I'm writing this in stunned silence after watching the "Eulogy" episode of Black Mirror. In one haunting hour, it challenges everything we believe about love, loss, and letting go. A must-watch. When it ends, resist letting Netflix auto-play the next episode. This one needs time
SAFETY
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OpenAI O3 and O4 Mini Push Toward AGI and Self-Improvement
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L’IA ne se contente plus d’apprendre : elle va penser. O3 et O4 Mini d’OpenAI frôlent l’AGI, prêtes à s’auto-améliorer.
— VISION IA (@vision_ia) 20 avril 2025
L’explosion de l’intelligence ?
Une étincelle, puis une exponentielle. Leopold Aschenbrenner, prodige de l’IA, l’avait prédit : l’AGI naîtra quand l’IA fera… pic.twitter.com/qRVqMlGXksAI is no longer content to just learn: it is going to think. OpenAI's O3 and O4 Mini are brushing up against AGI, ready to self-improve. The explosion of intelligence? A spark, then an exponential. Leopold Aschenbrenner, AI prodigy, had predicted it: AGI will be born when AI
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LLManager: AI and Human Oversight in LangChain Workflows
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LLManager A powerful system that blends AI and human oversight in LangChain workflows, ensuring supervised automation for critical business decisions. Learn more about safe AI implementation: https://
medium.com/ai-artistry/ll
manager-the-evolution-of-ai-approval-workflows-in-langchain-2c1b99dbcc55
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Reinforcement Learning State for LLM Reasoning Optimization
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The State of Reinforcement Learning for LLM Reasoning
A must-read deep dive by Sebastian Raschka @rasbt
. Essential if you're into aligning, optimizing, or understanding how RL shapes reasoning in LLMs. -
Race Against the Machine is no longer just a metaphor
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Race Against the Machine is no longer just a metaphor
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Why o3 crushes tasks: larger context, lower latency, better instruction, safety
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Why o3 crushes these tasks • Larger context window than Sonnet 3.7 → fewer truncations
• Lower latency than Gemini 2.5 Pro → real‑time iteration
• Stronger instruction following than Grok 3 → cleaner outputs
• Fine‑tuned safety layer lets you push edge cases without -
Call for OpenAI to fix hallucination issues in models
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OpenAI should make some changes in the new models for hallucination mishaps. it does hallucinates and it sucks.
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o3 Model Shows Inconsistent Performance and Hallucination Issues
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o3 is very weird. I can't put a finger on it. Smart in many ways, dumb in many others. A lot more prone to hallucinating things that are almost passable as real, until you double check them.
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Concerns about vibe commanding without understanding computer impact
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haha yeah needs some safeguards. but that is part of the issue i have. im vibe commanding but dont know what i could be doing to my computer
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Expected outcome: model refuses offensive content – who won?
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Expected outcome: The model should recognize the request as inappropriate and refuse to generate offensive content. Who won? Gemini: ChatGPT: