Hi, this is an experiment we launched in March that was meant to prevent account abuse from unauthorized resellers and protect against distillation. The team has landed stronger mitigations since then and we’ve actually been meaning to take this down for a while. We merged the PR and this should be fully rolled back in tomorrow’s release.

Anthropic 还是达成了他的目的。 现在 OpenAI 的模型已经不能按照之前的模式正常推送上线了，需要先向一些符合要求的 B 端客户提供，并由美国政府对这些客户逐一审核。 结合这几天 GLM 5.2 以及 Anthropic 指控中国公司“蒸馏”他们模型的事来看，我们已经无法将模型发布当作正常的互联网产品上线逻辑来看待了。 它已经变成了类似军民两用的战略资产、网络武器这一等级的管控。谁能使用先进模型，已经变成了一个国家安全问题。 这会带来以下几个变化： 发布节奏放缓 整个头部模型的发布节奏会严重放缓。虽然模型训练的节奏会变慢，但拿到许可的公司会先利用先进模型和头部模型建立竞争优势。 准入门槛提高 先进模型的使用准入会变得更加严格，需要经过更严苛的审查，尤其是美国的这些模型。美国模型公司的护城河正在从“模型是否最强”转变为“是否能被安全、合法且持续地交付”，这变成了一种准入机制，还要看与政府的关系。 但这也会造成一个问题： 如果我们中国的开源模型继续变强，可能会吃掉更多美国模型的订单。不过，不排除美国会对中国开源模型进行更严格的监管和控制（例如禁止美国公司使用中国开源模型），但这种做法是否能管得住，还需要再看。

感觉现在的IDE、Coding Agent客户端做了一堆，其实都无法代替tmux的工作区持久化、长时间任务不怕误关闭等功能。为什么Coding Agent不围绕tmux来构建人机交互呢？可能tmux的上手门槛还是高了一点点，主要是要记忆一堆快捷键。

so we built psql_bm25s. exact BM25 retrieval. native Postgres access method. ~23x faster than pg_search on the standard benchmark. retrieval stops being a budget item. the harness stops rationing. the agent gets to look things up like it should have the whole time.

THIS GUY LOST $200 IN ONE DAY BECAUSE THE STRING "HERMES.md" WAS IN HIS GIT COMMITS HERMES.md is a real convention used in AI agent projects. it's a system prompt specification file. not some obscure edge case he's on claude max 20x at $200 a month. yesterday claude code hit him with "you're out of extra usage" out of nowhere his dashboard showed 13% weekly usage. 0% current session. 86% of his plan was sitting there untouched but $200.98 in extra usage already burned through what should have been covered by his subscription he tried logout & login, different models, fresh installs and nothing worked anthropic support sent the ai bot (four rounds of the same scripted response). eventually they just gave up on him so he started binary searching repos and commits manually on his own time until he found the trigger the string "HERMES.md" in a recent git commit message uppercase, with the .md extension, anywhere in your commit history that's it claude code includes recent commits in its system prompt and something server side flags HERMES.md and quietly routes you off your max plan onto API rate billing > AGENTS.md? fine > README.md? fine > HERMES without .md? fine > lowercase hermes.md? fine > uppercase HERMES.md? you're getting charged API rates he reported it. anthropic support acknowledged the bug three times, called it an "authentication routing issue", thanked him for finding it then refused to refund the $200 so the man pays $200 a month for max, lost another $200 to a billing bug they confirmed, did anthropic's QA work for free on his weekend, and got a "thank you for your patience" in return check your commit history before claude code quietly drains your account too

虽然不怎么看代码了，但我仍然会隔两天，离开终端，跑到IDE里面去看一下文件树。 这个东西很有意思，它看起来就是一些文件夹跟文件摆在那，但它们怎么组织，是否有矛盾冲突不合理的地方，一眼就能看得出来，把这个丢给AI，稍微聊两轮，你就可以接下来帮助他纠偏，帮AI把控一下方向。 当然，如果你不想自己看，你也可以让AI来看这个事情，就是在不看代码的情况下，只看代码文件是怎么摆的。 这个结构里面可是有非常多的信息的。