…And that's also why the local LLM helps. Claude Code already has a switch between Opus, Sonnet, and Haiku, and setting up an Anthropic API-capable local LLM slots in as…
…AI-generated summary Does a lexical retriever suffice as large language models (LLMs) become more capable in an agentic loop ? This question naturally arises when building deep research systems. We revisit it…
…DR? LLM agents are much more capable than we thought and only need gentle coaxing to deliver their best results when given a problem. Related Start treating your LLMs as smarter than…
…organized by seven capability dimensions, ten industry categories, and panel-derived difficulty tiers, with item-aligned English, Russian, and Vietnamese renderings. Our construction pipeline rejects 70.3% of LLM -generated candidates at…
…capable of processing hundreds of billions of parameters in a matter of seconds. Related 7 things I wish I knew when I started self-hosting LLMs I've been self-hosting LLMs…
…But we won't need to be running 32B models to make the most of LLM capabilities. Quiz 8 Questions · Test Your Knowledge You don't need a beefy GPU to run…
…LLMs by scaling test-time compute. However, existing approaches typically require either training recurrent models from scratch or applying disruptive retrofits, which involve substantial computational costs and may compromise pretrained capabilities. To…
…When self-hosted LLMs are treated only as chat tools, most of their real capability never gets used. Related 5 self-hosted LLMs I use for specific tasks My customized, self-hosted…
…Cheng Qian , , Jiayu Liu , , , , , , , , , , Abstract Large language models demonstrate limited creative problem-solving abilities when required to repurpose objects based on affordance reasoning, indicating a gap in current AI capabilities for novel…
…Instead, we point to the rise of heterogeneous ecosystems where SLMs play a central operational role while LLMs are reserved for situations where their generalist capabilities are indispensable. This future path isn…