Wednesday, 19th November 2025
Cloudflare's network began experiencing significant failures to deliver core network traffic [...] triggered by a change to one of our database systems' permissions which caused the database to output multiple entries into a “feature file” used by our Bot Management system. That feature file, in turn, doubled in size. The larger-than-expected feature file was then propagated to all the machines that make up our network. [...] The software had a limit on the size of the feature file that was below its doubled size. That caused the software to fail. [...]
This resulted in the following panic which in turn resulted in a 5xx error:
thread fl2_worker_thread panicked: called Result::unwrap() on an Err value
— Matthew Prince, Cloudflare outage on November 18, 2025, see also this comment
How I automate my Substack newsletter with content from my blog
I sent out my weekly-ish Substack newsletter this morning and took the opportunity to record a YouTube video demonstrating my process and describing the different components that make it work. There’s a lot of digital duct tape involved, taking the content from Django+Heroku+PostgreSQL to GitHub Actions to SQLite+Datasette+Fly.io to JavaScript+Observable and finally to Substack.
[... 1,345 words]Building more with GPT-5.1-Codex-Max (via) Hot on the heels of yesterday's Gemini 3 Pro release comes a new model from OpenAI called GPT-5.1-Codex-Max.
(Remember when GPT-5 was meant to bring in a new era of less confusing model names? That didn't last!)
It's currently only available through their Codex CLI coding agent, where it's the new default model:
Starting today, GPT‑5.1-Codex-Max will replace GPT‑5.1-Codex as the default model in Codex surfaces. Unlike GPT‑5.1, which is a general-purpose model, we recommend using GPT‑5.1-Codex-Max and the Codex family of models only for agentic coding tasks in Codex or Codex-like environments.
It's not available via the API yet but should be shortly.
The timing of this release is interesting given that Gemini 3 Pro appears to have aced almost all of the benchmarks just yesterday. It's reminiscent of the period in 2024 when OpenAI consistently made big announcements that happened to coincide with Gemini releases.
OpenAI's self-reported SWE-Bench Verified score is particularly notable: 76.5% for thinking level "high" and 77.9% for the new "xhigh". That was the one benchmark where Gemini 3 Pro was out-performed by Claude Sonnet 4.5 - Gemini 3 Pro got 76.2% and Sonnet 4.5 got 77.2%. OpenAI now have the highest scoring model there by a full .7 of a percentage point!
They also report a score of 58.1% on Terminal Bench 2.0, beating Gemini 3 Pro's 54.2% (and Sonnet 4.5's 42.8%.)
The most intriguing part of this announcement concerns the model's approach to long context problems:
GPT‑5.1-Codex-Max is built for long-running, detailed work. It’s our first model natively trained to operate across multiple context windows through a process called compaction, coherently working over millions of tokens in a single task. [...]
Compaction enables GPT‑5.1-Codex-Max to complete tasks that would have previously failed due to context-window limits, such as complex refactors and long-running agent loops by pruning its history while preserving the most important context over long horizons. In Codex applications, GPT‑5.1-Codex-Max automatically compacts its session when it approaches its context window limit, giving it a fresh context window. It repeats this process until the task is completed.
There's a lot of confusion on Hacker News about what this actually means. Claude Code already does a version of compaction, automatically summarizing previous turns when the context runs out. Does this just mean that Codex-Max is better at that process?
I had it draw me a couple of pelicans by typing "Generate an SVG of a pelican riding a bicycle" directly into the Codex CLI tool. Here's thinking level medium:
And here's thinking level "xhigh":
I also tried xhigh on the my longer pelican test prompt, which came out like this:
Also today: GPT-5.1 Pro is rolling out today to all Pro users. According to the ChatGPT release notes:
GPT-5.1 Pro is rolling out today for all ChatGPT Pro users and is available in the model picker. GPT-5 Pro will remain available as a legacy model for 90 days before being retired.
That's a pretty fast deprecation cycle for the GPT-5 Pro model that was released just three months ago.