Day 3/
The big one is GPT-6 in Chat, but today is also a little celebration day with a new high of 40M active users across Codex and ChatGPT Work.
Loading a banked reset in everyone's paid accounts. See you again tomorrow!
Roundup of Day 2/
2.1/ Approve for me (auto-review) is now included and does not use usage. Can be between 2-10% of plan when used. Also better for you.
2.2/ Simplified API for builders.
2.3/ Meeting notes integrated.
2.4/ Decisions API live for builders. Will use in the app to improve the experience.
Tibo 最新推文 · @SimonasLTU1 This was all client-side + network for playground only. Shipped optimized rendering logic that can keep up with ultrafast, try again
Okay, so as a poor peasant with a ChatGPT Pro $100 subscription and like $2 sitting in my OpenAI Playground balance, I decided to test GPT-6.1 Sol ULTRAMOTHERFUCKINGFAST in the API.
The result?
12,566 output tokens in 4 minutes 16 seconds.
Do the math 😂 That's about 49 tok/s.
I don't know... maybe I'll try it one more time to see if that's actually the real speed, but if it is, I'm sorry, calling 49 tok/s "Ultrafast" is pretty horrible...
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.