Import AI 456: RSI and economic growth; radical optionality for AI regulation; and a neural computer
What laws does superintelligence demand?
What laws does superintelligence demand?
Peter Suhm shares a simple Todoist setup that separates tasks due on a specific day from tasks that just need to happen this week. The heart of the system is a single custom filter that combines today, overdue, and @this-week items into one view. Read more
Human-in-the-Loop becomes an operational bottleneck In my previous article, ”The Missing Layer in Agentic AI,” I argued that AI agents need a deterministic execution kernel—a privileged “Kernel Space” that validates every proposed action before it touches the real world. That article focused on what happens at the execution boundary: idempotency, JIT state verification, and DFID-correlated […]
The #[Cache] attribute lets you define HTTP cache headers directly on controllers, including dynamic values for the Last-Modified and ETag headers. Symfony 8.1 makes this attribute easier to use and more flexible. New request and args Variables in Expressions…
This article was updated after The Times learned that a remark attributed to Pierre Poilievre, the Conservative leader, was in fact an A.I.-generated summary of his views about Canadian politics that A.I. rendered as a quotation. The reporter should have checked the accuracy of what the A.I. tool returned. The article now accurately quotes from a speech delivered by Mr. Poilievre in April. [...] He did not refer to politicians who changed allegiances as turncoats in that speech. — New…
The full RL nanodegree, covered with implementation.
Breaking down what METR’s latest “time horizon” graph does and does not show
One could say in the first quarter-century of my life, that while I was always fascinated by programming, I could never overcome the guilt of not really knowing whether the tool I am building right now isn’t already superceded by some much better implementation someone else has already written 30 or 40 years ago; I could write a TSV-aware search and replace, or I could find out about awk and solve that entire class of problems in one fell swoop, for example. My central conceit is that this is a…
Pest v4.5.0 adds first-class support for flaky tests with retries and a dedicated CLI filter. The release also brings a useful casing assertion for catching namespace and file path mismatches, plus a coverage option that hides uncovered files. Read more
This week, Symfony 6.4.38, 7.4.10, and 8.0.10 maintenance versions were released. In addition, we published the first beta of Symfony 8.1 so you can test it before its final release in three weeks. Meanwhile, we shared more information about the SymfonyDay…
WebRTC is designed to degrade and drop my prompt during poor network conditions. wtf my dude WebRTC aggressively drops audio packets to keep latency low. If you’ve ever heard distorted audio on a conference call, that’s WebRTC baybee. The idea is that conference calls depend on rapid back-and-forth, so pausing to wait for audio is unacceptable. …but as a user, I would much rather wait an extra 200ms for my slow/expensive prompt to be accurate. After all, I’m paying good money to boil the ocean,…
A dispute over maintainer access in fsnotify, a widely used Go library for cross-platform filesystem notifications, briefly raised takeover concerns this week after contributors were removed from the project’s GitHub organization and recent releases came under scrutiny. So far, there’s no evidence that any fsnotify release was compromised. The concern is messier and more familiar: when a popular project has unclear maintainer roles, release access, and review norms, downstream users can’t…
Using Claude Code: The Unreasonable Effectiveness of HTML Thought-provoking piece by Thariq Shihipar (on the Claude Code team at Anthropic) advocating for HTML over Markdown as an output format to request from Claude. The article is crammed with interesting examples (collected on this site) and prompt suggestions like this one: Help me review this PR by creating an HTML artifact that describes it. I'm not very familiar with the streaming/backpressure logic so focus on that. Render the actual…
...and how to fix it using Karpathy's context engineering principles.
When I started this series, everyone was going crazy for coding agents.
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