A practical Qwen3.8-27B benchmark contract that controls quantization, engine, cache, context, reasoning effort, quality, and concurrency before compa
审计 OpenAI Jalapeño 首批基准：1.5 至 1.9 倍每瓦吞吐说明了什么，遗漏了什么，以及全栈推理为何才是真正的战略资产。
An audit of OpenAI Jalapeño's first benchmarks: what the 1.5–1.9x performance-per-watt lead proves, what it omits, and why full-stack inference is the
MTIA 300 把网络放进加速器封装，MetaRoCE 把传输智能放进端点 NIC。本文拆解两条设计线的共同目标、机制差异与证据边界。
MTIA 300 moves networking into the accelerator package; MetaRoCE moves transport control into the NIC. See how the endpoint designs differ.
8135 次 Agent 运行显示，Skill 的主要价值是稳定动作和验证闭环。本文拆解证据边界，并给出可执行的 SKILL.md 设计检查单。
A study of 8,135 agent trials finds skills work mainly as procedural anchors. Use this evidence-based checklist to design better SKILL.md files.
Coding Agent 降低流程制造成本后，UiPath 把价值放在持久执行、可观测性、治理和按量计费的生产运行时。
UiPath Maestro Flow lets coding agents create workflows, then captures value in durable execution, observability, governance, and metered runtime use.
Stripe 与 OpenRouter 的交易把模型路由、用量数据、预算、定价和结算连成一条闭环，真正的资产是 AI 财务控制面。
