The ASI Evolution Engine is how Treeova tunes itself. Instead of engineers hand-editing thresholds, a four-agent pipeline — Researcher, Engineer, Analyzer, Judge — proposes configuration changes for a named domain, evaluates them against frozen historical data, and only promotes changes that beat the incumbent on a contracted metric.

    Platform

    ASI Evolution Engine

    The ASI Evolution Engine is how Treeova tunes itself. Instead of engineers hand-editing thresholds, a four-agent pipeline — Researcher, Engineer, Analyzer, Judge — proposes configuration changes for a named domain, evaluates them against frozen historical data, and only promotes changes that beat the incumbent on a contracted metric.

    Quick definition

    Treeova's self-improving configuration system: a four-agent pipeline (Researcher, Engineer, Analyzer, Judge) that proposes and evaluates configuration changes for named platform domains under hermetic evaluation contracts and a status-based mutex.

    The four roles

    Researcher gathers prior outcomes and recent failures for the domain under evolution. Engineer drafts candidate configurations. Analyzer runs each candidate through the domain's evaluation contract on a hermetic backtest window. Judge picks the winner — or rejects them all if no candidate beats the incumbent at statistical significance.

    Evaluation contracts

    Every evolvable domain ships with an evaluation contract: an input dataset, a scoring function, and a promotion threshold. This is what stops the engine from overfitting — a candidate that wins by 0.3% on noisy data will be rejected, while a robust 4% win on stable data gets promoted.

    Mutex and audit

    Only one evolution can run per domain at a time, enforced by a status-based mutex. Every promoted change is rollback-capable for 72 hours via the platform's audit bridge so a regression caught in production can be reverted without code deploy.

    Go deeper

    The full technical methodology behind ASI Evolution Engine is documented in the Treeova whitepaper series.

    Read the ASI Evolution Engine whitepaper →

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