About · NOAERTH Scholar

Purpose

NOAERTH Scholar is an independent project examining the engineering and evaluation of language-model agent workflows. It grows out of practical work on software agents, task routing, testing, and operations. Our interest is in the situations where coordination helps, where it fails, and what it actually costs when the whole process is counted.

We use a working-note format because the current contribution is a study design, not an established empirical result. Hypotheses and methods appear publicly; numbers will follow only when they can be traced to a real experiment and evaluated independently.

Current record

Primary note: On the cost of coordination in language-model agent systems, version 0.2.
Methods: Preliminary experimental protocol, including comparisons, measures and validity threats.
Scaffolding: Machine-readable specification and descriptive scoring code, tested with synthetic data.
Findings: No empirical comparative results published.
Review: No external peer review claimed.
Affiliation: Independent NOAERTH initiative; no college or university affiliation claimed.

Attribution and scope

Collaborating software agents are tools within the engineering environment; they are not a substitute for human accountability or scientific review. In future reports, the record should clearly distinguish authored hypotheses, code contributions, automated generation, human evaluation, and independent replication. Employment history, family history, admissions materials, recommender information, and operational secrets are not part of the public research record.

Research contact

Researchers who identify a methodological flaw, know a better baseline, or see an overlap with their work are welcome to reach out. See the correspondence page for specific areas where critical feedback would be helpful and a verified contact route.