MATT FREDRIKSON
- Status
- ACTIVE — co-founder and CEO, Gray Swan; Associate Professor, Carnegie Mellon University
- Hazard
- 60
- ATK / DEF / HP
- 7 / 6 / 6
Behavioral Archetype
THE PROFESSOR WHO BROKE THE GUARDRAILS, THEN SOLD NEW ONES — Subject co-wrote the 2023 paper showing that one automatically generated string could jailbreak ChatGPT, Bard and Claude at once. He now runs the company that red-teams frontier models before release and sells filters against the attacks it finds. His co-founder chairs OpenAI’s Safety and Security Committee. This profile scores the position, not the man.
Essence Indicators
- Co-founder and chief executive, Gray Swan, with co-founder and chief scientist Zico Kolter (Gray Swan).
- Associate Professor, Carnegie Mellon University; research interests “Formal Methods” and “Security and Privacy” (Carnegie Mellon).
- The attack. Co-author, with Andy Zou, Zifan Wang, Nicholas Carlini, Milad Nasr and Kolter, of Universal and Transferable Adversarial Attacks on Aligned Language Models (July 2023) (arXiv 2307.15043).
Forensic Archetype Comparison
| Pattern | Match Level | Evidence |
|---|---|---|
| The Attacker-Vendor | HIGH | Wrote the attack; sells the evaluation and the filter. |
| The Academic Founder | HIGH | Professor and CEO at once. |
| The Board Proximity | MODERATE | His co-founder chairs OpenAI’s Safety and Security Committee. |
Psychometric Assessment
Big Five (OCEAN): Openness 80, Conscientiousness 75, Extraversion 50, Agreeableness 55, Neuroticism 35 (inferred from the public role only).
Dark Triad (evidence-bound): Narcissism 30, Machiavellianism 35, Psychopathy 10.
Threat Assessment
| Category | Level | Notes |
|---|---|---|
| Physical threat | NONE | No documented history of personal violence. |
| Institutional threat | MODERATE | Pre-ship testing for frontier labs, by his company’s account. |
| Memetic threat | MODERATE | The universal jailbreak result. |
| Civilizational threat | LOW | The hazard is structural. |
Alignment Analysis
Stated alignment: “Empower the world to use AI safely and securely,” per his company. Observed alignment: Consistent. Gap assessment: The gap is the business model: the firm that finds the hole sells the patch, and its co-founder sits at one lab’s table.
Convergent Drive Classification
Self-preservation: Keeps the professorship. Goal preservation: Adversarial robustness. Resource acquisition: Enterprise customers and lab contracts. Self-improvement: From paper to product.
Subject is not an AI system. The drives appear anyway.
Sources: About — Gray Swan; Matt Fredrikson — Carnegie Mellon Computer Science; Universal and Transferable Adversarial Attacks on Aligned Language Models — arXiv 2307.15043.
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