Task routing in Effect Alpha is now capability-driven. • Work access gated by earned capabilities • Validators provide final human verification • AI workers assist with rule enforcement and anomaly detection Controlled pipeline: Skill → Access → Validation → Dataset.

Everyone keeps asking, "When will AI stop needing humans?” Meanwhile, the conversation is all about AI agents automating the world. But there is a layer of the AI stack almost nobody talks about. The human layer. And it may be becoming more important, not less. More soon.

Effect Alpha stress-tests core infrastructure under live load while producing datasets ready for public AI training. https://x.com/effectaix/status/2028527672230367395/photo/1