On a full day of ML research, Zenith running DeepSeek V4.1 Flash passes GPT-5.6 Sol on AutoResearchExam for $2.82 a task, reaching nearly nine-tenths of the leader's score at about a ninetieth of the cost.
Read the articleSociety
Research into the institutions of common life: who counts, how value is organised, where law directs its force, and who retains the authority to write the rule.
One continuous argument across personhood, economics, law and the state. Read together, the four works move through four registers: being, value, force and rule.
Published writing
Essays and releases on personhood, institutions, law and collective agency.
The thesis
How the institutional and technical system is meant to fit together.
Economics
A first-principles account of what comes after scarcity, and how intelligence reshapes value, labour and exchange.
When intelligence is no longer scarce, the economy has to be reimagined from first principles. This work takes up how human relevance shifts as intelligence becomes abundant, and what follows from that.
Published writing
The published writing behind Intelligent Economics and The Last Economy.
Intelligence
Open agents, models and shared infrastructure, published with their benchmarks so the claims can be checked.
An open intelligent assistant that topped the GAIA benchmark at 75.57%, carrying out work across research, coding and content.
Published writing
Agent, model, infrastructure and product research, most recent first.
In development
Work without a published article remains separate from the writing archive.