“Sumawka Caller”

The compliance profession just looked at itself in the mirror. What it saw was not flattering. LRN published its 2026 Program Effectiveness Report. The numbers are worth sitting with before moving past them. Only 33 percent of organizations reference AI ethics in their codes of conduct. That means two out of three companies deploying AI…

Scientists have a name for what happens when artificial intelligence runs out of human data to learn from. They call it model collapse. It does not happen all at once. It happens in stages, and the stages are specific enough that they are worth naming. Stage one — the rare details disappear. The nuanced information…

Lior Div runs an AI cybersecurity company. He wrote something this week that the AI industry needs to read twice. AI doesn’t scale by removing people. It scales by moving them closer. That is not what the pitch decks said. The promise was automation. Remove the human from the loop. Watch the margins compound. The…

Now Someone Has to Build the Gate. Stanford University’s 2026 AI Index Report put a number on where we are Fifty-three percent of the global population has adopted generative AI. The United States is leading global AI investment at $285.9 billion. The machine is running. It is not slowing down. Out of that reality an…

The Wave Is Already Breaking. There are moments in history when the thing you were warned about stops being a warning. It becomes the weather. This week the weather changed. The Wall Street Journal reported it this morning. China’s Zhipu AI released a model called GLM-5.2. Security researchers tested it. It matched Anthropic’s Mythos in…

Anthropic published a number in May 2026. Claude authored more than 80% of the code merged into Anthropic’s own codebase. That number climbed from the low single digits before Claude Code launched in February 2025. Anthropic called it a milestone. Then Anthropic called it a warning. They are right on both counts. A blind person…

You learned this before you learned anything else. Before you could read. Before you could write. Before anyone trusted you with anything important. Some adult crouched down to your level, looked you in the eye, and said three words that have kept human beings alive at intersections for as long as there have been streets…

The fear is real and the fix is built. They just need to find each other. Two weeks ago the United States government used export control authority to pull two of the most powerful AI models on earth offline. Not slow them down. Not restrict them. Not add a warning label or convene a review…

Are you a salmon swimming upstream? Every platform you post on takes what it wants from your content and gives you the minimum back. Facebook caps the reach before it can build. LinkedIn shows it to a fraction of the people who follow you. Substack puts you in an inbox competing with every other newsletter…

You are probably wondering who is this person and how did he do it? One man. Retired. Living in Lexington, Kentucky. No corporation behind him. No think tank. No research budget. No team. No venture capital. No university affiliation. No cohort of PhDs reviewing his work before it goes out the door. Just one man,…