Model Release: Maincoder-1B
Our newest 1B parameter coding model that scores 76% on HumanEval
AI Research and Engineering Insights
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The ROI of an AI Token Factory
Why owning an on-premise AI Token Factory enables 7.7x more token generation over APIs, cutting AI costs by 87%
Inference Time Licensing
If you ask me where I learned the word “tree,” I cannot give you a neat citation.
Expanding horizons: What I learned about AI’s global future
My visit to WAIC made one thing clear: real-world AI use cases are no longer on the horizon, they’re here. The opportunities are enormous, and the time to build the right environment for deploying AI safely and productively in Australia is now.
Navigating the Overload
AI progress feels relentless, so relentless it makes nearly impossible to grasp every breakthrough or idea that emerges. There’s
The Real Edge Is Creative Judgment
Creative judgment is the ability to make sharp, system-aware decisions under ambiguity - turning complexity into momentum without sacrificing clarity, timing, or downstream integrity.
Learning to be Maincode
Why operationalizing discovery is the hardest and most important challenge ahead
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The Language of Computer Control Agents
The current focus of frontier AI research is on Computer Control Agents (CCA). The goal of this research is the
Wayfinders: Operationalising UX for AI Interfaces
As generative AI gets woven into everything from writing tools to CRMs, there’s a growing problem: most products still