19 Aug 2026
Daily Edition 2026-11-02 / 47 signals
作者引述OpenAI凌晨更新的帮助文档称，从12月开始Plus和Pro用户的ChatGPT聊天与Codex用量将合并为同一Token额度，仅Instant聊天不受影响。作者回顾此前按条数计费的历史、一个月内Codex Pro额度先降后恢复的运营反复，以及社区在GitHub上提issue抗议的反应，认为合并与IPO预期下的算力成本压力有关。 行业动态 OpenAI 12月起将ChatGPT与Codex合并为统一Token额度 技巧与观点 OpenRouter 教程：用 Responses API 构建可在 Linux 沙箱验证 bug 的 AI 代码审查脚本 Claude Code 技巧：任务变难时输入 ultrathink 提升当前回合推理努力 via AIHOT · https://aihot.news/daily/2026-11-02
More broadly, the use of LLMs erodes trust in documentation, in software, and in the organizations which produce them. Perhaps engineers will begin to treat any new software project with suspicion—the signals we used to rely on as markers of a mature system are now easier to counterfeit. [...] In the age of LLMs, what can maintainers do to ensure correct software and accurate documentation? Having done that work, how can they demonstrate its quality to users? — Kyle Kingsbury , Jepsen results for ParticleDB 1.1.4 Tags: kyle-kingsbury , llms , ai , generative-ai , ai-misuse
I've been getting the occasional confusing Python dependency error since switching over to Python 3.15 and the rule I'm having to remember is: If in doubt, delete the uv.lock file Most of my projects are libraries which don't include a uv.lock file, since it's rude for a library dependency to lock versions for anything else that uses it. Running uv run pytest etc tends to leave uv.lock files lying around, which are listed in .gitignore and so do not get committed to my repositories. But... sometimes that uv.lock pins a version of a dependency that doesn't yet have a Python 3.15 wheel. An example from earlier today: error: Failed to build `watchfiles==1.1.1` cause: Call to `maturin.build_wheel` failed error: the configured Python interpreter version (3.15) is newer than PyO3's maximum suppo
2027 is largely locked in. 2028 is less secure: a prolonged Texas permit freeze is now the biggest single risk to the US buildout, and both parties are running on tighter rules
This is The Stepback, a weekly newsletter breaking down one essential story from the tech world. For more on the biggest game releases of the year, follow Andrew Webster. The Stepback arrives in our subscribers' inboxes on Sunday at 8AM ET. Opt in for The Stepback here. How it started The two biggest games of […]
At the turn of the last century, the automobile industry was still new and evolving rapidly. In 1898, there were about 50 carmakers in the United States. A decade later, that number had increased fivefold. In 1901, the companies produced 7,000 vehicles. By 1910, production had reached 181,000. For several decades, electric cars vied with those powered by steam and internal combustion, and nobody was sure which technology would come out on top. Steam had the legacy of locomotive technology behind it but came with a risk of fire. Steam-powered vehicles could also become exceedingly hot, depending on the placement of the boiler and the steam piping. Both gasoline and electric cars faced logistical challenges: How far could you travel without refueling or charging? You could always throw an ex
Startup Everbloom's new material, renoa, is the first new fiber in 25 years, and it feels very familiar.
When I first heard about the new $149 HomePod Mini 2 at Apple's Welcome Home event last month, I was disappointed. It's been six years since Apple launched its entry-level smart speaker, and all it got in the second gen was a chip bump, some color glowy stuff, and better AirPlay? For $50 more than […]
These top picks from brands like Ember, Owala, and Hydro Flask are built to last, keeping your drinks hot and your mornings smooth.
While more cities are canceling their contracts with Flock Safety, just as many are discovering how difficult that can be in some instances. Plymouth, Minnesota's city council voted to terminate its contract with Flock in September, but failed to respond to the city's request. For over a month, the cameras remained up, and the city […]
Data centers are deeply unpopular. But what if we called them something else?
On Equity, we discuss why tech CEO statements can seem so tone deaf.
Gravity is a cruel mistress, slowly dragging the famed telescope ever closer to its ultimate demise with every day. Hubble is in no immediate danger of burning up in the Earth's atmosphere, but its time will run out in the early to mid 2030s unless its orbit is boosted. So NASA is taking proposals from […]
A dying star 1,600 light-years from Earth is surrounded by two rings of gas and dust that astronomers believe are the remnants of the planetary bodies it once hosted.
Welcome back to TechCrunch Mobility, your hub for the future of transportation and now, more than ever, the role AI is playing in it.
The cryptocurrency exchange said it's now covered 95% of the stolen assets.
Reddit user pdfu found hints hidden in the HomeView 27.2 code that Apple could be adding security camera features to its smart home hub. The strings describe a security camera mode with motion detection, live streaming, and recording options, as well as privacy functions. According to pdfu, there is a setup page that even explicitly […]
Leakers have pieced together a playable version of the canceled Portal prequel F-Stop. Most of the assets came from the massive 12-terabyte leak that dropped this August. That didn't include the game's source code or map data, but those final pieces apparently hit the Valve Cut Content Discord this week, allowing a nearly complete version […]
There were hundreds of arrests as protesters took to the streets in cities across France for the third weekend in a row.
Hours later Russian authorities said its app was also hacked, with fake warnings sent inside the country.
The supermodel and TV host provided a gory new shock at her New York event.
The move by Haley Stevens, who lost out on the Democratic Senate nomination to Abdul El-Sayed, was called a "despicable betrayal" by one top Democrat.
Polls have been predicting a Democratic surge, but last-minute deciders and sampling issues mean there's no guarantee.
A rare humanitarian ceasefire allowed civilians to evacuate the Russian-occupied city of Oleshky.
btw @karpathy uses medium on opus 5.5 on his latest project (Hackertube launched today). overall i think having strong opinions on effort levels is like the tabs vs spaces of our time. just tweak to taste. altho mine is definitely superior to yours. https://t.co/oSCPvlogKc https://t.co/3OIWb03BtY
Open on X ↗Is it weird if I prefer listening to this over Spotify https://t.co/lH3wixKArx
Open on X ↗Don't particularly care about the trick or treat part, just being able to dress up as whatever you want is the best
Open on X ↗Halloween is honestly the best holiday and should be held every quarter
Open on X ↗This would go so hard in SF https://t.co/RgE7UIADws
Open on X ↗你最近反复在讨论业务 Agent、平台能力和评估体系，但这三者之间的产品边界还没有被完整说清楚。
这个问题会影响你如何描述过去的工作，也会影响你下一步选择什么样的 AI 产品团队。