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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。

Elon Musk offered $97.4 billion to buy OpenAI, and Sam Altman answered in under 60 minutes. “no thank you but we will buy twitter for $9.74 billion if you want.” Same digits, 1/10th the price the insult was in the math. Rewind to 2015, when Musk co-founded OpenAI as a nonprofit, put in $44 million and sent late-night emails about saving humanity. Then he walked. OpenAI took $13 billion from Microsoft, shipped ChatGPT and grew into a $135 billion company without him. Altman wrote him a private email: “I don’t think OpenAI would have happened without you and it really fing hurts when you publicly attack us.” Musk reply came in public instead “Scam Altman,” “Greg Stockman,” and then a lawsuit. In court, OpenAI lawyer handed him a 2018 email from his own inbox, spelling out the plan to raise $10 billion years before he claims he learned of it. Musk, under oath: “I did not read the fine print.” The lawyer: “It’s a 4-page document.” The jury ruled against him unanimously. So count what’s left on the table: a $44 million donation, a $97.4 billion bid dead in an hour, and a $135 billion company run by the man he once mentored. He co-founded the future, then sued it and it won.

My husband had been unemployed for eight months. Every rejection email made him a little quieter. Then one afternoon, he came home holding his phone with shaking hands. Husband: "I got an offer. In another state." I screamed and hugged him. Then he read the last line of the email, and the room went silent. The company wouldn't pay a cent toward his move. Gas, a one-way trip, and a temporary place to stay would cost about $2,800. Me: "We have $3,100 in emergency savings. Let's use it." Husband: "No." I stared at him. Then he told me why…

we’ve been a little quiet lately, but that doesn’t mean we’ve stopped building. quite a bit has shipped on antimatter. you can now find cheaper models that match the measured quality of the ones you’re already using, with potential savings surfaced directly in your dashboard and billing. we’ve also introduced model price alerts, optional daily email updates and a public changelog. less noise. more shipping. back to building robinhood:0x72d5bf142874d24d1565f8633621307fd2871111

Galxe is consolidating its team and brand under Gravity to accelerate the development and adoption of Gravity L1. Over the past five-plus years, we’ve helped pioneer Web3 questing and given projects new ways to connect with users and build communities. We’ve served 36 million users and supported more than 7,700 partner projects through campaigns, credentials, and loyalty programs, helping people discover new projects, contribute to their ecosystems, and earn recognition and rewards. We’re bringing that experience and the relationships built along the way into our work on Gravity. As part of this consolidation, we will wind down Galxe Quest, Galxe ID, Galxe Passport, and related services. Gravity will continue operating as usual, with no changes to the G token as part of this transition. Starting today, Spaces can no longer create new campaigns. New Galxe+ and Galxe Score subscriptions and Galxe Passport minting are also no longer available. December 5, 2026, will be the last day to participate in campaigns. No campaigns will remain active after that date. On December 15, 2026, campaign reward claims will close, and the entire Galxe website will switch to read-only mode. Please claim any outstanding campaign rewards before December 15. User assets remain safe, including Smart Savings balances, staked G that has not yet been withdrawn, and G tokens held in wallets on Gravity Alpha Mainnet. These assets will follow a separate claim process and timeline. We will publish the details and instructions in a follow-up announcement on our official X. Thank you to the users, builders, and partners who helped shape Galxe. We look forward to continuing to build with you on Gravity.

I've watched content, and marketing generally, turn into a waste of time at early to mid-stage startups. So, I wrote about 4 real cases where you're better off just saving your marketing budget and what you should be doing instead.

Thank you Tesla FSD for saving my life. I looked at the car coming to the stop sign figured they would stop, my car went, then came to a stop mid intersection as they flew by. Had I been manually driving this would have resulted in a crash.

AAVE RAISES $GHO BORROWING COSTS @aave’s Core rate rose from 4.25% to 4.50%, matching sGHO’s savings rate, per TokenLogic. Its USDC conversion module on @ethereum held only pennies of wrapped USDC on Oct. 5. Read more here:

JUST IN: 🇺🇸 Former federal regulator Charlene Fadirepo says young investors in Africa have decided that Bitcoin is "the way to move towards a better and brighter financial future for Africa." "We're seeing Africans saving their money in Bitcoin." 👏