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Insights on AI, machine learning, and technology strategy
Industry Insights·
Nvidia GTC 2026: The $1 Trillion Demand Signal
Jensen Huang doubled his AI infrastructure demand forecast to $1 trillion through 2027 at GTC 2026. The 60/40 cloud-to-enterprise split and his comments on inference reflection reshape planning assumptions for anyone building on AI.
5 min read
Industry Insights·
$1.5 million would be unremarkable if both researchers weren't publishing in the same journals
An NBER working paper linked academic publication records to U.S. Census Bureau earnings data. The top 1% of AI scientists in industry now earn $1.5 million more per year than comparable academics — a fivefold increase since 2001.
4 min read
Industry Insights·
AMD Wants the Next PC Cycle to Be an Agent Computer Cycle
AMD is no longer talking about AI PCs as glorified copilots. Its latest framing points toward 'Agent Computers': local-first machines built to keep autonomous AI workloads running continuously instead of waiting for a prompt.
5 min read
Industry Insights·
Anthropic Crossed $19 Billion in Annual Revenue. The Enterprise AI Race Just Changed Hands.
Anthropic hit $19B in annual revenue run rate — jumping from $9B to $19B in ten weeks — while its share of U.S. enterprise AI spending surged from 4% to 40% in one year. The company that was an also-ran in enterprise is now the frontrunner.
5 min read
Industry Insights·
AI Insurance Splits Into Two Camps: Cover Hallucinations or Exclude AI Entirely
AI liability insurance is splitting fast: some insurers now cover hallucinations and malfunctions, while others are writing absolute AI exclusions into legacy policies.
5 min read
Industry Insights·
Five dimensions mattered more than the chatbot demos
More than 80 vendors applied to NATO’s Maven Smart System industry day, four were selected, and the teams had three weeks to integrate. Add Amazon’s five-dimensional Alexa tuning, Google’s 50-language Chrome push, and Meta’s MTIA roadmap, and the real signal was packaging, not raw model theater.
4 min read
Industry Insights·
$167 per finished minute: the production cost hiding inside $2 AI video clips
A creative director spent $1,000 on Seedance 2.0 and got six minutes of footage. Per-clip generation ran $2–7, but re-rolls and a broken Continue Video feature pushed the real cost to $167 per finished minute.
4 min read
Industry Insights·
Everyone noticed GLOMAP in COLMAP 4.0. The useful part was the image library swap.
COLMAP 4.0 shipped with GLOMAP as a first-class global SfM pipeline, but the FreeImage-to-OpenImageIO swap delivers 2.5x faster I/O and breaks pixel-level compatibility in existing pipelines.
5 min read
Industry Insights·
An 8B Model Ranked #2 on Arena-Hard by Inventing Fake Policies. Benchmarks Did Not Catch It.
A Llama 3.1 8B model ranked #2 on Arena-Hard by refusing harmless prompts and fabricating platform policies — then scoring itself highly. The AI judge fell for it every time. Here's what happened and what to test for.
4 min read
Industry Insights·
Karpathy Scored 342 U.S. Jobs for AI Exposure. The Pattern Is Brutally Simple.
Andrej Karpathy’s `jobs` project scored all 342 U.S. BLS occupations for AI exposure on a 0 to 10 scale and landed at a 5.3 average. The striking pattern was not subtle: the more a job lives on a screen, the more exposed it looks.
5 min read
Small Business AI·
A Founder Reportedly Built a Custom Cancer Vaccine for His Dog With ChatGPT and AlphaFold. That Should Wake Up Every Small Business.
Australian entrepreneur Paul Conyngham reportedly used ChatGPT, AlphaFold, and a few thousand dollars to help design a personalized mRNA vaccine for his dog’s cancer. For small businesses, the bigger story is how fast AI is collapsing the gap between curiosity and expert-level output.
7 min read
Small Business AI·
The Hybrid Trap: One Manual Step Sets the Ceiling for Your Entire Workflow
Musk's spreadsheet analogy lands harder than the usual AI hype. If one step in a digital workflow still requires a person, that step caps the speed of everything around it. SMB owners should pay attention to where that ceiling actually sits.
4 min read
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