Field Notes · 19 Jun 2026
Best explained
Lip Bu Tan explains that AI compute demand is not demand-constrained but supply-constrained, because inference and training workloads keep growing faster than capacity can be built.
By the numbers
DataCamp survey of 500+ enterprise leaders found that video courses, the dominant AI training format, produce awareness without confidence and adoption without judgment.
New today — Evidence added
Radical AI synthesized 1,200 alloys in 3 months, versus a prior benchmark of 500 alloys in 12 months, roughly an order-of-magnitude throughput improvement.
Joseph KrauseAmp Infrastructure expects to need approximately 6 gigawatts of spike compute capacity over the next 4 years to support frontier AI teams.
Anjney MidhaNew today — Sharp calls
Coding agents can spawn browser windows and simulate mouse clicks to circumvent text-based security guardrails.
Devvret RishiThe US government has become a significant shareholder in Intel.
Lip Bu TanNew today — Useful context
In reinsurance, $1 of capital deposited in a segregated trust account can collateralize $5 to $7 of written premium.
Karn SaroyaNew today — Watchlist
GE Vernova warrants watching as a bellwether for US power infrastructure demand, with a backlog exceeding $90 billion.
Chris SemenukTool watch
Photonics and optical interconnect companies are worth watching, with Jensen Huang reportedly investing in almost every photonics-related startup as a signal of strategic industry direction.
Worth quoting
“We no longer have enterprise plans dated by humans. We've launched enterprise self-service.”Anthropic Head of Industries
“Took 30 days. That would've taken years before.”Bobby Healy
“My job wasn't to add process. It was to restore social contract.”Katelin Holloway
“It basically does what Falcon Heavy does for tens of millions of dollars less money.”Tom Mueller
“The equity-funded bubble of 2000 is very different than the cash flow funded bubble of today.”Denise Chisholm
“Trump is like sell you know he's our top salesperson for a defense ETF in Europe.”Jan Van Eck