AI Data Centers: Pay the Local Community in Cash
AMP CEO Anjney Midha on winning local support for AI data centers: share a slice of compute revenue with the community as cash, or lower local power bills.
Why AI Labs With Unlimited GPUs Still Fail — Anjney Midha, AMP
With swyx, Anjney Midha · Sunday, June 21, 2026
In this episode, Anjney Midha, CEO of Amp, discusses why many AI labs struggle despite abundant resources, attributing failures to a lack of culture and organizational alignment. He advocates for responsible, iterative AI infrastructure scaling, proposes innovative solutions for community integration of data centers, and unveils Amp's model as an independent system operator for compute fungibility. Midha also shares his personal mission to advance AI for end-of-life prediction and the leadership qualities of successful 'athlete' researchers.
Key takeaways
- Anjney Midha said his understanding is that up to 20% of US data centers this year are at risk of not getting the community support they need, and added that the figure may be overstated. Read more →
- Anjney Midha argues that AI can deliver "orders of magnitude more precise" end-of-life predictions than human physicians, who currently offer wide error bars like "6 months to 6 years" for terminal diagnoses. Read more →
- Venture capitalists often box top researchers into non-leadership roles, missing their inherent capacity to be effective CEOs, according to Anjney Midha of Amp. Read more →
- Your company's true culture isn't found in your mission statement; it's revealed in the consistent actions you take, especially under pressure. Read more →
- AI infrastructure development should prioritize an "output maxing" philosophy, focusing on getting maximum value and optimal outcomes from existing resources rather than simply adding more compute. This is a deliberate shift from a simple resource-acquisition mindset. Read more →
5 articles from this episode
AI Can Offer Precision in End-of-Life, But Liability Is the Catch
Anjney Midha explains how AI could give terminal patients accurate timelines, empowering decisions. The hurdle? US malpractice law won't shift physician liability.
Anjney Midha: Top Researchers Make 'Super Confrontational' CEOs
Anjney Midha challenges VC views, arguing top scientists are 'athlete of the mind' leaders. They secure resources, build trust, and aren't afraid to be confrontational.
Anthropic's 4-Year Moat: Culture Is Actions, Not Just Beliefs
Anjney Midha reveals how Anthropic built a formidable culture over 4 years through relentless action and a 'prepared mind,' not luck. Apply the 'Culture is Actions' rule.
Stop Throwing Compute: Midha's AI 'Output Maxing' Rule
Amp CEO Anjney Midha says AI scaling needs 'output maxing' and responsible infrastructure, not just more compute. Aim for 95% utilization.
More Latent Space episodes
- The Future of Claude Code: Mods, Mutable Software, & Multiplayer Agents — Thariq Shihipar, AnthropicOct 4 · 4 articles
- Which GPU Clouds Are Actually Good? | ClusterMAX 3.0Oct 4 · 6 articles
- Recursive Language Models — Alex Zhang, MIT PhDOct 4 · 6 articles
- OpenAI’s New Agent Stack: Computer Use, Decisions API, UltraFast, Dots—Ari Weinstein & Nikunj HandaOct 4 · 6 articles