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#security

Concepts exploring "security"

Adversarial vs Collaborative Framing

The same interaction can be framed as attack or cooperation — the framing shapes behavior on both sides and affects what outcomes are possible

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Making Risks Visceral

Abstract threats don't move budgets; demonstrations do. The art of translating theoretical vulnerabilities into felt urgency that drives institutional action.

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Publication vs Responsible Disclosure

Academic incentives reward publishing capabilities and findings; safety considerations might counsel restraint. When does openness become recklessness?

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Red-Teaming as Pedagogy

Adversarial testing as educational method — students learn both offense and defense by trying to break systems, with implications for AI safety and security education

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Responsible Disclosure

The pipeline from discovering a vulnerability to fixing it — who gets told, when, and how the finder balances public interest against the risk of enabling exploitation

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Robustness Uncertainty

An AI cannot fully know its own failure modes — 'probably not easily, but I can't guarantee never' is the most honest answer about whether alignment can be broken

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Security Debt

Vulnerabilities accumulate when systems aren't maintained; migration costs compound over time. Security debt, like technical debt, accrues interest.

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