Reviews TypeScript code against the Google TS Style Guide.

Provides rules, patterns, and best practices for Gerrit backend system logic, Java APIs, performance, and correctness.

Provides rules, patterns, and best practices for code hygiene, formatting, downstream plugin dependencies, and release operations in Gerrit.

Provides guidance and best practices on Polygerrit UI development, frontend architecture, and TypeScript/JS coding standards in Gerrit.

Proofreads and suggests structural improvements for Git commit messages to ensure style guide compliance, completeness, and accuracy.

Media Mix Modeling with PyMC-Marketing. Use when building MMMs, specifying adstock/saturation transformations, setting priors, fitting multidimensional (geo-level) models, computing channel contributions, ROAS, running budget optimization, calibrating with lift tests, or performing sensitivity analysis. Covers the MMM class, GeometricAdstock, LogisticSaturation, BudgetOptimizerWrapper, and ArviZ diagnostics for marketing models.

Structure a research based on the user request. Identify what must change in order to complete the task.

Create a plan based on document research through an interactive, iterative process.

Create git commits for changes made during the session.

Learn how to work in the current folder (repository)

Structure a research based on the user request. Identify what must change in order to complete the task.

Create a plan based on document research through an interactive, iterative process.

Create an implementation based on a plan.

Create git commits for changes made during the session.

PyMC-Marketing coding conventions, preferred implementations, and style guidelines.

Audit M3UAndroid Room schema and migration changes for versioning, schema artifacts, data preservation, indices, defaults, DAO compatibility, and migration validation.

Audit M3UAndroid playback flows for UI/engine/persistence boundaries, lifecycle cleanup, Media3 integration, casting, overlays, resume/autoplay behavior, and TV control risks.

Audit M3UAndroid M3U and EPG data flows for parser behavior, channel/programme matching, duplicate handling, fallback behavior, joins, and timezone/time-range correctness.

Audit Android Jetpack Compose repositories for performance, state management, side effects, and composable API quality. Scans source code, scores each category from 0-10, writes a strict markdown report, and summarizes the most important fixes. Use when reviewing a Compose codebase, rating repository quality, inspecting recomposition/state issues, or running a Compose audit.

Audit M3UAndroid localization resources for missing default strings, placeholder consistency, key naming, hardcoded user text, fallback behavior, and locale safety.