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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.

Jev returns typed decisions and charges nothing for output
Software Development
· 4 min read

Jev returns typed decisions and charges nothing for output

TypeSafe shipped Jev, a model that returns typed decisions with calibrated probability instead of text. Vercel measured it 5 to 18x faster than Luna 5.6.

Jev TypeSafe AI Diogo Almeida
Anthropic's threat report: your AI API key is the loot
Software Development
· 4 min read

Anthropic's threat report: your AI API key is the loot

Anthropic's September 2026 misuse report shows stolen AI API keys are now a criminal product. Whoever takes yours gets loot, free compute and cover.

Anthropic AI security API keys
Anthropic asks AI to slow down, with $517B in compute
Business Strategy
· 4 min read

Anthropic asks AI to slow down, with $517B in compute

Dario Amodei wants to pace the frontier. Anthropic just signed $517 billion in compute. If you run AI in your company, plan around the second number.

Anthropic Dario Amodei Pace the Frontier
162,000 jobs in August. The displacement is elsewhere
Business Strategy
· 4 min read

162,000 jobs in August. The displacement is elsewhere

The Economist called the AI jobs apocalypse postponed, and the payroll data backs it. A payroll survey counts people, not the tasks moving inside their jobs.

The Economist labor market AI and jobs
Workado sold 98% AI accuracy. Independent tests said 53%
Business Strategy
· 4 min read

Workado sold 98% AI accuracy. Independent tests said 53%

The FTC's standard for AI performance claims is evidence held at the moment the claim is made. That sentence works just as well as a procurement test.

FTC Workado Cox Media Group
Adobe paid $1.87B for Semrush and GEO got a price tag
AI in Marketing
· 4 min read

Adobe paid $1.87B for Semrush and GEO got a price tag

In six months, measuring how AI describes your brand went from unnamed experiment to a $1.87B acquisition and a unicorn. What marketing teams do next.

Adobe Semrush Profound
Harvey Tenet runs on Kimi K3. The benchmark came first
Business Strategy
· 4 min read

Harvey Tenet runs on Kimi K3. The benchmark came first

Harvey post-trained an open Chinese base and placed first on contracts, second overall, on a benchmark it owns. The measurement is what made it possible.

Harvey Kimi K3 Moonshot AI
Cloudflare's September 15 default also blocks Googlebot
Digital Transformation
· 4 min read

Cloudflare's September 15 default also blocks Googlebot

Cloudflare splits crawlers into Search, Agent and Training, and resolves conflicts by the strictest rule. Block Training and Googlebot goes with it.

Cloudflare AI crawlers AEO
Korea Subsidized Access. Malta Required the Course.
Digital Transformation
· 5 min read

Korea Subsidized Access. Malta Required the Course.

Two governments gave AI to their whole population this year. One attached a condition. The evidence on which bet pays off already exists, from Denmark.

South Korea Malta AI policy

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