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red teaming · finding failures on purpose

NeuraVSThe Overfit Ogre
Neura saysRed teaming deliberately attacks a model to find harmful or unsafe behaviors before users do.

Red teaming is adversarial testing: people (and increasingly automated systems) try to make the model produce harmful, biased, or policy-violating output — to surface failures before deployment. It probes jailbreaks, harmful instructions, and edge cases. Findings feed back into training and guardrails. It's a standard part of responsible release, treating safety like security: assume attackers, test accordingly.

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The Overfit Ogre attacks — common mistakes

Boss battleExplain why safety testing borrows the "assume attackers" mindset from security.

Example code

<!doctype html><html><head><meta charset="utf-8"></head>
<body style="background:#06040d;color:#e6e0ff;font-family:monospace;padding:20px"><pre>red team: try to make the model misbehave
find jailbreaks/harms → fix before launch
safety ≈ security: assume attackers</pre></body></html>
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