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ARCHYTASAI

05 · Team

Team. A research team that measures before it claims.

Archytas is built by quantitative researchers, machine learning engineers and systems engineers who have spent their careers where being wrong is expensive.

In quantitative research, a convincing backtest is not a profitable strategy, and a model is only as good as its results on data it has never seen. We hold training data and RL environments to the same standard.

Disciplines. Three crafts, one standard of evidence.

  • T.01Quant

    01Quantitative research

    Experiment design, statistical rigor and a trained instinct for overfitting. Every result is a hypothesis until it holds on held-out data, across seeds and across reruns.

    1. 1.1Out-of-sample discipline
    2. 1.2Variance across seeds and reruns
    3. 1.3Leakage and contamination checks
  • T.02MLE

    02Machine learning engineering

    Post-training pipelines, evaluation harnesses and reward models. Our environments plug into the way frontier models are actually trained, from rollout to policy update.

    1. 2.1RL and post-training pipelines
    2. 2.2Evaluation harnesses
    3. 2.3Reward modeling and grader design
  • T.03Systems

    03Systems engineering

    Stateful simulations, databases, APIs and reproducible infrastructure. Every environment resets cleanly and behaves the same way on the thousandth run as on the first.

    1. 3.1Seeded, deterministic resets
    2. 3.2Realistic tool and API surfaces
    3. 3.3Audit logs for every episode

How we work. Every environment passes through three sets of hands.

  1. 01Experts write the tasks

    Practitioners define the workflow, the edge cases and what a finished job looks like.

  2. 02Engineers make them executable

    Data, tools, state and resets, built so an agent can act and the environment can check.

  3. 03Researchers try to break the reward

    Exploit probes, alternative solutions and grader audits, before anyone trains on it.

  • Standard 01

    Held-out or it didn’t happen.

  • Standard 02

    Same seed, same state.

  • Standard 03

    No claim without a check.

Work with the team

Bring us a workflow your model struggles with. You’ll scope it with the people who will build it.

Archytas AI is part of Deep Insight Labs.

Talk to the team