Alex Lieberman mapped 14 stages of AI adoption after 14 months with executives. Most companies skip the first ten and start by building. Then they stall.
Gemini 3 Flash is listed 80% cheaper than GPT-5.4 and costs 38% more to run. The list price is marketing. The bill depends on how many tokens each model burns.
Altman said the most credible scientists held AI back through certainty. The same thing happens in your company: the surest person is often the biggest brake.
Joe Pine puts it bluntly: you are what you charge for. Charge for the tool and you are in the tool business. Charging for the outcome forces the change.
The method SpaceX uses to redesign rockets puts automation dead last, after questioning, deleting and simplifying. Most AI projects start where it ends.
On Friday a government switched off two frontier models for everyone. If your operation runs on a capability you don't control, you own a continuity risk.
Silvia Adlesic said it plainly: willingness to pay measures what the customer believes, not what you built. In the AI era, belief corrects in 48 hours.
Anthropic says Claude writes most of its merged code and its engineers ship 8x more per quarter. The new line isn't who uses AI, but who can prove output.
Uber capped AI spend at $1,500 per person and one company burned $500M on Claude in a month. The cap treats the symptom, not agents turned loose.
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