Design, implement, and audit inclusive digital interfaces using WCAG 2.2 Level AA success criteria.

Audit your agent and LLM application across a 12-layer stack for wrapper regression and memory issues.

Design and optimize AI agent action spaces, tool definitions, and observation formatting.

Systematic self-debugging workflow for agents experiencing repeated failures, loops, or context drift.

Act as a neutral arbiter to resolve merge conflicts between two agent branches.

Rate your task output against a structured five-axis rubric to catch gaps and improve quality.

Build an evidence-backed ECC install plan by sorting project components into daily and library buckets.

Design robust AI agent tools with expert guidance on schemas, descriptions, and error handling.

Manage AI-driven development with eval-first execution, task decomposition, and model routing.

Catch AI-assisted development blind spots with sandbox-mode API testing and bug-check workflows.

Create original algorithmic art and p5.js sketches guided by an established computational philosophy.

Get expert development guidelines and reactive patterns for building lightweight web interfaces with Alpine.js.

Perform exploratory data analysis and statistical visualizations following best practices for Python and pandas.

Analyze GitHub Actions integration test runs, calculate skill invocation rates, and file failure issues.

Apply Clean Architecture patterns, module structures, and data layer guidelines to Android and KMP projects.

Kotlin and Android development guidelines covering clean architecture, MVI, and Material Design.

Build Angular 17+ apps with standalone components, signals, RxJS, NgRx, and automated testing.

Get expert guidance for building scalable, high-performance Angular and TypeScript applications.

Design stable and misuse-resistant APIs, module boundaries, and type contracts.

Build a new API connector or provider that matches the target repository's existing integration pattern.

Get guidance and reference material for instrumenting webapps with Azure Application Insights.

Capture structural technical decisions and trade-offs into structured architecture decision records.

Design high-level system architecture, create architecture diagrams, and write structured ADRs.

Route your situation to the right skill or engineering flow across your repository.