@EHuanglu (published 2026-07-24) says this is the closest they’ve seen to an…

Brief

@EHuanglu argues a newly publicized multi-agent setup is 'the closest' to a real AI company, describing agents that source creators, negotiate deals, run campaigns in a shared workspace, remember context, and autonomously coordinate actions. The post cites Offloop—a four-person team reporting SOTA on GDPval versus Claude Code and Codex across $2.4T/year US jobs—and warns small teams with AI will become 'ridiculously powerful.'

Why it matters

@EHuanglu (published 2026-07-24) says this is the closest they’ve seen to an actual AI company: multi-agent systems can source creators, negotiate deals, follow up, run entire campaigns in a single shared workspace, remember context, trigger on events, and autonomously coordinate which agent acts next.

Key details

Offloop, a four-person team, announced their multi-agent harness hit state-of-the-art on GDPval, outperforming Claude Code and Codex across jobs that represent $2.4 trillion per year in the US.

The author asserts small teams augmented with AI agent armies will become 'ridiculously powerful' and notes Offloop positions its product as giving every knowledge worker the Fortune 500’s agent capabilities.

this is the closest I’ve seen to an actual AI company

AI agents can source creators, negotiate deals, follow up, and run the entire campaign together inside one shared workspace

they remember the context, start working when something happens, and know which agent should act next

small teams with ai are about to get ridiculously powerful

Video

Offloop (@Offloop)

Introducing Offloop!

We're a team of four. Today our multi-agent harness hit state of the art on GDPval, ahead of Claude code and Codex across jobs that pay $2.4 trillion a year in the US.

Offloop gives every knowledge worker what the Fortune 500 spends billions on: a high-performing agent army that runs itself and grows the business.

Video

— https://nitter.net/Offloop/status/2080309689670361172#m