agentic engineering
Nvidia's Agent Toolkit Turns Chip Design Into a Loop
Nvidia's engineering-agent stack promises 50× faster RTL validation, but operators should buy verified loops rather than autonomous prose.
Human in the Loop
Nemotron pass-rate efficiency versus Kimi K2.6 3.47× — Nvidia's Agent Toolkit Turns Chip Design Into a Loop Pre-money valuation versus minimum annualized revenue 17× — Multiverse Raises $570M to Compress the AI Bill Minimum announced capital envelope per 200MW $50M/MW — Naver's 200MW AI Factory Prices Sovereignty at $50M/MW Solar Open 2 parameters active per token 6% — Solar Open 2 Puts a 250B Agent Model on Two H200s Implied Apple smart-glasses schedule slip ~12 months — Apple's Smart Glasses Need Privacy Before a Camera
ai economics
Kimi K3 Makes Frontier AI a $0.57 Input Bet
Moonshot's 2.8T-parameter Kimi K3 can cut blended input cost to $0.57 per million tokens, but its promised weights are not public yet.
compute market power
Nvidia's $500B Memory Deal Is Still an LOI
Nvidia and SK's $500B-plus AI pact could absorb 40% of Korea's announced data-center power, but no HBM volume is guaranteed.
Quoted
“The moat is not an agent that writes Verilog; it is a loop that can prove the Verilog still describes a chip.”
About the Paper
“I’m Stephen, a software engineer with over two decades of industry experience. Human in the Loop is a daily reading of the AI economy — the models, the money, and what they do to us.”