SepineTam/tabra

compare-three-engines

Compare normalized Python, Stata, and R results under one frozen econometric validation specification. Use after all three engines finish, when classifying cross-engine differences, or when deciding whether a mismatch is implementation, parameterization,…

原文语言：英语

audit-command-code

Independently audit the numerical and statistical implementation of an econometric command. Use after a command specification is frozen, after estimator code changes, or when validation differences may arise from samples, objectives, derivatives, covariance…

原文语言：英语

audit-command-theory

Audit an econometric command against primary methodological literature and map mathematical formulas to implementation and tests. Use after specification, after behavior changes, or when assumptions, parameterization, inference, identification, or…

原文语言：英语

fix-from-report

Fix Python implementation issues identified by verify-command. Reads the verification report, analyzes discrepancies, applies fixes, and re-runs verification. Use when a verify-command report shows mismatches, or user says "fix report for XXX" or "patch XXX…

原文语言：英语

intuitive-test

Black-box usability testing from a user's perspective. Use when you want to test a module/function by writing code as a real user would — no peeking at source code, signatures, or docs. The tester only knows the basic import path and writes code purely from…

原文语言：英语

learn-stata-command

Learn and document a Stata command for Python econometric implementation reference. Use when user says "learn stata command XXX" or wants to understand a Stata command's internals for replicating in Python. Workflow: fetch help via Stata-MCP, write demo…

原文语言：英语

prepare-command-spec

Freeze a reproducible validation contract for one econometric command before any comparison or repair. Use when adding a command to the scientific validation pipeline, expanding supported options, changing estimator behavior, or preparing Python, Stata, and R…

原文语言：英语

validation-gate

Independently decide whether a complete econometric command validation run passes, fails, or is blocked and issue an immutable attestation. Use only after specification, code audit, theory audit, Python-Stata-R execution, and three-engine comparison are…

原文语言：英语

verify-all-commands

Autonomously orchestrate reproducible scientific validation across a registry of econometric commands using specification, independent code and theory audits, Python-Stata-R execution, comparison, repair loops, and an independent gate. Use for unattended…

原文语言：英语

verify-command

Cross-validate a Stata command against its Python implementation by running identical parameter combinations in both environments and comparing results. Use when user says "verify command XXX" or "validate XXX" or wants to check that Python output matches…

原文语言：英语

verify-r-command

Execute the frozen validation cases in an independent R implementation and emit normalized, reproducible results. Use as the R leg of Python-Stata-R validation after command specification, or when R package versions, mappings, defaults, or output extraction…

原文语言：英语