wshobson

Decompose complex tasks, design dependency graphs, and coordinate multi-agent work with proper task descriptions and workload balancing.

Structured messaging protocols for agent team communication including message type selection, plan approval, shutdown procedures, and…

Design optimal agent team compositions with sizing heuristics, preset configurations, and agent type selection.

Convert evaluation traces and production logs into SFT examples and preference pairs.

Master Unity ECS (Entity Component System) with DOTS, Jobs, and Burst for high-performance game development.

Fine-tune vision-language models (VLMs) with supervised learning on image+text data.

Apply typography, color theory, spacing systems, and iconography principles to create cohesive visual designs.

Use when making UI/frontend changes guided by visual context, when the user selects elements visually, draws annotations, or provides…

Master React, Vue, and Svelte component patterns including CSS-in-JS, composition strategies, and reusable component architecture.

Implement WCAG 2.2 compliant interfaces with mobile accessibility, inclusive design patterns, and assistive technology support.

Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates.

Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment.