Beyond Fast and Slow: Cognitive-Inspired Elastic Reasoning for Large Language Models Paper: https://
arxiv.org/abs/2512.15089
GENERATIVE AI
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Elastic Reasoning: Cognitive-Inspired Approach for Large Language Models
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CogER: LLM Framework Choosing Dynamic Reasoning Paths
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What if an LLM could choose its own reasoning path for each question? Enter CogER, a new framework inspired by human problem-solving. It acts like a smart dispatcher, first judging a query's difficulty, then dynamically picking the best reasoning strategy—from fast, internal
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Gemini 3 Flash powers fast accurate web search on Perplexity
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Fast and highly accurate web search with Gemini 3 Flash now on Perplexity
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Managing Multiple Claude Chats: AI Superuser Workflow Hack
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Managing a dozen chats with Claude at once Majority of AI superusers I meet with are doing multiple AI tasks at once. Like, 8 different coding windows. Or 16 different client projects. A fun AI hack for me has been constantly streaming in context and directions and
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Echo-N1: AI Learns Human Conversation Through Affective Reinforcement Learning
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What if AI could learn the art of conversation like a human? This research challenges a year of focusing RL on logic, showing it’s possible to optimize AI for personality and emotional depth—and the results outperform leading models. Echo-N1: Affective RL Frontier Paper:
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Snorkel Sponsors Community Effort to Reduce Code Quality Issues
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Awesome work @GOrlanski
! At Snorkel, we know quality matters. We're excited to sponsor and support the community working on reducing code slop -
Gemini 3 Flash Now Available to Perplexity Pro Subscribers
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Gemini 3 Flash is now available to all Perplexity Pro and Max subscribers.
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Deloitte Refunds Australian Government Over AI Hallucinations Report
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“DELOITTE TO REFUND AUSTRALIAN GOVERNMENT AFTER AI HALLUCINATIONS FOUND IN REPORT”
— Cerebras (@cerebras) 18 décembre 2025
It's not about choosing the right model anymore. Most AI products don’t fail because the model is “bad.” They fail because the system drops context or over-writes user work.
Top teams take… pic.twitter.com/Hl5NpNn6mT“DELOITTE TO REFUND AUSTRALIAN GOVERNMENT AFTER AI HALLUCINATIONS FOUND IN REPORT” It's not about choosing the right model anymore. Most AI products don’t fail because the model is “bad.” They fail because the system drops context or over-writes user work. Top teams take
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Experimenting with Olmo 3 and DeepSeek V3.2 GRPO tweaks
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Oh yeah you probably will. I am currently running tons of experiments to decide which of the Olmo 3 and DeepSeek V3.2 GRPO tweak I should add in the final version.
No side objective really except I'd do an honest evaluation to make sure that the model actually learns well. -
Gemini 3 Flash Enables Research Paper Analysis and Comparison
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Introducing Gemini 3 Flash for understanding research papers 🚀
— alphaXiv (@askalphaxiv) 17 décembre 2025
Highlight any section of a paper to ask questions and “@” other papers for quick context, comparisons, and benchmark references pic.twitter.com/u3pZc78mn5Introducing Gemini 3 Flash for understanding research papers Highlight any section of a paper to ask questions and “@” other papers for quick context, comparisons, and benchmark references