When a worker thread completes a task, it doesn't return a sprawling transcript of every failed attempt; it returns a compressed summary of the successful tool calls and conclusions.

MIT researchers developed Attention Matching, a KV cache compaction technique that compresses LLM memory by 50x in seconds — ...

Anthropic’s Claude Opus 4.6 introduces "Adaptive Thinking" and a "Compaction API" to solve context rot in long-running agents. The model supports a 1M token context window with 76% multi-needle ...

A quarter of a century after IBM released the last official version of OS/2, someone is still keeping the platform alive under the ArcaOS name. Arca ...

Google is bringing a new optimization method called AutoFDO to Android’s kernel, using real usage data from popular apps to make the operating system run faster and more efficiently.

How I used CloneZilla to fully back up my PC in case disaster strikes (and it's free) ...

AI is getting scary good at finding hidden software bugs - even in decades-old code ...