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claude-api Skill 加了一套自动调优工作流。build-eval 先从真实对话、Bug 或人工案例里做出测试集和评分方法，hillclimb 再让 Claude Code 反复修改系统 Prompt、工具说明、模型和推理强度。每次改完都重新跑测试，效果变好就保留，变差就回滚。\n为了避免 Claude 只针对测试题优化，它不会拿所有样本一起调。部分案例用于找问题和改配置，另留一批案例检查修改能不能用在没见过的问题上。如果前面的分数涨了，留出的测试结果没有改善，这次修改就可能被判定为过拟合并撤回。\nAnthropic 用 44 条客服工单演示了这套流程。Claude Code 先后清理 Prompt、补充业务规则、尝试不同模型并降低推理强度。最终找到一套 Sonnet 5 低 effort 配置。在 14 条没有参与调优的工单上，准确率从初始配置的 78.6% 提到 90.5%，成本降到约原来的五分之一。",1790674740000,"Blockbeats",null,"Tue Sep 29 2026 09:39:00 GMT+0000 (Coordinated Universal Time)",{"id":22,"title":23,"content":24,"publishTime":25,"important":9,"sourceName":18,"language":19,"dateString":26},207531,"Claude创业扶持放宽：自筹团队也能拿API额度","动察 Beating AI 快讯，Anthropic 扩大 Claude Startups 创业扶持计划。旧版规则允许早期创业团队加入项目，但想拿 API 额度和额外福利，必须已经获得机构股权投资。现在公司成立不超过 5 年，或最近 2 年获得过融资即可申请。Anthropic 明确写明，自筹资金、Pre-seed 阶段和已获风投的创业公司都在范围内。\n获批公司可免费使用 1 年 Claude Team，最多 5 个 Premium 席位。每家公司另有 1000 美元 Claude API 额度，有效期 6 个月。Team 免费资格只面向此前没有订阅过 Team 的公司。\nAnthropic 还上线 Claude Startup Stack。Linear、Lovable、ElevenLabs、Granola、Hex 等公司会提供折扣和额度，标称总价值最高 4.5 万美元。成员还能预约 Anthropic Applied AI 团队做一对一技术答疑，并获得构建 Claude Marketplace 连接器和插件、提交审核等方面的协助。\n这批额外福利的条款里还有一项容易被忽略的规定。创业公司如果在 Anthropic Applied AI 的咨询中透露产品架构等机密信息，Anthropic 可以继续使用员工仅凭记忆留下的一般性想法、经验和技术。条款还明确，不会限制 Anthropic 独立开发类似或竞争性技术，但不得直接披露这些机密信息，也没有获得相关专利或版权许可。",1791348780000,"Wed Oct 07 2026 04:53:00 GMT+0000 (Coordinated Universal Time)",{"id":28,"title":29,"content":30,"publishTime":31,"important":9,"sourceName":18,"language":19,"dateString":32},206639,"AI订阅大摸底：Claude补贴比国产Coding Plan还狠","动察 Beating AI 快讯，SemiAnalysis 把 OpenAI、Anthropic、Meta、SpaceXAI、MiniMax、月之暗面、智谱、Cursor 和 Cognition 的 AI 订阅套餐逐个测了一遍。它分别测试输入、缓存写入、缓存读取和输出会消耗多少订阅额度，再按自己 9 月的 Agent 使用结构计算，其中约 96.6% 是缓存读取。最后再套用各家的 API 标价，看同样一批 token 如果直接走 API，需要花多少钱。SemiAnalysis 将这个数字称为「API 等价价值」。\nClaude 的 Sonnet 和 Opus 补贴最狠。同样每月 200 美元的 Max 20x，使用 Sonnet 5.5 最多可跑出约 12,529 美元的 API 用量，相当于月费的 62.6 倍；Opus 5.5 约为 11,726 美元，相当于 58.6 倍。换成更贵的旗舰模型 Fable 5.1，却只剩 2,485 美元，也就是 12.4 倍。同一个套餐能差近 5 倍，因为不同模型和不同类型的 token，扣掉后台额度的速度并不一样。Anthropic 给 Sonnet 和 Opus 留了大量额度，对 Fable 则明显收紧。\n国产 Coding Plan 同样大量补贴重度用户，但力度仍追不上 Claude。SemiAnalysis 测得，132 美元的 MiniMax Token Ultra 可折算约 3,088 美元 MiniMax-M3 API 用量，相当于月费的 23.4 倍；168 美元的智谱 GLM Coding Max 约为 11.6 倍；199 美元的 Kimi Code Ultra 约为 6.7 倍。即使是其中最高的 MiniMax，每美元折算价值也只有 Claude Sonnet、Opus 的四成左右。\nOpenAI 最近反而开始主动收紧补贴。新购 Pro 200 的各档模型 token 额度被直接减半，此前购买的套餐可暂时保留旧额度到 10 月 29 日。现在 200 美元 ChatGPT Pro 使用 GPT-6.1 Sol，折算价值约 2,084 美元，相当于月费的 10.4 倍；同价 Claude Opus 是它的 5.6 倍。即使撇开两款模型 API 单价的差异，只算实际 token，两者也是约 286 亿对 102 亿，Claude 仍多 2.8 倍。\n但到",1791290460000,"Tue Oct 06 2026 12:41:00 GMT+0000 (Coordinated Universal Time)",{"id":34,"title":35,"content":36,"publishTime":37,"important":9,"sourceName":18,"language":19,"dateString":38},202352,"Antigravity终于上Claude 5.5：仅限付费Pro订阅及Ultra，旧模型11月退场","动察 Beating AI 快讯，Google 的 AI 编程工具 Antigravity 已接入 Claude Opus 5.5 和 Sonnet 5.5。两款模型向 Google AI Ultra 和 Pro 开放，但 Pro 仅限正式订阅，仍处于免费试用期的用户无法使用。Free 和 Google AI Plus 暂时拿不到 5.5。Antigravity 支持为模型选择 Low、Medium、High 三档思考强度。\nGoogle 同时开始清理旧模型。Claude Opus 4.6、Sonnet 4.6 和 GPT-OSS-120b 都将在 11 月 2 日移除。按当前模型表，如果没有新模型补位，Free 和 Google AI Plus 届时将没有 Claude 或 GPT-OSS 可选，只剩 Gemini 系列。\nGoogle 没有公布 Claude 5.5 的具体额度，只说明 Pro 额度每 5 小时刷新，同时受周额度限制。Gemini 与 Claude、GPT 使用两套独立额度。已经有多名 Pro 用户反馈，Opus 5.5 跑一次任务就可能快速消耗五小时和周额度，有用户称运行约 9 分钟就用掉了一半周额度。",1791037080000,"Sat Oct 03 2026 14:18:00 GMT+0000 (Coordinated Universal Time)",{"id":40,"title":41,"content":42,"publishTime":43,"important":9,"sourceName":10,"language":19,"dateString":44},200169,"MiniMax把OpenAI新Agents API做成开源版，Codex、Claude Code都能接","动察 Beating AI 快讯，MiniMax 开源 OpenAgentCore，做了一套兼容 OpenAI Agents API 的自托管实现。开发者可以继续使用 OpenAI 官方 SDK，只需要换掉 API 地址，后台运行的 Agent 可以选择 Codex、Claude Code 或 MiniMax Code。 Agents API 可以理解成一套「调用 Agent 的统一接口」。普通模型 API 主要负责一问一答。Agent 要连续干几个小时甚至几天，还要管理上下文、调用工具、协调子 Agent、保存任务进度。OpenAI 的 Agents API 把这些能力放到一个长期运行的 Session 里统一管理。 OpenAI 官方版本使用 OpenAI 托管的 Codex 执行框架。开发者可以自己选择代码在哪运行，但 Agent 的任务编排、上下文管理和运行状态仍由 OpenAI 负责。OpenAgentCore 则把这套后端也交给开发者自己部署。",1790845680000,"Thu Oct 01 2026 09:08:00 GMT+0000 (Coordinated Universal Time)",{"id":46,"title":47,"content":48,"publishTime":49,"important":9,"sourceName":18,"language":19,"dateString":50},199297,"OpenAI重开200美元Pro：价格不变，API等值用量减半","动察 Beating AI 快讯，OpenAI 将重新开放每月 200 美元的 Pro 20x，但套餐用量算法也一起改。Tibo Sottiaux 明确表示，新方案折算成同等 API 花费后，只有旧版约一半。价格没变，最确定的变化就是 API 等值额度缩水。20x 之后到底变成多少，OpenAI 还没公布。\nOpenAI 的解释是，Sol 和 Luna 的 API 价格刚降了约 50%，模型也会越来越高效，所以更少的「美元额度」仍可能完成差不多甚至更多工作。这个逻辑在价格同步腰斩的模型上可能成立，但不代表所有模型都能持平。所谓「能做更多工作」，目前也没有新旧套餐的实测数据支撑。\n此外，Pro 20x 的用量一直不够透明。过去几周，GitHub 和 OpenAI 社区已经出现大量用户反馈：周额度会突然大幅下降、重置时间变化，或者长上下文和多 Agent 任务消耗远超预期。还有用户称，一次 Astra Ultra 任务 5.2 小时就消耗了约 2.4 个 Pro 20x 周额度。",1790665980000,"Tue Sep 29 2026 07:13:00 GMT+0000 (Coordinated Universal 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