## Turn 1

Synthetic benchmark scenarios inspired by email triage.
No real private data (synthetic data only).
Numbered list of 5 scenarios.
Home-lab benchmark harness (implies a need for testing logic, classification, summarization, or extraction capabilities).

    *   *Classification:* Spam vs. Not Spam, Urgent vs. Low Priority, Departmental routing (HR, Sales, Support).
    *   *Summarization:* Long threads, newsletters, multi-person discussions.
    *   *Entity Extraction:* Dates, names, order numbers, action items.
    *   *Sentiment Analysis:* Angry customers, positive feedback, neutral inquiries.
    *   *Actionable Item Extraction:* "Please do X by Y date."

    *   *Scenario 1: Multi-Category Classification.* Focus on sorting a high-volume inbox into specific buckets (Billing, Tech Support, Sales, Spam).
    *   *Scenario 2: Priority & Sentiment Analysis.* Focus on identifying "Angry" customers needing immediate attention versus "General Inquiry" low-priority items.
    *   *Scenario 3: Action Item & Deadline Extraction.* Focus on parsing a long, messy thread to find specific tasks and deadlines.
    *   *Scenario 4: Newsletter Summarization.* Focus on condensing long marketing emails into 3 bullet points.
    *   *Scenario 5: Conflict Resolution/Tone Adjustment.* Focus on drafting a professional response to a hostile but valid complaint.

    *   *Scenario 1:* "The Corporate Triage." Input: 10 emails with varying topics (refunds, login issues, product questions). Task: Categorize and assign a priority score (1-5).
    *   *Scenario 2:* "The Angry Customer." Input: A long, frustrated email about a delayed shipment. Task: Extract the core grievance, the requested resolution, and detect the sentiment score.
    *   *Scenario 3:* "The Project Thread." Input: A 5-turn email thread between 3 people discussing a project. Task: Summarize the current status and list all pending "To-Do" items with owners.
    *   *Scenario 4:* "The Marketing Digest." Input: A 500-word newsletter about new features. Task: Extract only the dates of upcoming webinars and the names of the new features.
    *   *Scenario 5:* "The Spam Filter Edge Case." Input: A series of emails that look like "Greymail" (semi-useful but unsolicited). Task: Determine if the email contains a specific "Opt-out" link or a "Call to Action."