
news
The AI Supply Chain Spent $1 Trillion in Q1 2026. The Receipt Says 1.1x.
$1T committed to AI in one cycle, measured productivity gain is 1.1x. Every supply chain node profits either way.

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The Rework Ratio: The One Metric Every AI Coding Dashboard Hides
AI coding agents report impressive commit counts and lines changed. But more than half those commits fix bugs the agent introduced minutes earlier. The rework ratio — intra-session self-correction as a percentage of total output — is the metric no vendor tracks and every engineering manager should.

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Slack, Linear, Notion Got Autonomy — And They Already Have Your Keys
Slack shipped 30+ agentic AI features. Linear and Notion already laid the groundwork. Your productivity tools now act without asking — and they have access to everything.
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AI Writes Code Faster Than Anyone Can Read It. That's the Problem.
AI coding assistants mass-produce code so fast that human review became the real bottleneck in shipping software.