Must be investigated and monitored, should be a latency before implementation.
SAFETY
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Mass Intelligence: Billions Access Advanced AI Models Globally
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Mass Intelligence means we are going to inundated with stories about people using AI to do amazing things and horrifying things as over a billion people increasingly get access to advanced (and easy-to-use) AI models. Things are going to get very weird.
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Testing limitations cannot prove absence of software bugs
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"Program testing can be a very effective way to show the presence of bugs, but it is hopelessly inadequate for showing their absence." — Edsger Dijkstra
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2025 AI Adoption Risk Report: Credibility Assessment
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This report looks relevant, I don't know how credible it is though https://
info.cyberhaven.com/hubfs/Content%
20PDF/CyberhavenLabs-2025AIAdoptionRiskReport.pdf
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Genspark AI Developer: L4 Autonomy for Coding
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Most AI tools today are stuck at L3 (Human Guidance):
— God of Prompt (@godofprompt) 29 août 2025
– Cursor, Lovable = copilots
– Still need coding knowledge
But Genspark AI Developer is L4 (Full Autonomy):
– Plans, codes, tests, and ships independently
– You just describe your idea in plain English
Check it here:… pic.twitter.com/BlkeuFPJatMost AI tools today are stuck at L3 (Human Guidance): – Cursor, Lovable = copilots
– Still need coding knowledge But Genspark AI Developer is L4 (Full Autonomy): – Plans, codes, tests, and ships independently
– You just describe your idea in plain English Check it here: -
Hallucinations as a systems issue
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This is one of the first resources that treats hallucinations as a systems issue. Not just a model bug.
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Chatbot Data Privacy: Default Stateless Architecture Prevents Training
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It's very easy to not train on data that people paste into chatbot – that's the default of how they work, they are stateless systems Training on that data requires deliberate engineering
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Anthropic’s Safety Claims Questioned as OpenAI AI Proves Safer
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Anthropic split from OpenAI because they thought its AI wasn’t safe enough, but now Anthropic has found that OpenAI’s AI is safer. Farcical, but as a side effect an allegedly $100B company was created.
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Rule-Based Systems More Interpretable Than Neural Networks
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No, a set of rules is fundamentally more interpretable than a neural network of the same size, for example.