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Pragmatic AI for your business

Honest analysis of AI applied to real operations. No hype, just judgment: what you control, what you can prove, and what to build that your competitors can't.

Mercor Breach: 4 TB of Biometric Data You Can't Rotate
AI & Automation
· 10 min read

Mercor Breach: 4 TB of Biometric Data You Can't Rotate

Mercor, the $10B AI startup training models for OpenAI and Anthropic, fell to the LiteLLM supply chain attack. Lapsus$ claims video interviews, face scans, and passports from 30,000+ contractors.

AI security software supply chain biometric data
npm's Worst Day: One Attack, One Leak, Zero Trust
Software Development
· 9 min read

npm's Worst Day: One Attack, One Leak, Zero Trust

Axios was hijacked to deploy a RAT. Claude Code's source leaked via source maps. Same registry, same day — two failure modes your team needs to understand.

npm security supply chain attack axios
The Prompt Is Temporary. The Eval Is Permanent.
Business Strategy
· 12 min read

The Prompt Is Temporary. The Eval Is Permanent.

Top AI companies run 12.8 eval experiments daily. Most B2B companies run zero. Evals compound with every model change. Prompts start over.

AI evals prompt engineering AI investment
Your AI Never Disagrees With You. That's the Risk.
Business Strategy
· 7 min read

Your AI Never Disagrees With You. That's the Risk.

Stanford measured 58% sycophancy in leading AI models. Andrej Karpathy discovered the same thing. What this means for your enterprise decisions.

AI sycophancy enterprise decisions Andrej Karpathy
Your Company Buys AI. That's Not Playing Offense.
Business Strategy
· 9 min read

Your Company Buys AI. That's Not Playing Offense.

Alfred Lin says the risk is moving too slowly. But buying AI tools isn't velocity — it's checking the box. What you need before you can actually play offense.

AI strategy AI adoption velocity vs speed
Anthropic Leaked Mythos: Your Trust Model Just Changed
Business Strategy
· 6 min read

Anthropic Leaked Mythos: Your Trust Model Just Changed

Anthropic exposed ~3,000 internal documents through a CMS error, including Claude Mythos, their most advanced model. What changes for your AI strategy.

Anthropic Claude data leak enterprise trust
Silicon Valley discovered what Main Street already knew
Business Strategy
· 10 min read

Silicon Valley discovered what Main Street already knew

54% of SMBs lack AI expertise and 41% prefer local providers. The data confirms: the real money in AI is in the installation.

installer economy AI implementation SMBs and AI
AI Removes the Filter: Neurodivergence and Hidden Talent
Business Strategy
· 8 min read

AI Removes the Filter: Neurodivergence and Hidden Talent

15-20% of your talent pool thinks differently. AI removes the barriers that excluded them. Companies that don't redesign their pipeline lose their best performers.

neurodivergence talent strategy hiring
The Ice Cracked. Which Side Is Your Company On?
Business Strategy
· 8 min read

The Ice Cracked. Which Side Is Your Company On?

Ramp data: top AI spenders doubled revenue since 2023. The difference isn't which model — it's how deeply AI lives inside operations.

AI adoption enterprise AI strategy AI integration

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