Cloud models just can't offer some features by design: privacy, low-latency, offline connectivity, free generation, etc. Not every application requires 2T parameters. Probably most don't.
LLMS
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Reasoning Support Now Available for Local Models in LangChain Ollama
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Reasoning support for your local models just dropped in langchain-ollama!
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Meta hires Apple AI head amid ongoing AI challenges
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AI NEWS: Meta just roped in Apple's AI head, making its AI struggles even worse. Plus, more news from OpenAI, Google, Hunyuan, Proactor, Moonvalley, and Emergent. Here's everything you need to know:
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Companies Must Allow Third-Party AI System Prompt Audits
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At the very least, companies should allow third party audits of system prompts. You can see how much an unannounced system prompt change (or other forms of unannounced fine-tuning, who knows?) can alter behavior by just looking at what happened today on X.
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Understanding LLM Limits: System Prompts and Hidden Risks
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There is no secret magical LLM that these companies have access to that you cannot access yourself. You want to understand the limits of their systems, whether they are using system prompts to manipulate their users (or introduce other risks), and how they are using context.
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Reinforcement Learning: Neglected Tool in Language Models
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we all learn reinforcement learning in intro ML. it’s widely accepted as foundational, a pillar of the field yet outside of RLHF, everyone working on language models ignored RL for years folk wisdom said it “doesn’t work” what other fundamental tools are we neglecting?
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Most People Work on LLM Reinforcement Learning Today
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Think most people work on LLM RL to some extent these days.
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Why Current Models Fall Short of Frontier AI Performance
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But why… it’s just nowhere close to the frontier models… you’re leaving intelligence on the table
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Fine-tuned AI models remain brittle despite optimization efforts
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Even fine-tuned super well, they are just too brittle and the experience suffers
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Grok 4 Release Lacks Model Card and Red Teaming Report
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Really need to see the model card & red teaming report along with Grok 4’s release (still none for Grok 3)