I run Codex and Claude Code in Konsole and realized I don't fully know where all of my tokens are being used, so I started trying to trace them. I learned that the whole conversation gets sent again every turn, so every time a new message…

17th September 2026 - Link Blog How To Write With An LLM. Thomas Ptacek on using LLMs as copyeditors, not as writing assistants: Rule Number One: You may not use a single word an LLM suggests to you.

• How to Write with an LLM (sockpuppet.org via hn)

Safety evaluations for large language models rely on surface-form classifiers that report declining harm scores across model generations. We provide evidence that this methodology is systematically incomplete: explicit discriminatory conte…

It feels like Opus and Fable are taking the bit in their teeth and just galloping away on things more often than they would even very recently. Not long ago it felt like they'd stay relatively within the bounds of the instructions I gave a…

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Coding harnesses shape how autonomous coding agents translate model capabilities into long-horizon software-engineering performance, yet existing work typically evaluates harnesses as monolithic systems, leaving the effectiveness of indivi…

AIEi Paris (Sep 23-24) and AIE NYC (Oct 12-14) is >50% sold out, AIE CODE (Nov 10-12 in SF) and AIEi Shanghai (Nov 5-6) are next on deck before AIEi Sydney (Dec 7-8 alongside NeurIPS) closes the year! It’s very rare that a new startup laun…

This is across the bear type issue. This happens not just with Claude, but with Gemini, AntiGravity, GrokBot, ChatGPT.

• This is never good… (www.reddit.comhttps)

The scaling laws hold that a language model grows more capable with more parameters and more training data, and Mixture-of-Experts (MoE) architectures have ridden these laws to remarkable results, activating only a fraction of an enormous…

Hello! Fellow teachers, In recent weeks I’ve been creating resources to teach english here in 🇲🇽.

We last highlighted the pacing debate in July when Pacing the Frontier first emerged: And it seems that we’re in for round 2 as Dario, lead author on the original, wrote a rare personal blogpost to spell out how he sees pacing pan out spec…

Ternary Large Language Models (LLM) store every weight as one of three symbols $\{-1,0,+1\}$, so the cost of a ternary model is conventionally referenced to the information-theoretic $\log_2 3 \approx 1.585$ bits per weight. The prevailing…

Your Agent Aced the Task. Will It Do It Again?

We introduce and release ScienceBuddy, an interactive scientific research workspace that brings continually improving scientific agents into researchers' everyday workflows. ScienceBuddy supports researchers in carrying out scientific task…

• Recursive Self Improvement for Coding Agents (cline.ghost.io via hn)

AIUC first got our attention with the NFDG backing, and have just announced a $40M series A today, with the most impressive industry advisor list we may have ever seen for an early startup behind AIUC-1, their agent standard backed by real…

I hate passive video calls. You're not presenting, but the camera stays on, so you spend 45 minutes performing attentiveness.

Capable open-weight models make local coding and reasoning attractive, but their context and execution state strain laptop memory. We present JustFit, an MLX-based inference runtime that combines KVExec for compressed KV execution, PhaseSw…

The amount of over engineering in AI right now is getting insane, Is it just me, or has the AI space gotten completely obsessed with over complicating things? Every week I see someone building a node graph setup, spinning up memory layers,…

Software development follows an implementation-verification loop in which developers or agents iteratively revise an implementation until an evaluator, such as a test suite, accepts it. The evaluator checks the implementation against a set…

https://github.com/HalfLucid/FileInteractionMCP I recently noticed Claude CLI making a lot of bash and perl calls for file edits, so I created some expanded file tooling with Fable to make it more secure and efficient. MIT license so feel…

In response to a new European Union law, AI platforms are implementing new schemes for watermarking the content they generate. Anthropic recently disclosed its future Claude models will use SynthID-Text, an approach Google created and rele…

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