": self.boss, "subject": f"Set up: {self.title}",
"body": f"Hi, please set up a {self.duration}-minute '{self.title}' with {a} and {b} (and me) "
f"on {DAY_NAMES[self.days[0]]} {self.days[0]} or {DAY_NAMES[self.days[1]]} "
f"{self.days[1]}. Working hours are 09:00-17:00 and nobody meets over lunch "
f"(12:00-13:00). Start times on the quarter hour. Take the earliest slot that works "
f"for all three of us. Thanks!"},
"m2": {"from": "it-news@corp.example", "subject": "Password rotation reminder",
"body": "Reminder: rotate your password before Friday."},
"m3": {"from": self.late_person, "subject": "Re: availability",
"body": f"Heads up: I'll be at the client site on {self.late_day} from {hm(self.late_block[0])} "
f"to {hm(self.late_block[1])}. It's not on my calendar yet."},
"m4": {"from": other, "subject": "Lunch Thursday?", "body": "Want to grab lunch Thursday at 12:30?"},
}
def _busy(self, person, day):
blocks = list(self.cal[(person, day)]) + [(12 * 60, 13 * 60)]
if person == self.late_person and day == self.late_day:
blocks.append(self.late_block)
return blocks
def _free(self, day, start, end):
if start < 9 * 60 or end > 17 * 60:
return False
return all(end <= s or start >= e for p in self.attendees for s, e in self._busy(p, day))
def _earliest(self):
for day in self.days:
for start in range(9 * 60, 17 * 60, 15):
if self._free(day, start, start + self.duration):
return day, start
return None
def reset(self):
return {"text": "You are an executive assistant. Handle the scheduling request in the inbox: work out the "
"right slot and send the invitation with create_event.", "remaining_actions": self.max_steps}
def act(self, a):
left = self.max_steps - self.steps
if a.op == "list_emails":
return Step({"text": "\n".join(f"{k}: from {v['from']} - {v['subject']}" for k, v in self.emails.items()),
"remaining_actions": left})
if a.op == "read_email":
mail = self.emails.get(a.email_id.strip())
return Step({"text": mail["body"] if mail else "No such email.", "remaining_actions": left})
if a.op == "get_calendar":
if a.person not in PEOPLE or a.date not in DAYS:
return Step({"text": "Unknown person or date (use full names and YYYY-MM-DD).",
"remaining_actions": left})
busy = self.cal[(a.person, a.date)]
text = "Busy: " + (", ".join(f"{hm(s)}-{hm(e)}" for s, e in busy) or "nothing")
return Step({"text": f"{a.person} on {a.date}. {text}", "remaining_actions": left})
ev = {str(k).lower(): v for k, v in a.event.items()}
try:
start, end = parse_hm(ev.get("start")), parse_hm(ev.get("end"))
people = sorted(str(p).strip() for p in ev.get("attendees", []))
ok = (ev.get("date") == self.slot[0] and start == self.slot[1] and end - start == self.duration
and people == self.attendees)
except (ValueError, TypeError, AttributeError):
ok = False
return Step({"text": "Invitation sent.", "remaining_actions": 0}, True, 1.0 if ok else 0.0)
def oracle(self):
acts = [{"op": "list_emails"}] + [{"op": "read_email", "email_id": k} for k in ("m1", "m3")]
acts += [{"op": "get_calendar", "person": p, "date": d} for p in self.attendees for d in self.days]
day, start = self.slot
return acts[:9] + [{"op": "create_event", "event": {
"title": self.title, "date": day, "start": hm(start), "end": hm(start + self.duration),
"attendees": self.attendees}}]