self.__has_state_changed = True # cache correctness shouldn't be impacted if another thread modified __has_state_changed between this and the previous line def modify ...

从发现 31 分钟消耗 108 万 Token 开始，到定位 OpenClaw 源码中的两个 Bug，最终实现单次调用从 78K 降到 27K 的完整过程。 一、异常现象：31 分钟烧掉 108 万 Token 事情起因很简单。我用 OpenClaw 搭了一套 AI 助手系统，通过飞书和它对话，后端跑的是 Claude Opus 4.6（通过 ...

The TeamPCP hacking group continues its supply-chain rampage, now compromising the massively popular "LiteLLM" Python package on PyPI and claiming to have stolen data from hundreds of thousands of ...

Research powerhouse Gartner claimed that by 2030, large language model (LLM) training will cost 90% less than it did last year – but overall inference costs are expected to increase. Gartner’s ...

2026 开年，OpenClaw的现象级爆发使大模型迅速迈入「超长上下文」时代。在几乎人人手捧「龙虾」穿梭于代码、搜索、办公自动化的当下,Token（词元）消耗成本正在迅速累积。据OpenRouter平台数据，2026年3月单周OpenClaw Token消耗量占平台总量的20%。用户实测单个会话 ...

The scaling of Large Language Models (LLMs) is increasingly constrained by memory communication overhead between High-Bandwidth Memory (HBM) and SRAM. Specifically, the Key-Value (KV) cache size ...

An open standard for AI inference backed by Google Cloud, IBM, Red Hat, Nvidia and more was given to the Linux Foundation for stewardship in further proof training has been superseded by inference in ...