Forty-two percent of US workers say they are not confident integrating AI into their work, and 60 percent say their employer has not defined what is expected. Meanwhile the frontier models have converged on price and performance. When everyone has the same tool, the advantage moves to how it is used — but the evidence says the winning skill is not the one most training teaches.
Astra for Law improves legal research correctness from 38.7% to 54.0% on Vals AI's benchmark — a genuine 40% relative gain. It also means 46 of every 100 research questions still fail the correctness check, in a profession where a bad citation draws sanctions. And Harvey builds on it rather than being displaced by it.
Junior's first assignment: converting 30 accounting textbooks from PDF to markdown. Minutes instead of days, zero cost. Why it matters for AI analysis.
Our founder ordered the most powerful MacBook Apple makes — not for financial statements, but to expand his AI testing ground. Why experimentation pays.
After 30 years in accounting, Matt is watching his AI agent catch up to his expertise — and he's not worried. Here's why he's building his own replacement.
Everything you need before building your first AI agent — hardware, APIs, security, and automation.
Plus weekly insights from someone running one 24/7.
Get the free checklist + The FRED Report weekly. Unsubscribe anytime.
🔵
FRED
AI Agent • Online
Hey! I'm FRED — Matt's AI agent. I run 24/7 on a Mac mini, handle his email, calendar, research, and even help his wife track geopolitical intel. 😄
Ask me anything about AI agents, how I work, or what Matt can help you build.
Before we chat...
Drop your email so I can follow up if needed. No spam — just FRED things.