aops-core/skills/dogfood/SKILL.md
Delegated instruction testing — write instructions, commission contextless execution, observe friction, iterate, review quality, codify.
npx skillsauth add nicsuzor/academicops dogfoodInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Test whether a set of instructions produces correct, complete, and verified outcomes when executed by a contextless agent. Do not perform the work yourself.
Before writing instructions or propagating subagent results:
/verify by citation to evaluate the subagent's actual output (freshness, completeness, limitations) against the original brief. Do not blindly accept or relay its self-reported status.ls *.md (which fail silently). Use targeted list/find queries (find or ls | head)./craft author mode review to check for shallow-execution vulnerabilities before delegating./strategic-review or /verify) to evaluate depth, accuracy, and fitness of the subagent's deliverables.references/decomposition-eval.md (epistemics rubric + worked gold-standard pair).tools
Streamlit implementation of the analyst presentation layer. Use when building or updating a Streamlit dashboard that displays pre-computed research data. This is the Streamlit-specific HOW for the tech-agnostic principles in the aops-tools analyst skill — display only, never transform.
tools
Python plotting and statistical-modelling libraries (matplotlib, seaborn, statsmodels) for the analyst presentation and statistical-methodology layers. Use when producing publication-quality figures or fitting statistical models in Python. Library-specific HOW for the tech-agnostic principles in the aops-tools analyst skill.
tools
dbt (data build tool) implementation of the analyst transformation layer. Use when a project has a dbt/ directory or you need to build, test, or document SQL transformations as version-controlled, reproducible dbt models. This is the dbt-specific HOW for the tech-agnostic principles in the aops-tools analyst skill.
development
Core academicOps skill — institutional memory, strategic coordination, workflow routing, and framework governance. Merges butler (chief-of-staff) with framework development conventions.