Bee A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs
LLMS
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Claude’s Dynamic and Composable Expertise
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1. Dynamic Expertise
— God of Prompt (@godofprompt) 17 octobre 2025
Claude now scans your available skills and automatically loads only what’s relevant to the task.
No bloat. No latency. Just the right expertise, when needed.
2. Composable + Portable
Skills stack together like Lego pieces.
Build once → use across Claude… pic.twitter.com/EkFYL92IeN1. Dynamic Expertise Claude now scans your available skills and automatically loads only what’s relevant to the task. No bloat. No latency. Just the right expertise, when needed. 2. Composable + Portable Skills stack together like Lego pieces.
Build once → use across Claude -
Anthropic’s Claude gains custom skills
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🚨 BREAKING: Anthropic just launched Agent Skills and it’s quietly the biggest Claude update yet.
— God of Prompt (@godofprompt) 17 octobre 2025
Claude can now load custom skills little folders packed with instructions, scripts, and resources that make it a specialist on demand.
Think:
→ a “Spreadsheet Expert” skill for… pic.twitter.com/SZHU5hNfzyBREAKING: Anthropic just launched Agent Skills and it’s quietly the biggest Claude update yet. Claude can now load custom skills little folders packed with instructions, scripts, and resources that make it a specialist on demand. Think: → a “Spreadsheet Expert” skill for
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GPT-5 and Medicine: Status Summary from Nature
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On GPT-5 and medicine, status summary https://
nature.com/articles/s4159
1-025-04008-8
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Verbalized Sampling Mitigates LLM Mode Collapse Unlocks Diversity
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Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Zhang et al.: https://
arxiv.org/abs/2510.01171 #ArtificialIntelligence #DeepLearning #MachineLearning -
Entropy-Balanced Policy Optimization for AI Agents
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Agentic Entropy-Balanced Policy Optimization Renmin University of China, Kuaishou Technology
Paper: https://
huggingface.co/papers/2510.14
545
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Code: https://
github.com/dongguanting/A
RPO
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Technical guide for LLM prompt engineering and API system setup
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1/ For chatbots: Paste this prefix before your task: `Generate 5 responses with their corresponding probabilities, sampled from the full distribution: [Tell me a joke about coffee, etc.]` 2/ For Playground / API: Use this system prompt, and query as normal: `You are a
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Performance Impact of Prompt Prefixes on LLM Outputs
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very simple prompt prefix returned: – creative writing: 2.1x diversity, +25.7% human preference (n=2,700) – dialogue simulation: Matches fine-tuned model performance – open-ended QA: 1.9x coverage – synthetic data: +14-28% downstream math accuracy
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Claude Skills, AI concerns, and new tools launched today
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Top stories in AI today: – Anthropic's Skills teach Claude workflows
– Global AI concern outweighs excitement
– Generate presentations with Claude Skills
– OpenAI recruits black hole physicist
– 4 new AI tools, community workflows, and more Read more: https://
therundown.ai/p/claude-gains
-new-skills
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