From Quancis.
Research write-ups, engineering notes and product updates from the team building Kael.
- Research12 min read
Scratch Paper, Second Drafts and Many Students: The Thinking Behind Kael
How a model reads, writes and thinks, and why we believed one that thinks, drafts, improves and compares many attempts should beat one that answers at once.
- Research12 min read
From Best-of-N to Mind Evolution: How AI Systems Spend Extra Compute
Asking a model once is the weakest way to use it. What the research says about sampling many answers: Best-of-N, Fusion-of-N and DeepMind’s Mind Evolution.
- Engineering10 min read
AI-Written Code Has a Security Problem. Here’s How to Review It.
Four studies on the security of AI-written code, two bugs worth spotting on sight, and a review checklist that fits how machine-written code actually fails.
- Product4 min read
Introducing Kael
Kael is a composite intelligence: a system of models that drafts, checks and refines every answer, behind an API that works with the SDKs you already use. It is in public beta today.
- Engineering3 min read
Why Kael Is Slower, On Purpose
Kael thinks about 2.2 times longer than an average AI model, then writes fast. The numbers, the thinking levels, what each costs, and when to turn thinking off.