Cancer Vaccine Clears Phase III. Nine Techniques Follow. Stop Calling Everything AI.
A personalized cancer vaccine cleared phase III trials, reigniting debate over what legitimately counts as AI versus advanced machine learning. The piece distinguishes work closer to AlphaFold from casual ChatGPT usage and highlights nine techniques power users likely have not tried. One notable example: Replit offers $20/month subscribers usage without burning credits by routing queries through Luna, claiming 30× more output with escalation to stronger models for complex tasks.
The key principle here is task-model matching. The mechanism is routing: directing simple queries to lightweight models and escalating only when complexity demands it. This teaches the mental model that not every problem requires a frontier model. Most do not. Using a sledgehammer for every nail is not sophistication. It is waste.
Replit is offering subscribers routed AI queries through Luna with claimed 30× output efficiency. The broader piece references human scientists whose work is closer to advanced ML systems like AlphaFold than to conversational AI tools.
- Sign up for a free Replit account at replit.com and explore how Luna routes your coding queries.
- Try a simple task, such as asking it to write a basic Python function. Note the speed and quality of the lightweight model's response.
- Now ask a complex question requiring multi-file reasoning. Observe whether the system escalates to a stronger model automatically. You have now experienced task-model routing firsthand. Congratulations. You understand infrastructure better than most executives.