Project updates, case studies, and tutorials documenting how Beag Labs approaches applied AI systems in practice.
Sign up for updatesPapyrus — Beag Labs' self-hosted, governed agentic harness for mission-ready agentic dominance — has been assessed Awardable on the Department of War CDAO's Tradewinds Solutions Marketplace.
Read the postA closer look at the AI industry reveals that much of its capital circulates within a closed loop of the same two dozen companies—Microsoft, NVIDIA, OpenAI, Anthropic, and their hyperscaler partners. Is this sustainable growth or a self-referential financial engine?
92% of AI industry revenue flows to just six companies. The IMF warns AI will worsen inequality. The top 0.1% captures nearly all gains while middle-skill workers face displacement. The data on AI’s wealth concentration is unambiguous.
The United Nations University projects that by 2030, AI data centers will consume 448 TWh of electricity and 1.2 trillion gallons of water annually, generating 208 million metric tons of CO₂ equivalent. The environmental cost of the AI boom is not reflected in any API pricing.
OpenAI reported a $20.9 billion operating loss in 2025 on just $13 billion in revenue—the largest loss ever by a private tech company. When the unit economics of frontier AI are this inverted, the consequences ripple to every business building on the API.