PROGRESS0%

URGENT: MLM containment update

PS
Pam Saltman<p.saltman@closedai.com>
to security-team
March 15, 2024

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.

1.2: Structure for Scale

KEY INSIGHT

Unstructured prompts work for one-off tasks. But for scale, you need structure.

When you move from "analyze one thing" to "analyze many things," you need consistent output format. Imagine processing 100 emails—structured output lets you filter "all emails requesting decisions by Friday" or "all emails mentioning external vendors."

Structuring Your Prompt

Use formatting in your prompt to define what you want. HTML headers like ## Sender, bullet points, and clear labels help the LLM know exactly what structure to follow. Check out the formatting toolbar in the prompt playground.

Your Challenge

Rewrite your prompt to output structured data with clear sections.

Note: For this task, the email is being passed in context—check the "CONTEXT BEING PASSED TO LLM" section below to see it. No need to copy and paste this time.

TRY IT YOURSELF

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