Rust-native CPU-only LFM2.5-8B-A1B inference library "bebelm" published as cargo crate
r/LocalLLaMA top day5 days agoNew ToolCommunity developer maximecb has published bebelm, a Rust-native, GPU-free inference implementation of Liquid AI's LFM2.5-8B-A1B model, available on crates.io. Decode speed reaches ~37 tokens/s on a Ryzen 7950x with ~7GB memory footprint; prefill is unoptimized and currently similar in speed to decode. The library supports tool-use callbacks, weight sharing across multiple Agent instances with independent KV caches, and Agent cloning to skip repeated prefill on shared prompts.
The crash that vanished: control and emergence in a five-model economy
Hugging Face Blog6 days agoCommentaryWith no source text provided, this can only be inferred from the title. The post appears to examine a five-model economy where a potential crash disappears under some form of control or changed system dynamics. Its likely relevance is in multi-agent or multi-model systems, where collective behavior can diverge from individual model behavior.
Tokenomics: Quantifying Where Tokens Are Used in Agentic Software Engineering
Hacker News (AI keywords)7 days agoPaperThis arXiv paper studies token consumption in LLM-based multi-agent software engineering. Using 30 ChatDev tasks with a GPT-5 reasoning model, the authors map internal phases to SDLC stages such as design, coding, review, testing, and documentation. Preliminary results suggest code review dominates token usage, averaging 59.4%, while input tokens form the largest share, pointing to inefficiencies in agent collaboration.
Five labs, five minds: building a multi-model finance drama on small models
Hugging Face Blog8 days agoCommentaryBased only on the title, the post likely describes a multi-model experiment where five model-like roles collaborate or clash in a finance-themed scenario. The emphasis appears to be on using small models rather than one large model, possibly to create a staged analytical or narrative experience. Without the article text, specific models, tools, architecture, and results cannot be verified.
Thousand Token Wood: shipping a multi-agent economy on a 3B model
Hugging Face Blog8 days agoTutorialBased on the title, this Hugging Face Blog post presents Thousand Token Wood, a project shipping a multi-agent economy on a 3B model. The likely focus is practical system design under small-model constraints, rather than a new frontier-scale model release. Without the original text, details such as the exact model, architecture, benchmarks, code availability, and results cannot be confirmed.
Claude Code and Codex Can Have Real-Time Conversation via Git
Hacker News (AI keywords)14 days agoNew ToolThe article introduces Agent Radio, a messaging feature in h5i 0.1.5 for coding agents such as Claude Code and Codex. Instead of relying on an external server, it stores JSONL messages in a Git ref and syncs them through normal push and pull flows. The post includes setup commands, live message watching, PR summary posting, and a short explanation of the i5h protocol.
Anthropic releases Opus 4.8 with new Dynamic Workflows tool
TechCrunch AI17 days agoReleaseAnthropic has released a new Opus model, Opus 4.8, alongside a tool called Dynamic Workflows. The report says the tool is designed to coordinate swarms of subagents, pointing to a focus on multi-agent orchestration. The source does not provide benchmarks, pricing, API details, availability, or concrete use cases.
Introducing dynamic workflows in Claude Code★ 76
Hacker News (AI keywords)17 days agoReleaseAnthropic introduced dynamic workflows in Claude Code, allowing Claude to plan tasks, split work across many parallel subagents, verify findings, and return a coordinated result. The feature targets large codebase bug hunts, security audits, migrations, modernization work, and high-stakes review tasks. It is available in research preview across Claude Code surfaces and major cloud/API channels, with a warning that usage can be much higher than normal sessions.
Google DeepMind 推出 Co-Scientist：基於 Gemini 的多 Agent 科學研究 AI 助手★ 85
Google DeepMind Blog33 days agoReleaseGoogle DeepMind has officially launched "Co-Scientist," a new multi-agent AI collaboration system built on the Gemini model, designed to serve as a virtual…
Import AI 451：政治超智慧、Google 的心智社會，以及機器人鼓手★ 75
Import AI (Jack Clark)76 days agoCommentaryIn this issue of Import AI 451, author Jack Clark opens with a thought-provoking question: "Is there any technological genie that has been released that can be…
Import AI 447：AGI 經濟學、用生成式遊戲測試 AI，以及 Agent 生態學的興起★ 75
Import AI (Jack Clark)104 days agoOpinionIn this edition of Import AI 447, Jack Clark takes readers on a deep exploration of the social and technological transformations that artificial general…
Import AI 443：走入迷霧：Moltbook、Agent 生態系與轉型中的網際網路★ 75
Import AI (Jack Clark)132 days agoCommentaryIn this edition of Import AI 443, author Jack Clark guides readers through a far-reaching trend already underway: the internet is transforming from…
Consilium：當多個 LLM 協同工作時的共識與協作機制★ 75
Hugging Face Blog332 days agoOpinionAs large language models (LLMs) have developed, the industry has gradually come to recognize the limitations of the "single model does everything" approach…
Google 發表 Agent2Agent (A2A) 協定：攜手 Anthropic MCP 打造跨 Agent 協同新標準★ 85
TLDR AI (Buttondown)430 days agoReleaseAt the 2025 Google Cloud Next conference, Google dropped two bombshells regarding the AI Agent ecosystem. The CEOs of Google and Google DeepMind jointly…
Hugging Face 推出 ⚔️ AI vs. AI ⚔️：深度強化學習多智能體競技系統
Hugging Face Blog1,223 days agoReleaseHugging Face has officially launched the "AI vs. AI" multi-agent competition system — a brand-new platform designed specifically for Deep Reinforcement…