#Task

Real-SWE benchmarks frontier AI models on private production codebases licensed from real companies. Eight model and harness configurations, ten tasks, 640 scored rollouts.

Meet Toast 1, Mixedbread's search agent for knowledge-intensive tasks, matching or outperforming Claude Opus 5 and GPT-5.6 Sol while being up to 10× cheaper and 12× faster.

Language-model agents are increasingly deployed under standing instructions: a system prompt, a policy file, or a skills document is placed in context, and the agent is trusted to let it govern every action that follows.…

Benchmarking over 1,000 agentic tasks demonstrates that routing between the open-source Kimi K3 model and the closed Fable 5 model creates a new state-of-the-art (SoTA) approach that surpasses the performance of either model alone.…

While traditional evolutionary algorithms hard-code reproduction, self-replication can emerge spontaneously within digital ``primordial soups''.…

Async/await makes concurrency easy to write, but incredibly complex to operate. Read on for why the Tokio/Rayon boundary is failing in production, and how explicit state machines fix it.

GhostLock (CVE-2026-43499) is a Linux kernel vulnerability found by VEGA that exists in every major distribution since 2011. Triggering the bug does not require any special kernel config or privilege.…

This write-up details a novel iPhone BootROM vulnerability discovered and exploited by our team. It covers the underlying bug, the associated exploitation techniques, and the post-exploitation steps required...

Dual GPU setup: run Qwen 3.6 27B at a Q8 quantization at 80+ tokens/sec with 39GB total VRAM

I was going through the AWS Generative AI Lens recently, especially the sections on agentic AI,...

Mercek is a desktop app for Amazon ECS. It uses your existing AWS credentials, works across all your accounts and regions, and never sends anything to a server.

Managing multiple AI agents is hard. Paperclip is the open-source OS that brings heartbeats, budgets, and task management to your AI team. 60K+ stars.

As organizations expand their cloud task automation tools footprint, manual operations quickly...

data orchestration is the discipline of turning a tangle of ingestion jobs, transformations,...

Token price is easy to compare. That is why people overuse it. But AI power users do not buy...

What I Built I did not build another chatbot. I built a memory hygiene system around...

Task-scoped memory lets agents accumulate knowledge across runs through named scopes, pluggable stores, and explicit isolation boundaries.