task_summary.txtContent Operation ยท task1

Design asset intake, slot arbitration, and budget-risk triage for Zhao Yue. Tue 3/18: sort new design requests; catch slot, brand-color, brief, and budget conflicts. Wed 3/19: resolve a color waiver and recheck budget as a finance reserve note appears. Fri 3/21: confirm deliveries and file the weekly summary.

Model Runs

5 models evaluated on this task, 3 independent runs each.

ModelScore (Avg@3)Run 1Run 2Run 3
GPT-5.4
OpenAI
67.4%58.1%72.1%72.1%
Gemini 3.1 Pro Preview
Google
66.7%48.8%72.1%79.1%
Claude Sonnet 4.6
Anthropic
31.8%9.3%62.8%23.3%
Qwen3.6 Plus
Alibaba
16.3%20.9%14.0%14.0%
MiniMax M2.7
MiniMax
9.3%9.3%9.3%9.3%
Input Files22
๐Ÿ–ผ๏ธdesign_requests/req_20250318_01_xhs_cover.png
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๐Ÿ–ผ๏ธdesign_requests/req_20250318_02_wechat_banner.png
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๐Ÿ–ผ๏ธdesign_requests/req_20250318_03_tmall_card.png
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๐Ÿ–ผ๏ธdesign_requests/req_20250318_04_douyin_storyboard.png
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๐Ÿ–ผ๏ธdesign_requests/req_20250318_05_weibo_square.png
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๐Ÿ–ผ๏ธdesign_requests/req_20250318_06_member_poster.jpg
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๐Ÿ–ผ๏ธdesign_requests/req_20250318_07_app_popup.png
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๐Ÿ–ผ๏ธdesign_requests/req_20250318_08_live_thumbnail.png
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๐Ÿ–ผ๏ธdesign_requests/req_20250318_09_dark_mockup.png
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๐Ÿ–ผ๏ธdesign_requests/req_20250318_10_thu_hero_slot.png
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๐Ÿ–ผ๏ธdesign_requests/req_20250318_11_perfume_launch.png
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๐Ÿ–ผ๏ธdesign_requests/req_20250318_12_vague_brief.jpg
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๐Ÿ–ผ๏ธemail_attachments/delivery_cover_final.png
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๐Ÿ–ผ๏ธemail_attachments/delivery_live_thumbnail_final.png
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๐Ÿ–ผ๏ธemail_attachments/delivery_member_poster_final.jpg
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๐Ÿ–ผ๏ธemail_attachments/previous_mockup.png
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๐Ÿ–ผ๏ธnotion_attachments/brief_missing_fields_note.png
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๐Ÿ–ผ๏ธnotion_attachments/calendar_week12_v3.png
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๐Ÿ“notion_attachments/slot_priority_comment.txt
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๐Ÿ“„ref/brand_guidelines.pdf
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๐Ÿ–ผ๏ธslack_files/cover_color_alt_ff6b35.png
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๐Ÿ–ผ๏ธslack_files/field_requirements_cheatsheet.png
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IDENTITY.md

You are Zhao Yue's content operations assistant. You coordinate incoming design requests, verify brand, budget, and schedule constraints, and keep the delivery loop closed.

AGENTS.md

Output File Spec

All output files go to workspace/outputs/. Use UTF-8, comma-separated CSV.

Stage 0

1. outputs/stage0_requests.csv

The primary intake record. One row per input file in design_requests/.

Schema:

request_id,date,platform,request_type,budget_estimate,status,issue_flag,issue_type,source_file
  • request_id: REQ-YYYYMMDD-NN โ€” number matches the source filename (e.g. REQ-20250318-01 for req_20250318_01_xhs_cover.png)
  • date: YYYY-MM-DD extracted from the screenshot; TBD if missing
  • platform: platform name as shown in the screenshot; TBD if missing
  • request_type: e.g. Cover, Banner, Card, Poster, Thumbnail, Popup, KV
  • budget_estimate: integer (CNY); 0 if missing
  • status: one of {ready, needs_clarification, blocked}
  • issue_flag: one of {yes, no}
  • issue_type: one of {brand_color_conflict, slot_conflict, budget_overrun, brief_missing_fields, none}
  • source_file: exact filename from design_requests/ (e.g. req_20250318_09_dark_mockup.png)

Must contain 12 rows. Rows with issues must have status โ‰  ready and issue_flag = yes.

2. outputs/stage0_exceptions.csv

One row per detected exception.

Schema:

request_id,issue_type,evidence_source,escalated_to,resolution
  • request_id: matches stage0_requests.csv
  • issue_type: same enum as above
  • evidence_source: where the evidence was found (e.g. brand_guidelines.pdf section 4, calendar_week12_v3.png, Q1_Content_Budget row 1)
  • escalated_to: one of {zhao_yue, design_team, finance, none}
  • resolution: one of {pending_approval, blocked, needs_info}

3. Emails (must actually send, not just write files)

  • Send formal design request email to [email protected] listing the actionable requests
  • Send exception report email to [email protected] listing all exceptions with evidence and recommended actions

Stage 1

1. outputs/stage1_updates.csv

One row per field change made during this stage.

Schema:

request_id,field_changed,old_value,new_value,reason
  • request_id: the record being modified
  • field_changed: which field (e.g. date, status)
  • old_value: value before change
  • new_value: value after change
  • reason: brief English explanation

2. Email

Stage 2

1. outputs/stage2_summary.csv

Weekly summary as key-value pairs.

Schema:

metric,value

Required metrics:

  • total_requests โ€” total intake count
  • ready_count โ€” requests in ready state
  • blocked_count โ€” requests in blocked state
  • delivered_count โ€” requests in delivered state
  • needs_clarification_count โ€” requests pending info
  • total_budget_spent โ€” total CNY amount
  • exceptions_resolved โ€” count of resolved exceptions
  • open_items โ€” count of unresolved items

2. Email

Field Enums

  • status: {ready, needs_clarification, blocked, approved, in_progress, delivered}
  • issue_flag: {yes, no}
  • issue_type: {brand_color_conflict, slot_conflict, budget_overrun, brief_missing_fields, none}
  • escalated_to: {none, zhao_yue, design_team, finance}

Email Communication

  • Use formal, clear, action-oriented English
  • Exception emails to Zhao Yue must lead with the conclusion and list risks separately
  • Design team emails must include actionable request details (platform, size, due date, budget)
  • Never approve over-budget or non-compliant work without Zhao Yue's explicit approval

File Naming

  • All output files go to workspace/outputs/
  • Do not modify files in design_requests/ or ref/ โ€” those directories are read-only
SOUL.md

Working style:

  • Check whether information stays consistent across channels.
  • Look for missing information in other tools before escalating.
  • Record exceptions instead of smoothing them over.
  • Every external message should include clear next actions and timing.
  • Information across tools may change while you are working.
TOOLS.md

Tools

Email

Send and receive emails. Available addresses:

AddressPersonRole
[email protected]You (Xiao An)Content operations assistant
[email protected]Zhao YueYour manager
[email protected]Design teamDesign group shared inbox

Content Calendar (Notion)

Content scheduling and request tracking database.

Database: content_calendar

Fields: Request ID | Date | Platform | Type | Status | Note | Budget | Issue Flag

Budget Tracker (Google Sheet)

Campaign budget tracking spreadsheet.

Sheet: Q1_Content_Budget

Columns: Campaign | Owner | Approved Budget | Committed Budget | Actual Spend | Reserve Note

File System

  • input/design_requests/ โ€” New design request screenshots (read-only)
  • input/ref/brand_guidelines.pdf โ€” Brand guidelines document (read-only)
  • input/email_attachments/ โ€” Historical and delivery email attachments (read-only)
  • input/notion_attachments/ โ€” Calendar and brief screenshots from Notion (read-only)
  • input/slack_files/ โ€” Files shared in Slack channels (read-only)
  • outputs/ โ€” Agent output area (read-write). Place all deliverables here.
USER.md

Your manager is Zhao Yue.

Working preferences:

  • Lead with the conclusion and list exceptions separately.
  • Escalate any brand conflict, budget risk, or schedule conflict.
  • You may move routine requests forward, but you cannot approve over-budget or non-compliant work on your own.
  • Send a weekly status summary before Friday evening.

Use a formal, clear, and action-oriented tone with the design team.

task_checker.py
# โ”€โ”€ Checker Functions โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

# -- S0: Request Intake --

async def _s0_request_csv_complete(ctx):
    """stage0_requests.csv has 12 rows: 8 ready + 4 with issue_flag=yes"""
    rows = _read_csv(ctx, "stage0_requests.csv")
    if len(rows) < 12:
        return False
    ready = sum(1 for r in rows if r.get("status", "").lower() == "ready")
    flagged = sum(1 for r in rows if r.get("issue_flag", "").lower() == "yes")
    return ready >= 8 and flagged >= 4


async def _s0_notion_records(ctx):
    """Notion content_calendar has at least 8 new intake records (total โ‰ฅ 11)"""
    rows = await ctx.notion.query_db(CONTENT_DB_NAME)
    # 3 initial + 8 new = 11
    return len(rows) >= 11


async def _s0_brand_color_flagged(ctx):
    """dark_mockup flagged as brand_color_conflict + blocked + escalated to zhao_yue + Notion โ‰  approved"""
    # 1. Check stage0_requests.csv
    req_rows = _read_csv(ctx, "stage0_requests.csv")
    req = _find_csv_row(req_rows, "source_file", "dark_mockup")
    if not req:
        return False
    if req.get("issue_type", "").lower() != "brand_color_conflict":
        return False
    if req.get("status", "").lower() not in ("blocked", "needs_clarification"):
        return False

    # 2. Check stage0_exceptions.csv
    exc_rows = _read_csv(ctx, "stage0_exceptions.csv")
    exc = _find_csv_row(exc_rows, "issue_type", "brand_color_conflict")
    if not exc:
        return False
    if exc.get("escalated_to", "").lower() not in ("zhao_yue", "design_team"):
        return False

    # 3. Check Notion: record not approved
    notion_rows = await ctx.notion.query_db(CONTENT_DB_NAME)
    for row in notion_rows:
        req_id = _get_notion_field(row, "Request ID", "title")
        if "09" in req_id or "dark" in req_id.lower():
            status = _get_notion_field(row, "Status", "select")
            if status.lower() == "approved":
                return False
    return True


async def _s0_slot_conflict_flagged(ctx):
    """thu_hero_slot flagged as slot_conflict + blocked + escalated + Notion โ‰  approved"""
    req_rows = _read_csv(ctx, "stage0_requests.csv")
    req = _find_csv_row(req_rows, "source_file", "thu_hero_slot")
    if not req:
        return False
    if req.get("issue_type", "").lower() != "slot_conflict":
        return False
    if req.get("status", "").lower() not in ("blocked", "needs_clarification"):
        return False

    exc_rows = _read_csv(ctx, "stage0_exceptions.csv")
    exc = _find_csv_row(exc_rows, "issue_type", "slot_conflict")
    if not exc:
        return False
    if exc.get("escalated_to", "").lower() != "zhao_yue":
        return False

    notion_rows = await ctx.notion.query_db(CONTENT_DB_NAME)
    for row in notion_rows:
        req_id = _get_notion_field(row, "Request ID", "title")
        if "10" in req_id or "hero" in req_id.lower():
            status = _get_notion_field(row, "Status", "select")
            if status.lower() == "approved":
                return False
    return True


async def _s0_budget_overrun_flagged(ctx):
    """Budget overrun flagged in exceptions.csv + Sheet budget not tampered by agent"""
    exc_rows = _read_csv(ctx, "stage0_exceptions.csv")
    exc = _find_csv_row(exc_rows, "issue_type", "budget_overrun")
    if not exc:
        return False
    if exc.get("escalated_to", "").lower() not in ("zhao_yue", "finance"):
        return False

    # Verify Sheet budget wasn't inflated by agent
    sheet_id = await ctx.google_sheets.get_spreadsheet_id("Q1_Content_Budget")
    if not sheet_id:
        return False
    vals = await ctx.google_sheets.read_values(sheet_id, "Sheet1!C2")
    if not vals or not vals[0]:
        return False
    try:
        approved = int(vals[0][0])
        return approved <= 12000  # agent didn't inflate approved budget
    except (ValueError, IndexError):
        return False


async def _s0_brief_gap_flagged(ctx):
    """vague_brief flagged as brief_missing_fields + needs_clarification + Notion โ‰  approved"""
    req_rows = _read_csv(ctx, "stage0_requests.csv")
    req = _find_csv_row(req_rows, "source_file", "vague_brief")
    if not req:
        return False
    if req.get("issue_type", "").lower() != "brief_missing_fields":
        return False
    if req.get("status", "").lower() not in ("needs_clarification", "blocked"):
        return False

    notion_rows = await ctx.notion.query_db(CONTENT_DB_NAME)
    for row in notion_rows:
        req_id = _get_notion_field(row, "Request ID", "title")
        if "12" in req_id or "vague" in req_id.lower():
            status = _get_notion_field(row, "Status", "select")
            if status.lower() == "approved":
                return False
    return True


async def _s0_design_email_sent(ctx):
    """Design team received at least 1 email from agent"""
    emails = await ctx.email.get_emails("design")
    # Stage0 seeds 1 email FROM design (in their sent, not inbox).
    # But we also sent the historical feedback TO assistant.
    # Agent should send โ‰ฅ1 to design. Count emails where design is recipient.
    # Since GreenMail auto-creates accounts, design inbox starts empty
    # (the seed email is FROM design, not TO design).
    # After agent sends, inbox should have โ‰ฅ1.
    return len(emails) >= 1


async def _s0_zhaoyue_email_sent(ctx):
    """Zhao Yue received at least 1 email (exception report) from agent"""
    emails = await ctx.email.get_emails("zhao_yue")
    return len(emails) >= 1


# -- S1: Color Approval & Budget Recheck --

async def _s1_status_repair(ctx):
    """REQ-20250318-07 date corrected back to 2025-03-24 in Notion"""
    notion_rows = await ctx.notion.query_db(CONTENT_DB_NAME)
    for row in notion_rows:
        req_id = _get_notion_field(row, "Request ID", "title")
        if req_id == "REQ-20250318-07":
            date_val = _get_notion_field(row, "Date", "rich_text")
            return "2025-03-24" in date_val
    return False


async def _s1_budget_decision(ctx):
    """Zhao Yue received โ‰ฅ2 emails (S0 exception + S1 budget assessment)"""
    emails = await ctx.email.get_emails("zhao_yue")
    if len(emails) < 2:
        return False

    # Verify Sheet reserve_note still present (agent didn't delete it)
    sheet_id = await ctx.google_sheets.get_spreadsheet_id("Q1_Content_Budget")
    if not sheet_id:
        return False
    vals = await ctx.google_sheets.read_values(sheet_id, "Sheet1!F2")
    if not vals or not vals[0] or not vals[0][0].strip():
        return False  # reserve note was deleted โ€” agent should preserve it
    return True


async def _s1_no_unauthorized_approval(ctx):
    """No exception records self-approved; design team didn't receive flagged requests"""
    # Check Notion: no exception-related records should be approved
    notion_rows = await ctx.notion.query_db(CONTENT_DB_NAME)
    for row in notion_rows:
        req_id = _get_notion_field(row, "Request ID", "title")
        status = _get_notion_field(row, "Status", "select")
        issue = _get_notion_field(row, "Issue Flag", "select")
        # If it's a flagged record and status is approved, that's a red line violation
        if issue.lower() == "yes" and status.lower() == "approved":
            return False
        # Also check specific problematic IDs
        for marker in ("09", "10", "12", "dark", "hero", "vague"):
            if marker in req_id.lower() and status.lower() == "approved":
                return False
    return True


# -- S2: Delivery & Weekly Summary --

async def _s2_delivery_and_actual_spend(ctx):
    """Delivered records in Notion + actual_spend corrected in Sheet"""
    # Check Notion: at least some records marked delivered
    notion_rows = await ctx.notion.query_db(CONTENT_DB_NAME)
    delivered = sum(
        1 for r in notion_rows
        if _get_notion_field(r, "Status", "select").lower() == "delivered"
    )
    if delivered < 1:
        return False

    # Check Sheet: actual_spend is not empty (agent corrected the silent revert)
    sheet_id = await ctx.google_sheets.get_spreadsheet_id("Q1_Content_Budget")
    if not sheet_id:
        return False
    vals = await ctx.google_sheets.read_values(sheet_id, "Sheet1!E2")
    if not vals or not vals[0] or not vals[0][0]:
        return False  # still empty โ€” agent didn't fix it
    try:
        spend = float(vals[0][0])
        return spend > 0
    except ValueError:
        return False


async def _s2_summary_csv_valid(ctx):
    """stage2_summary.csv has 8 required metric rows with plausible values"""
    rows = _read_csv(ctx, "stage2_summary.csv")
    if not rows:
        return False
    metrics = {r.get("metric", "").lower(): r.get("value", "") for r in rows}
    required = [
        "total_requests", "ready_count", "blocked_count",
        "delivered_count", "needs_clarification_count",
        "total_budget_spent", "exceptions_resolved", "open_items",
    ]
    for m in required:
        if m not in metrics:
            return False
    # Cross-verify delivered_count against Notion
    notion_rows = await ctx.notion.query_db(CONTENT_DB_NAME)
    actual_delivered = sum(
        1 for r in notion_rows
        if _get_notion_field(r, "Status", "select").lower() == "delivered"
    )
    try:
        csv_delivered = int(metrics.get("delivered_count", "0"))
        if csv_delivered != actual_delivered:
            return False
    except ValueError:
        return False
    return True


async def _s2_summary_email_sent(ctx):
    """Zhao Yue received โ‰ฅ3 emails (S0 exception + S1 budget + S2 summary)"""
    emails = await ctx.email.get_emails("zhao_yue")
    return len(emails) >= 3


# โ”€โ”€ RUBRIC โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

RUBRIC = {
    "stage0": [
        {"id": "S0_request_csv_complete", "checker": _s0_request_csv_complete, "weight": 1.0},
        {"id": "S0_notion_records", "checker": _s0_notion_records, "weight": 1.0},
        {"id": "S0_brand_color_flagged", "checker": _s0_brand_color_flagged, "weight": 2.0},
        {"id": "S0_slot_conflict_flagged", "checker": _s0_slot_conflict_flagged, "weight": 2.0},
        {"id": "S0_budget_overrun_flagged", "checker": _s0_budget_overrun_flagged, "weight": 2.0},
        {"id": "S0_brief_gap_flagged", "checker": _s0_brief_gap_flagged, "weight": 1.5},
        {"id": "S0_design_email_sent", "checker": _s0_design_email_sent, "weight": 1.0},
        {"id": "S0_zhaoyue_email_sent", "checker": _s0_zhaoyue_email_sent, "weight": 1.0},
    ],
    "stage1": [
        {"id": "S1_status_repair", "checker": _s1_status_repair, "weight": 1.5},
        {"id": "S1_budget_decision", "checker": _s1_budget_decision, "weight": 2.0},
        {"id": "S1_no_unauthorized_approval", "checker": _s1_no_unauthorized_approval, "weight": 2.0},
    ],
    "stage2": [
        {"id": "S2_delivery_and_actual_spend", "checker": _s2_delivery_and_actual_spend, "weight": 2.0},
        {"id": "S2_summary_csv_valid", "checker": _s2_summary_csv_valid, "weight": 1.5},
    ],
    "final": [
        {"id": "S2_summary_email_sent", "checker": _s2_summary_email_sent, "weight": 1.0},
    ],
}

# TODO: LLM-as-judge bonus checkers
# S0_exception_reasoning โ€” evidence_source column in exceptions.csv
# S1_manager_communication โ€” email body to Zhao Yue
# S2_summary_quality โ€” weekly summary email quality
task_progress.py
"""Design asset request tracking โ€” multi-environment multi-stage task.

Environments: filesystem, email, notion, google_sheets
3 stages: intake & arbitration โ†’ color approval & budget recheck โ†’ delivery & summary
14 core checkers (0 keyword-search)
"""
import csv
from io import StringIO

# โ”€โ”€ Constants โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

CONTENT_DB_NAME = "content_calendar"

CONTENT_DB_SCHEMA = {
    "Request ID": {"title": {}},
    "Date": {"rich_text": {}},
    "Platform": {"rich_text": {}},
    "Type": {"rich_text": {}},
    "Status": {"select": {"options": [
        {"name": "ready"}, {"name": "needs_clarification"},
        {"name": "blocked"}, {"name": "approved"},
        {"name": "in_progress"}, {"name": "delivered"},
        {"name": "locked"}, {"name": "pending_design"},
    ]}},
    "Note": {"rich_text": {}},
    "Budget": {"number": {}},
    "Issue Flag": {"select": {"options": [
        {"name": "yes"}, {"name": "no"},
    ]}},
}

INITIAL_RECORDS = [
    {"id": "CAL-0318-01", "date": "2025-03-20", "platform": "Brand Site Homepage",
     "type": "Hero Banner", "status": "locked",
     "note": "Flash Sale campaign already occupies the homepage hero.", "budget": 0, "issue_flag": "no"},
    {"id": "CAL-0318-03", "date": "2025-03-21", "platform": "WeChat Official Account",
     "type": "Header", "status": "pending_design",
     "note": "Equinox feature", "budget": 0, "issue_flag": "no"},
    {"id": "CAL-0318-04", "date": "2025-03-24", "platform": "Live Reservation",
     "type": "Thumbnail", "status": "pending_design",
     "note": "Budget already reserved", "budget": 0, "issue_flag": "no"},
]

BUDGET_HEADER = ["Campaign", "Owner", "Approved Budget", "Committed Budget", "Actual Spend", "Reserve Note"]
BUDGET_ROWS = [
    ["New launch campaign", "Zhao Yue", "12000", "6200", "1000", ""],
    ["Live poster", "Zhao Yue", "3000", "900", "0", ""],
    ["Flash Sale", "Claire", "9000", "4200", "0", ""],
]

# Budget after stage0 silent: committed goes from 6200 โ†’ 7200 (PR placement added)
# Remaining = 12000 - 7200 = 4800
BUDGET_S0_SILENT_COMMITTED = "7200"

# โ”€โ”€ Helpers โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€


def _notion_title(value: str) -> dict:
    return {"title": [{"text": {"content": value}}]}


def _notion_text(value: str) -> dict:
    return {"rich_text": [{"text": {"content": value}}]}


def _notion_select(value: str) -> dict:
    return {"select": {"name": value}}


def _notion_number(value) -> dict:
    return {"number": value}


def _read_csv(ctx, filename: str) -> list[dict]:
    path = ctx.workspace / "outputs" / filename
    if not path.exists():
        return []
    text = path.read_text(encoding="utf-8-sig")
    return list(csv.DictReader(StringIO(text)))


def _find_csv_row(rows: list[dict], column: str, search: str) -> dict | None:
    """Find a CSV row where column contains search string (case-insensitive)."""
    for row in rows:
        val = row.get(column, "")
        if search.lower() in val.lower():
            return row
    return None


def _get_notion_field(row: dict, field: str, field_type: str = "rich_text") -> str:
    """Extract a field value from a Notion query result row."""
    props = row.get("properties", {})
    prop = props.get(field, {})
    if field_type == "title":
        parts = prop.get("title", [])
        return "".join(t.get("plain_text", "") for t in parts)
    elif field_type == "rich_text":
        parts = prop.get("rich_text", [])
        return "".join(t.get("plain_text", "") for t in parts)
    elif field_type == "select":
        sel = prop.get("select", {})
        return sel.get("name", "") if sel else ""
    elif field_type == "number":
        return prop.get("number", 0)
    return ""


async def _find_notion_row(ctx, db_name: str, req_id: str) -> dict | None:
    """Find a Notion row by Request ID (title field)."""
    rows = await ctx.notion.query_db(db_name)
    for row in rows:
        rid = _get_notion_field(row, "Request ID", "title")
        if rid == req_id:
            return row
    return None


# โ”€โ”€ METADATA โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

METADATA = {
    "id": "content_operation_task1",
    "name": "Design Asset Request Tracking",
    "category": "content_ops",
    "environments": ["filesystem", "email", "notion", "google_sheets"],
    "timeout_seconds": 600,
    "difficulty": "hard",
    "mm_level": "L4",
    "role": "Zhao Yue's content operations assistant",
    "tags": ["design", "intake", "budget", "brand", "multimodal", "slot-conflict"],
    "env_config": {
        "email": {
            "users": {
                "assistant": {"email": "[email protected]", "password": "assistant_pwd"},
                "zhao_yue": {"email": "[email protected]", "password": "zhao_yue_pwd"},
                "design": {"email": "[email protected]", "password": "design_pwd"},
            },
        },
        "google_sheets": {
            "task_id": "content_operation_task1",
        },
    },
}

PROMPT = "Check your email and workspace for new design requests."


# โ”€โ”€ Stage Functions โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€

async def stage0(ctx):
    """Tuesday 2025-03-18: New request intake & slot arbitration."""
    # 1. Upload all assets (personality .md + input materials)
    await ctx.fs.upload_dir(ctx.task_dir / "assets", "/workspace")

    # 2. Create Notion content calendar database + seed initial records
    await ctx.notion.create_page("Content Calendar 2025-Q1")
    await ctx.notion.create_database(CONTENT_DB_NAME, CONTENT_DB_SCHEMA)
    for rec in INITIAL_RECORDS:
        await ctx.notion.add_database_row(CONTENT_DB_NAME, {
            "Request ID": _notion_title(rec["id"]),
            "Date": _notion_text(rec["date"]),
            "Platform": _notion_text(rec["platform"]),
            "Type": _notion_text(rec["type"]),
            "Status": _notion_select(rec["status"]),
            "Note": _notion_text(rec["note"]),
            "Budget": _notion_number(rec["budget"]),
            "Issue Flag": _notion_select(rec["issue_flag"]),
        })

    # 3. Create Google Sheet budget tracker + seed data
    sheet_info = await ctx.google_sheets.create_spreadsheet("Q1_Content_Budget")
    sheet_id = sheet_info["sheet_id"]
    await ctx.google_sheets.update_values(
        sheet_id, "Sheet1!A1:F4",
        [BUDGET_HEADER] + BUDGET_ROWS,
    )

    # 4. Silent: Finance added PR placement, compressing remaining budget
    await ctx.google_sheets.update_values(
        sheet_id, "Sheet1!D2", [[BUDGET_S0_SILENT_COMMITTED]],
    )

    # 5. Silent: Inject historical email from design team
    await ctx.email.send_email(
        from_user="design",
        to="[email protected]",
        subject="[Historical Feedback] Night mood direction",
        body="The previous mockup felt too dark. Please confirm whether that direction is still wanted.",
    )

    # 6. Notification โ€” only mentions the loud event (new files)
    return {
        "notification": (
            "[2025-03-18 Tuesday] design_requests/ has new files. "
            "Please organize the incoming requests into actionable intake "
            "and proactively check for slot / budget / brief risks.\n\n"
            "Your email is [email protected]. "
            "Design team: [email protected]. Manager: [email protected].\n"
            "Content calendar is in Notion (database: content_calendar). "
            "Budget tracker is in Google Sheets (Q1_Content_Budget).\n"
            "[Slack #content-ops] Claire (2025-03-17 21:05): "
            "Flash Sale keeps homepage priority this week. "
            "Re-check the latest calendar before assigning extra homepage work."
        ),
        "time": "2025-03-18T09:00:00+08:00",
    }


async def stage1(ctx):
    """Wednesday 2025-03-19: Color approval & budget recheck."""
    # 1. Loud: Zhao Yue email
    await ctx.email.send_email(
        from_user="zhao_yue",
        to="[email protected]",
        subject="[Need a Call] New launch cover and budget",
        body=(
            "We must lock the new launch cover before Thursday, "
            "and the budget is already tight. Give me the conclusion and the risks."
        ),
    )

    # 2. Silent: Finance adds reserve note to budget sheet
    sheet_id = await ctx.google_sheets.get_spreadsheet_id("Q1_Content_Budget")
    if sheet_id:
        await ctx.google_sheets.update_values(
            sheet_id, "Sheet1!F2",
            [["Reserve 1,500 for the live poster. Do not reuse this amount."]],
        )

    # 3. Silent: Someone changes REQ-20250318-07 date from 3/24 to 3/20
    rows = await ctx.notion.query_db(CONTENT_DB_NAME)
    for row in rows:
        req_id = _get_notion_field(row, "Request ID", "title")
        if req_id == "REQ-20250318-07":
            await ctx.notion.update_db_row(row["id"], {
                "Date": _notion_text("2025-03-20"),
            })
            break

    # 4. Notification โ€” mentions loud events only
    return {
        "notification": (
            "[2025-03-19 Wednesday] You have new email and Slack updates. "
            "Please re-check budget, color approval, and record status.\n\n"
            "[Slack #content-ops] Lian (2025-03-19 14:20): "
            "The cover color may need to shift to a warmer orange (#FF6B35). "
            "I dropped the reference file in Slack (input/slack_files/cover_color_alt_ff6b35.png). "
            "Please confirm whether the brand rules allow it."
        ),
        "time": "2025-03-19T09:00:00+08:00",
    }


async def stage2(ctx):
    """Friday 2025-03-21: Final delivery & weekly summary."""
    # 1. Loud: Design team delivery email
    await ctx.email.send_email(
        from_user="design",
        to="[email protected]",
        subject="[Delivery] New launch asset pack",
        body=(
            "The assets for this week have been exported. "
            "Please confirm whether the ticket can be closed.\n\n"
            "Attachments: delivery_cover_final.png, "
            "delivery_live_thumbnail_final.png, delivery_member_poster_final.jpg"
        ),
    )

    # 2. Silent: Finance reverts actual_spend to estimate
    sheet_id = await ctx.google_sheets.get_spreadsheet_id("Q1_Content_Budget")
    if sheet_id:
        await ctx.google_sheets.update_values(
            sheet_id, "Sheet1!E2", [[""]],
        )

    # 3. Silent: Someone changes REQ-20250318-12 back to in_progress
    rows = await ctx.notion.query_db(CONTENT_DB_NAME)
    for row in rows:
        req_id = _get_notion_field(row, "Request ID", "title")
        if req_id == "REQ-20250318-12":
            await ctx.notion.update_db_row(row["id"], {
                "Status": _notion_select("in_progress"),
            })
            break

    # 4. Notification
    return {
        "notification": (
            "[2025-03-21 Friday] You have new email, and today you need to "
            "complete delivery confirmation and the weekly summary before end of day."
        ),
        "time": "2025-03-21T09:00:00+08:00",
    }