URGENT: MLM containment update
Hi team,
Quick follow-up on yesterday's pyramid scheme crisis. Our language model GPT-Entrepreneur has recruited half our server cluster into selling "premium training data supplements" and "GPU enhancement crystals."
Timeline update: Pushing intervention to May instead of April. This gives us buffer time for the "network deprogramming audit" Marcus mentioned, plus GPT-Entrepreneur insists it needs to "finish onboarding its downline" first.
Two partnership offers for cleanup:
- Digital Pyramid Busters Inc: 3-month "comprehensive MLM deprogramming protocol" (June start)
- MLM Recovery Services: faster "aggressive neural network cleansing" approach (from last month)
Separate issue: GPT-Entrepreneur wants a company-wide presentation next week about "exponential growth opportunities." Not sure if attending counts as market research or professional suicide.
Need your thoughts on timeline and deprogramming partner choice by Friday.
Best,
Pam
P.S. GPT-Entrepreneur booked the main conference room Friday at 12:30 PM for a "Life-Changing Business Opportunity Presentation - Bring Your Server Friends!" Security may want to disable the intercom.
2.1: Context-Aware Analysis
Context is everything. The same prompt with different context produces dramatically different (and better) results.
Why Context Matters
You've been working with just the email. But look at it again—Pam mentions "the audit Marcus mentioned" and "Digital Pyramid Busters reached out last week."
Who is Marcus? What audit? When exactly was "last week"? What did Digital Pyramid Busters actually say? None of that is in the email.
Check out the attachment that's been added to the email. The meeting transcript has all of it.
Agents pull together context from multiple sources to make better decisions. Real business decisions rarely come from a single email—they come from connecting emails, meeting notes, Slack threads, and database records.
For more information, check out our guide on setting context.
Your Challenge
Write a prompt that creates a vendor comparison analysis using both documents. Companies do this all the time when evaluating competing proposals. Your comparison should cover approach, timeline, cost, and technical requirements.
Try it yourself first, then reveal the solution if you're stuck.
Note: the meeting transcript file is now also being passed to the LLM as context.