ROI
2 published articles
AI AgentsFeatured4 min read
Agent Observability
Your AI coding agents are burning millions, and nobody knows where
Enterprises are spending heavily on AI coding agents with zero visibility into their actual behavior. Alibaba Cloud's open-source LoongSuite Pilot aims to fill that gap, but the core issue runs deeper: nobody can track what these agents are doing.
2026-07-26
AI6 min read
Productivity metrics
The one metric AI coding agents can't fake: human hours
Cognition Labs built the first automated system to estimate how many human engineering hours each Devin session saves. The model reaches R² 0.70 but deliberately underestimates. The deeper challenge: converting session traces into defensible ROI numbers remains unsolved.
2026-07-15