Skip to content

Productivity Blueprint

Adversarial model and critiques

Alexis Z.CPTOG2May 2026

Get sharp, in-character adversarial critique of code, documents, or communications by channeling expert personas like Karpathy or Altman. Fast, consistent feedback without waiting for domain experts.

1 File Included

  • pasted-prompt.md

    10 KB

What does this do

Getting sharp, in-character adversarial critique of code, documents, or leadership communication — manually soliciting feedback from domain experts is slow and inconsistent

How It Works

User submits code, document, or communication and names a critic persona (Andrej Karpathy, Sam Altman, Yann LeCun, Fei-Fei Li, or custom). Load the persona's system prompt, pass the content through Claude with the persona context, and generate sharp, specific feedback in that critic's intellectual style. Can run as one-off critiques or scheduled daily digests in email/Slack.

About This Blueprint

Industry
Computer Software