G of Alpha
G of Alpha
Where we're pushing the science of how AI learns — and how that drive shows up in SMITH, the platform you can use today.
Our research explores how models can learn more efficiently. SMITH is the product side of that ambition — a writing platform you can use right now. Different purposes, one through-line: doing more with less.
Research
Helping models learn from less data, at lower cost, with less wasted energy — while staying stable through long runs.
Read the direction →Product · Available now
A multi-agent writing platform for books, articles, reports, and chat-based content — ready to use today.
See what it does →Less Data
Learn from fewer examples
Lower Cost
Use compute more carefully
Less Energy
Reduce wasted training power
More Stable
Steady through long runs
Where We Started
Training modern AI can be expensive and fragile. Models may forget what they learned, become unstable, or demand very large amounts of hardware. We set out to make training more stable and efficient — so AI can learn with less data, less computing power, and less energy.
Think of teaching a student. Instead of forcing them to reread every page equally, our approach helps a model focus on the most useful material, slow down when needed, and avoid forgetting earlier lessons. We have already shown this approach works in practice, and it remains our long-term technology foundation.
Our Product Today
SMITH is a web-based AI writing platform that organizes a team of specialized agents to help you plan, draft, and refine long-form content — from books and articles to reports and research summaries.
Generate multi-chapter books and polished articles with planning, drafting, and editing built in.
Conversations and projects are saved, so you can step away and continue right where you left off.
Add review and refinement steps when you need them, for stronger, more reliable results.