既然 Kimi K3 已经把开放 Agent 模型带到 2.8T 参数这个规模，@Meta 为什么还发布一个 30B 的 Muse Glimmer？ Kimi K3 代表的是一条很明确的路线：继续扩大开放模型的能力边界—— 2.8T 参数、1M context、视觉理解，面向长程 coding、知识工作和深度推理。Kimi 官方还建议用 64+ accelerators 的 supernode 部署它。它更接近在回答： 开放模型还能承载多复杂的 Agent 任务？ Glimmer 选择的是另一种部署尺度。 30B 多模态、Apache 2.0 开放权重。 HuggingFace在发布说明里直接写了本地 coding、文档分析、个人助手，以及 “Claw- or Hermes-like setups”；发布当天还提供 transformers、llama.cpp、vLLM 接入，并展示了 GGUF 量化和 OpenAI-compatible endpoint 的本地运行路径。 Llama 早就能接进 Agent，Glimmer 的变化不在于第一次具备这项能力。我认为重点是： 这次发布把模型的使用语境更明确地放到了自行部署 Agent 的开发者场景里。 当然，本地不等于轻量。HF 给出的 BF16 推理参考仍是 1×80GB H100，这不是普通人能部署的；量化后的性能、硬件门槛和长期运维成本，还需要真实使用验证。 所以 Meta 发 Glimmer，并不是拿 30B 去打压 2.8T。 K3 把开放模型推向更大的能力规模；Glimmer 则把多模态、开放权重、量化路径和本地 Agent 工作流结合在一起。 Meta 这次关注的可能是另一类需求：开发者是否能把模型部署、修改，再接进自己的文件、工具和工作流。 出处：

One year of Rialo. What started with around a handful of people has grown into a global community that shares our mission to build a smart blockchain network for real financial workflows. Here is who we are now, building the infrastructure for neofinance. Traditional blockchain systems bolt compliance on after the fact, which locks a lot of regulated activity out of onchain opportunity. Rialo builds the rules, logic, and execution into a system that carries them out, so compliance, privacy and automation become part of the infrastructure itself rather than something layered on top. Today, blockchain-enabled financial applications require stitching together bridges, oracles, bots, and privacy middleware, then maintaining all of it. We built those functions into the network itself. Over the past year, Rialo became the first network with:  • User-customizable data feeds • In-protocol API calls • User-customizable interoperability • Configurable privacy We've also hit milestones that demonstrate that Rialo’s simplified architecture can achieve superior performance: • 600k+ TPS • 200ms finality • 50ms block times We want to thank our builder community around the world - the individuals who hosted regional calls, translated content, welcomed new members and created things on Rialo that solve real world problems. Our Builder's Hub, Shark Tank and Agent Grand Prix became the stages where hundreds of people showed up to create, test and build. And thanks to our partners and investors for their continued confidence in us. @PanteraCapital, @cbventures, @variantfund, @hashed_official, @mirana, @Mysten_Labs, @fabric_vc, @flowdesk_co, and others who backed Subzero Labs and the mission of Rialo early. Our focus for year two is specific: institutional credit, agentic commerce, and building the infrastructure for neofinance - bringing enablement, programmability and governance to real-world financial systems. Year one was the foundation. Year two is where we build on it. Get Real. Get Rialo.