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%
Kees Bakker
Design Engineer working at the intersection of AI research, product, and engineering.
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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.
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.
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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
Interfaces Are Never Neutral
How we redesigned Maincode.com as an interface-level expression of our culture
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Co-discovery: Humans in Automated Scientific Discovery
Why end-to-end automation of scientific discovery is probably not where the biggest opportunity lies right now.
The Future of Computer Control Agents
The current frontier in the fast-paced world of AI research is Computer Control Agents or CCA. OpenAI released Operator and
The fuzzy cutting edge is our playground
At Maincode, we don’t just explore AI - we ship it. That means staying ahead of the curve and
AI Talent at Maincode: What We’re Seeing
We've had over 400 applicants in the past 3 weeks for our AI Engineer role at Maincode, and we've noticed some super interesting trends...