使用codex 5.6 luna max做了近三年的高考数学，20分钟左右全部做完，还包含了将pdf转为图片的动作。三张试卷全部💯。感叹前两年模型还无法满分，现在考试对于模型来说简直不值一提。所以我觉得迷信ai都有点科学道理了，不说多好多精准，起码怎么都不会太差。
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tomandmickey retweeted
Codex usage limits will be fully reset again in the next hour and we will credit one additional reset into your bank for your own usage over the next 24 hours.
We investigated reports that Codex usage was being consumed faster than expected. There wasn't one central issue, but a few smaller problems compounded for some users.
Here's what we found and changed:
- Actual usage: Auto-review had become more proactive, another change was triggering more subagent work, and background suggestions could run twice or retry too frequently after failures. We reverted the changes and fixed suggestion scheduling, duplicate generation, and retry behavior. This should reduce unnecessary background token consumption while preserving the work users explicitly request.
- Usage reporting: Auto-review was incorrectly appearing as GPT‑5.4 usage, and failed or rate-limited requests were still shown as turns. Auto-review now appears as its own category, and only successful requests count toward the turn graphs. Rate-limited requests were never charged, but they were being displayed incorrectly.
- Immediate relief: We reset usage limits while rolling out the fixes, then shipped hotfixes across the CLI, desktop app, and usage backend.
- What to expect: New usage data should be clearer and actual consumption should be lower. Historical charts may still show auto-review under GPT‑5.4 because older turn data was not relabeled. Features that intentionally perform more work; such as /goal, subagents, and higher reasoning levels will still naturally use more capacity.
All fixes are now deployed, and we've added more detailed monitoring so we can detect background-usage regressions sooner. We'll continue watching the results closely.
Thank you for building and doing all sorts of things with Codex.
Codex team is in a warroom on a Sunday combing through logs and checking whether there is anything that could lead to increased usage drains for some users. Taking it very seriously and won't rest until we get to the bottom of it.
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tomandmickey retweeted
Hi. Over the last 24 hours we had three separate small incidents that affected Codex reliability. Those are three too many and we are taking active steps for them to not reproduce.
I have reset usage limits for Codex across all paid plans. May the tokens flow again.
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gemini的性格:风风火火，做事情有时候不过脑子，干活快但是略微粗糙，需要强指引，严约束，一旦没具体说明就主动发挥。
chatgpt的性格:非常保守，严格遵守用户的指令，干活细致，过于啰嗦，用户没说的就绝对不做。
只能说各有优缺点吧。
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都说antigravity拉，我不觉得，毕竟除了编程，日常工作任务 gemini 3.1 pro完全能升任，而且量大。今天想翻译一本书，交给antigravity:按照原意重写为中文，翻译信达雅。咔咔一顿操作,将epub切10片，启动十个子agent同时翻译，而且直接是gemini自己翻译不用调用任何接口。五分钟搞定，又快又好。
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