1. Using AI to write better code more slowly (nolanlawson.com)

A lot of people seem convinced that the point of AI coding is to write low-quality code as fast as possible. Spew out barely-passable slop, open massive PRs, and merge them unvetted. Ship it! But t…

18. The User Is Visibly Frustrated (pscanf.com)

In this article, I try to understand why coding agents can be infuriating to
use. I think the problem is their conversational UX: they behave enough like
helpful colleagues to trigger our social instincts, but they don

24. Language Models Need Sleep (arxiv.org)

Transformer-based large language models are increasingly used for long-horizon tasks; however, their attention mechanism scales poorly with context length. To handle this, we study a sleep-like consolidation mechanism in which a model periodically converts recent context into persistent fast weights before clearing its key-value cache. During sleep, the model performs $N$ offline recurrent passes over the accumulated context and updates the fast weights in its state-space model (SSM) blocks through a learned local rule. During inference, this shifts extra computation to sleep while preserving the latency of wake-time prediction. We test our method on controlled synthetic tasks, including cellular automata and multi-hop graph retrieval, as well as a realistic math reasoning task, on which a regular transformer as well as SSM-attention hybrid models fail. We then show that increasing sleep duration $N$ for our models improves performance, with the largest gains on examples that require deeper reasoning.

27. Stack Overflow's forum is dead thanks to AI (wiert.me)

Interesting article: [Wayback/Archive] Stack Overflow’s forum is dead thanks to AI, but the company’s still kicking… thanks to AI – Sherwood News. with this important quote: The complex…

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