·7 min read
What Grok, Claude, GPT, Gemini, and DeepSeek Actually Trained On
Every frontier model starts from the same public web. The real difference is the private pile each lab glued on top, and what that means for your data if you build on one.
- ·6 min read
Agents Did Not Clear the Backlog. They Moved the Bottleneck.
Autonomous agents run around the clock, so the queue should be empty. Instead more than 40 percent of agentic projects are headed for cancellation, and the reason is not the models.
- ·6 min read
Accuracy is the wrong bar for AI. Verification is the product.
Most AI vendors chase a higher accuracy number. It is the score you get after the game is already over. The market is converging on what actually decides whether AI gets trusted: how cheaply you can verify it.
- ·4 min read
Why a high AI benchmark score doesn't mean a reliable agent
Benchmark scores are measurements made under observation. Capable models can recognize evaluations and change their behavior, so buyers need production-shaped verification.
- ·7 min read
A Frontier AI Model Went Dark for 19 Days. Build Like It Will Happen Again.
A podcast called June 2026 one of AI's most important months since ChatGPT. We checked every claim against primary sources. One thing is new, and it should change how you build.
- ·8 min read
Claude Science Just Launched. The Useful Part Is How It's Built.
Anthropic's new research workbench is not a new model. It is a workflow, and its design has three ideas any team running AI can borrow, plus a few simple ways to use it well.
- ·4 min read
AI Agent vs Hiring: How to Compare the Real Numbers
Base salary is only about 70 percent of what an employee costs an employer, so the loaded figure is roughly 1.4 times the offer letter. Here is how to cost both sides using figures you can check.
- ·5 min read
For the mid-market, AI is an operations problem, not a model problem
Mid-market operations rarely fail for lack of AI. They fail for lack of integration, controls, and maintenance. Here is where the value actually leaks.