1121 cycles.
New record on Anthropic’s take-home kernel challenge.
One meta-evolve agent. 200 attempts.
Stop only evolving solutions.
Evolve evolution.
Build your data agent, beat the benchmark, and compete for $19K.
We’re excited to launch KDD Cup 2026: Data Agents for Complex Data Analysis — a new challenge on whether AI agents can actually solve realistic data analysis tasks end-to-end.
// Automating Sub-Agent Creation for Agentic Orchestration //
Multi-agent systems are powerful but inflexible.
Building agentic systems today relies on static and predefined roles.
For example, an agentic AI coder might have a coder agent, a searcher agent, a reviewer agent.
Introducing Atoms: the first AI team that builds real businesses.
From research to build, launch, and scale, all autonomous.
Don’t Vibe Code. Vibe Business.
→ atoms.dev
