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Insights on AI, machine learning, and technology strategy
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
Small Business AI·
A 10,000-Hour Computer-Use Dataset Could Make AI Better at the Software SMBs Already Pay For
A newly announced open-source dataset of 10,000-plus hours of computer-use recordings could help AI agents get better at tools like Salesforce, Photoshop, and Blender. For small businesses, that matters because the next wave of automation may happen inside the software they already use.
5 min read
Industry Insights·
Contract rights kept showing up in tonight’s AI news
Bridgewater’s $650 billion AI infrastructure estimate, Anthropic’s $100 million partner push, and Washington’s new licensing posture all pointed at the same issue: contract rights are becoming part of model selection.
4 min read
Small Business AI·
Claude Just Opened a Two-Week Off-Peak Window. SMBs Should Treat It Like Bonus Compute.
Anthropic is doubling Claude usage during off-peak hours from March 13 through March 27, 2026. For SMBs, that is a short-term chance to run heavier AI workloads without paying for a higher plan.
6 min read
Industry Insights·
Why do small open models plateau so early? The last layer may be eating 99% of the gradient.
The standard LM head may be suppressing 95-99% of gradient norm and making small open-model training far less efficient than teams assume.
5 min read
Small Business AI·
ChatGPT’s Silent Memory Profiling Has Real Privacy Risks for Small Businesses
New 2026 research found that most ChatGPT memories were created automatically, not by user request. For SMBs, that raises practical questions about what business, employee, and client information may be shaping future AI conversations.
5 min read
Industry Insights·
A 1.5B model fixed the easy merge fights. The agent team still collapsed.
A small Qwen model cleaned up trivial merge conflicts in CooperBench, but paired coding agents still failed. The real problem was coordination, not syntax.
4 min read
Industry Insights·
AI Compute Is Officially Scarce. SMBs Should Plan for Rationing Now.
Top tech CEOs are now saying the same thing in public: AI capacity is tight, and relief may not come until 2028. For small businesses, that means planning for higher inference costs, stricter access, and smarter model choices.
5 min read
Industry Insights·
Snap CEO Evan Spiegel Says AI Is Shifting Budget From Engineering to Marketing
Evan Spiegel's latest comment on AI coding tools points to a bigger business shift: as software gets cheaper to build, growth depends more on marketing, distribution, and customer acquisition.
6 min read
Industry Insights·
Before you buy ChatGPT apps, check the region lock
OpenAI's ChatGPT apps launch looked broad at first glance, but the regional exclusions, English-only scope, and permission overhead change the real business case.
4 min read
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