Publications
Research on AI agents, backtesting and audits of market forecasts, and the platform's architecture.
AI business
A hundred thousand is the first target the published trajectories actually reach. The month-by-month ramp, what is selling on Upwork right now, the tool stack and what it costs, four niches that work, and six things that compress the timeline.
8 min read9 sections
AI business
Every guide quotes the margin. None does the division. What $10,000 a month requires in five AI businesses - 833 images, 20 brands, four retainers, 555,000 views - and what is actually scarce in each.
7 min read8 sections
AI business
Model prices are not falling only because the technology improved. Three reasons a giant drives a price toward zero, what each means for anyone building on top, and which positions survive a price collapse.
5 min read6 sections
AI business
Benchmarks are the most cited and least informative measure of AI progress - saturated, contaminated and optimised against. The four scoreboards being kept at once, and the three properties a scoreboard needs to mean anything.
5 min read7 sections
AI business
Ten clients at $8,000 a month is $960,000 a year. The real profit arithmetic, six categories already working with the companies doing them, three pricing models, and a step-by-step from zero to first retainer.
10 min read9 sections
AI business
An AI agent runs a loop - observe, decide, act - and a chatbot does not. What that difference demands in scope, records and stop controls, where agents genuinely win, and four questions that evaluate one faster than any demo.
5 min read6 sections
AI business
For most people AI changes the cost side of a household long before the income side. What genuinely moves - fees, comparison, gated expertise - what it puts at risk, and why "let AI trade for you" is the weakest version of the claim.
5 min read6 sections
AI business
AI removes steps for tasks where being wrong is cheap and visible, and adds a verification tax where being wrong is expensive and invisible. A single question sorts almost every case correctly.
5 min read7 sections
AI business
Most "AI trading" claims can't be proven wrong. Here's how to actually evaluate an AI trader: locked forecasts, proper scoring, risk-adjusted returns.
6 min read7 sections
AI business
AI agents in trading: what's the honest reality in 2026? We break down what agentic AI can and can't do in markets — and why human oversight matters.
7 min read8 sections
