MZresearch notebook · v2.0

FIELD NOTES / Research Engineering

Poor Token

CompletedEvidence B

Use limited model resources deliberately.

Last reviewed 2026-10-19 · Public research / code

Overview

Developer workflows · Poor Token

Use limited model resources deliberately.

Research Question

Use limited model resources deliberately.

Technical Approach

Planner/executor/escalation roles and quota-aware workflow rules.

PythonShellYAML

My Contribution

Developed task coordination rules and workflow checks for existing models.

Evidence

  • Repository core, dependency and test/development records inspected during the 2026-10-19 audit. Evidence levels describe the available record, not clinical effectiveness.

Outputs

  • Code and documented development artifacts. Private source and study data are not redistributed.

Current Status

CompletedEvidence B

Development evidence is available; no claim of clinical utility or production readiness is made.

Related Publications

No project-specific peer-reviewed publication is listed. Ongoing work is kept separate from the published bibliography.