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让 Claude Code 跑一会儿额度就见底，翻回去一看，大头根本不是你说的话，是它自己 grep 出来的几百行结果、一整坨日志、重复的 JSON，每一轮都原样塞回给模型。 Headroom 管的就是这块。它在本地把工具输出、日志、文件、RAG 片段先压一遍，再发给模型。 现在 7.9 万多星，今天在 GitHub Python 日榜上，10 号刚发 v0.44.0。 README 里我觉得比较有用的： 1. 不用改代码，headroom wrap claude 一条命令就把 Claude Code 套上，Codex、Aider、OpenCode、Kimi CLI 也能这么接，不想用了 headroom unwrap 撤掉 2. 官方实测四个 agent 场景省了 21% 到 57% 的输入 token，重复的 JSON 和日志能压掉九成以上 3. 压掉的原文都缓存在本机，模型需要细节时自己调 headroom_retrieve 取回来 4. 还能压输出：开 HEADROOM_OUTPUT_SHAPER=1，让模型少说"好的，我来……"这类开场白，默认是关的 压缩在本机跑，内容不会发出去。uv tool install --python 3.13 "headroom-ai[all]" 就能装，Apache-2.0，Cursor 得手动配。 大段正文、本来就很密的输出基本压不动，省多少看你的流量有多啰嗦，跑一下 headroom savings 就知道了。

AI Engineer Code Summit 2026 @aiDotEngineer 连续两天会议，合计超过 18 小时、31 场主题演讲。OpenAI、Anthropic、Google DeepMind、TypeSafe、Cloudflare、Cognition、Lovable、Ramp、Amp 等团队都带来了干货分享。咱们展开看看都讲了什么、对咱们有哪些启发？！

Bon, faut faire quoi pour trouver un taff en France? Intérim, pas d’offres. Je postule, des refus de partout. Pourtant, je suis bilingue, j’ai de l’expérience dans plusieurs domaines et à l’étranger mais personne veut me recruter pitié je veux travailler aidez-moi

Five suicide attempts couldn’t kill her. An HIV diagnosis was supposed to finish the job. Instead, she walked into a body modification studio and started cutting away everything that made her human. Both ears. 32 teeth. Her nose. She split her tongue, implanted 18 horns into her skull, and covered every inch of skin in scales. Today she goes by “it” - and says she’s never been happier. Her full name is Eva Tiamat Baphhomet Medusa. The world calls her the Dragon Lady. She calls herself “the world’s most modified transsexual.” Before any of this, she was Richard Hernandez - a vice president at a bank in Texas. She grew up in Bruni, a town of 300 people near the Mexican border. As a freshman in high school, she walked up and down the streets screaming “I’m gay” at the top of her lungs in one of the most machismo regions in the country. “Closets are for clothes and tennis shoes,” she says. At 18, she left for Houston. Fresh from a town with no skyscrapers, she didn’t know you couldn’t trust just anyone. Two men raped her. She doesn’t hate them. “I’m not them,” she says. She became a banker. Built a career. Then came the HIV diagnosis, which later progressed to AIDS. She left the bank to take care of her health and nearly died. That’s when something shifted. “I decided I’m not going to die looking like a human,” she told Soft White Underbelly. “Being human has been such a negative part of life.” She spent over $60,000 on body modifications. Not with doctors - with body modification artists. She was the fifth person in the world to get horns implanted into her cranium. She was the first person ever to have both ears surgically removed for cosmetic reasons. She had her testicles removed and plans a full penectomy. “I will be a genderless dragon,” she says. “That’s what dragons are.” Her son hasn’t spoken to her since the transformation. She did some of the modifications specifically so he could see what his father was becoming. “His weird-looking, strange, used to be a man, is now a woman, is now a reptilian, dad,” she says. She was abandoned in the woods as a child by her birth parents. She denounced them in favor of a snake. She tried to take her own life five times before the transformation gave her a reason to stay. “My transformation is by and large what saved my life after five failed suicide attempts,” she says. “I am truly happy for the first time in my life.” She prefers the pronoun “it.” Just like a snake. She swallows food whole because she only has six teeth left - representing the mouth of a rattlesnake. Sirens drive her crazy because without ears, everything sounds louder. She makes cotton candy for the neighborhood kids, and her neighbors say her energy is “the most gentle and pleasant” they’ve ever been around. In the video below, you can see Tiamat sitting across from the interviewer with her full-face scale tattoos, horn implants, and no ears, calmly describing how she eats, why she removed her teeth, and the moment she decided to stop being human. Some will say she’s mentally ill and needs help, not a body modification studio. Others will say she found the only thing that kept her alive when nothing else could. If removing every trace of your humanity is what finally made you happy - were you ever really human to begin with?

We're still so small but I'm loving the team we've got at Superlogical. They're so talented and kind and love their craft. It's a different era of software development and our expectations and practices reflect that. I want to share a bit about how we work. First, everyone is trusted to push to main. We do machine-aided code review pre-push and human plus more machine-aided code review post-push. Limited to no PRs. Culturally, we've all agreed that if we ever hire someone who we DON'T trust to push directly to main, then they probably aren't the right fit for the team (so far, not an issue). Some common sense here: if someone is stepping outside their lane or comfort zone, we'll open PRs. For example, I'm pretty trash at macOS/iOS UI, so I'll open PRs for UI-affecting functionality and ask for eyeballs/help. But for business logic and internals, I push to main. Second, everyone can cut a release. Our release process is fully automated and when you start a release (for any platform) it triggers a Slack notification and a 15 minute countdown. The 15 minute warning is a final gate that allows people to review plus collaborate on a changelog. During that 15 minutes, anyone in the company can pause the release rollout. After 15 minutes, the train leaves the station. You can't override the 15 minutes (except to pause). It gives everyone a chance to step in. Third, we avoid synchronization through fast remediation rather than through planning. The server and clients on various platforms ship features as fast as they can. We use post-hoc human review and AI-assistance to identify feature mismatches across products ("Windows has support for X and Mac doesn't." or "Mac and Windows differ in their behaviors for Y in this way."). This avoids expensive "sync" meetings and coordination. We trust that producers of features are mindful of what they're producing and we trust that adjacent product lines will self-synchronize quickly. In practice, we see feature parity across platforms within 24 to 48 hours. All of this works on mutual trust. It ONLY works with mutual trust. Everyone at all times has to trust that they've got each others back: 1. Push to main only works if you fix your mess, or if you don't, that someone else will quickly but that you'd do the same (and generally in equal amounts). 2. Anyone can deploy only works if you trust everyone to cut at the right time, with the right changelog, and that people will respect the 15 minute timer. 3. Sync through fast remediation only works if you trust other teams will pick up and integrate your work quickly, which only works if you would too. It also only works if you are fairly producing mismatches (e.g. not constantly). We've got a great team. I know we're still small and that these practices will change in many ways as we scale. But this is already a markedly different practice than what I would've done 15 years ago. In general, we are building from day 1 on a foundation of mutual respect, excellence, and trust. And it's been awesome.

In SW China’s Chengdu, the Chinese and US militaries held a ceremony to transfer the remains of American airmen recovered along the Hump Route back to the United States. Eighty years after they crossed the Himalayas to aid China’s resistance against Japanese aggression, these heroes are finally homeward bound — a return made possible with China’s humanitarian assistance.

A school bus flipped over onto its roof during a multivehicle crash in central Florida on Monday morning, killing two people — including a 10th grade girl — and injuring several others, authorities said. Some 39 people were on the school bus that was headed to Winter Haven High School in Winter Haven when an oncoming car crossed the center line and caused the crash, Polk County Sheriff Grady Judd said at a news conference. CBS News' @cbenavidesTV spoke with a Good Samaritan who helped some of the students with a first-aid kit.

USAID disappeared and conservatives started winning across Latin America. Brazilian journalist @allanldsantos alleges its dismantling exposed how foreign influence had propped up the socialist Left. Foreign aid or foreign influence?

1.8 MILLION DNA SAMPLES. ZERO BACKLOG. When we took over, the FBI Lab was buried under 1.8 million federally collected DNA samples — with roughly 75,000 more coming in every month. We surged personnel, invested roughly $50 million in upgrades, streamlined the entire pipeline, and put advanced technology and Rapid DNA to work. Result: 1.8 MILLION samples processed. Backlog ELIMINATED. Thousands of investigations already aided. First time in FBI history. That means more DNA profiles connecting criminals to evidence, more cases getting solved, and safer streets for American families. We said we were going to bring results back to the FBI. -DKP🇺🇸