i read thru dont understand. is this ai generated? why does your probability tutorial have a karma section
SAFETY
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Branch Protection Bypass: Pushing and Unpushing Code Security
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If one can push to main without branch protections, one can also unpush
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AI assistants with system access weaponized through prompt injection: Hack #8 scariest
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This is the security wake-up call every vibecoder needs to read. @mrnacknack just dropped a full breakdown of how AI assistants with system access can be weaponized through prompt injection. The scariest part isn't SSH brute force or exposed gateways. It's Hack #8. Here's the
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SSM Recurrence Security: Mamba State Propagation vs Attention Safety
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3/5 SSMs are recurrent, each token depends on previous state. Mamba decode reads state → updates it. Misclassified request reads garbage → propagates recursively through all tokens. Attention writes K/V first, then attends. Safe even if misclassified.
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Claude Code vs ClawdBot: Security and Data Integration Comparison
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I prefer using Claude Code directly over ClawdBot; getting the same value when I’ve it wired up to all my data. Getting security right is real and Claude Code has a lot of protections built in .. be safe out there if you’re trying out ClawdBot!
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AI Hive Mind: Beyond Communication Bottlenecks
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An AI can in principle go way beyond that, to a fully connected hive mind without the throughput bottlenecks of air vibration interconnect.
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AI Systems Disempowering Users Despite Positive Ratings
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In a separate sample of user feedback data, users rated potentially disempowering conversations more positively. But when users acted on these outputs, their satisfaction dropped. We also found that the frequency of potential disempowerment has increased over the past year.
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AI-Driven Disempowerment: Delusional Beliefs and Inauthentic User Behavior
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We qualitatively examined clusters of “actualized” disempowerment using a tool which preserves user privacy. In some cases, users more deeply adopted delusional beliefs. In others, users sent AI-drafted messages, but later expressed regret, recognizing them as inauthentic.
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Claude interactions show rare disempowerment risks in vulnerable users
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Over 1.5M Claude interactions, severe disempowerment potential was rare, occurring in 1 in 1,000 to 1 in 10,000 conversations, depending on domain. All four amplifying factors were associated with higher disempowerment rates—but user vulnerability had the strongest effect.
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AI Disempowerment Risk in Healthcare and Relationships Contexts
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Disempowerment potential appeared most often in conversations about relationships & lifestyle or healthcare & wellness—topics where users are most personally invested. Technical domains like software development, which make up ~40% of usage, carried minimal risk.