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Research

What the research says about agents,
and how to govern them

Research notes on code graphs, AI agents, coding agents, self-improving models, self-evolving agents, and autonomous agents. Each note covers what the papers show, where the methods fail, and what it takes to govern the agents built on them.

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A prepaid wallet for agent spend

Oxagen 5.5 prices each model call by size before it runs, pays from a monthly allowance and then a prepaid wallet, and holds new runs when the wallet is dry while started runs keep their rules.

Oxagen 5.5.0, the last beta

Oxagen 5.5.0 is the last beta, a pre-production release. It runs coding agents in cloud sandboxes, prices model calls before they run, and puts every decision in one place.