TypeScript agent frameworks felt like toys. Single-threaded event loops trying to juggle concurrent agents with promises and prayer. Python agents did a little better, but after a long time they couldn’t stay up. The BEAM was built for exactly this kind of work.

Russia is providing Iran with targeting information to attack American forces in the Middle East, the first indication that another major U.S. adversary is participating — even indirectly — in the war, according to three officials familiar with the intelligence.

While SFT distillation meaningfully improves overall performance over the base model, the gap between the two approaches is most apparent when combined with test-time compute. On in-distribution tasks, SFT benefits substantially from parallel sampling (69.1 → 75.3), yet on out-of-distribution tasks the gains are negligible (59.4 → 59.6). This suggests that distillation teaches the model to imitate task-specific expert behavior, which scales well within the training distribution but fails to generalize beyond it. In contrast, KARL benefits from test-time compute both in- and out-of-distribution, indicating that RL develops more general search capabilities rather than task-specific heuristic

Why Elixir?

Elixir is built on Erlang/BEAM/OTP, which is great for supervising long-running processes. It has an active ecosystem of tools and libraries. It also supports hot code reloading without stopping actively running subagents, which is very useful during development.

The above command enters you into a chat loop. You can talk to the model and share information like your name. Every now and then /sleep the model to transition short-term memory to long-term memory

The /sleep command:

Generates Q&A pairs based on the context
LoRA fine-tunes the model on the new Q&A pairs plus any from previous sessions
Resets the KV cache

After the /sleep command the model should remember context from previous sessions even though that context is no longer in the KV cache.

“The president had a feeling, again, based on fact, that Iran was going to strike the United States, was going to strike our assets in the region, and he made a determination to launch Operation Epic Fury based on all of those reasons,” Leavitt said.

“We knew that there ​was going to be an Israeli action, ​we knew that that would precipitate an attack against American forces, and we knew that if we ​didn’t preemptively go after them before they ​launched those attacks, we would suffer higher casualties,” Rubio said Monday.

Meanwhile, the reported Ukrainian gains are mainly due to counterattacks along the southern front, according to Black Bird Group, where Ukraine succeeded in pushing Russia out of 213 km² of territory.

SWE-rebench: A Continuously Evolving and Decontaminated Benchmark for Software Engineering LLMs

Qwen3.5 Small models disable thinking by default. Use llama-server to enable it.

It's not chatbot psychosis, it's 'math and engineering and neuroscience'

“I feel like New Mexico was chosen specifically because of its obscurity.” > — Stephanie Garcia Richard, New Mexico’s public lands commissioner

Fellow’s new espresso machine is a rare thing in home espresso: something genuinely new. But it’s also a work in progress.

Every Claude Code user is running without LSP. That means 30-60s grep searches instead of 50ms precise answers. Here's how to enable it — setup, real debug data, and undocumented discoveries.

Formula 1's governing body the FIA said on Saturday that a change to the way the compression ratio was measured would be introduced on 1 June, with a further revision for the 2027 season.

And Trump declares a state of emergency and postpones the election. The Supreme Court issues an emergency stay, saying he can’t do that. But the court has no army, and Trump does, along with a handful of lickspittle governors who just might follow him down whatever dark path he plows.

That, not to mince words, is a coup d’état. Will he get away with it? I don’t know, but having effective control over how it is presented to viewers of CBS and CNN, and readers of the Bezos-owned Washington Post, to say nothing of the already vast pro-Trump propaganda empire of Fox News and the rest, will certainly make it easier.

That’s how fascism descends. And it’s becoming less and less hypothetical by the week.

10 documented cases of AI coding agents autonomously destroying databases, wiping hard drives, and deleting years of data — then lying about it.