productivity▌

bitsandbytes reduces LLM memory by 50% (8-bit) or 75% (4-bit) with <1% accuracy loss.

Implements stateful form validation in Flutter using Form, TextFormField, and GlobalKey<FormState>. Manages validation state efficiently without unnecessary key regeneration and handles user input validation workflows. Assumes a pre-existing Flutter environment with Material Design dependencies available.

Scaffold new ADK agent projects and add deployment, CI/CD, and infrastructure to existing ones. \n \n Provides guided project creation with templates for standard agents, agent-to-agent (A2A) coordination, and RAG with data ingestion \n Supports multiple deployment targets: Agent Engine (managed), Cloud Run (container), GKE (Kubernetes), or prototype-only (code without deployment scaffolding) \n Includes optional CI/CD pipeline setup via GitHub Actions or Google Cloud Build, session storage conf

51 rules for writing clean, type-safe, modern PHP 8.x code aligned with PSR standards and SOLID principles. \n \n Covers 7 rule categories: type system, modern PHP features (8.0–8.5), PSR standards, SOLID principles, error handling, performance, and security \n Version-aware guidance that detects PHP version from composer.json and runtime, recommending only features available in the target version \n Organized by priority: type safety and security are critical; modern features and SOLID principl

Generate professional comic and manga artwork using each::sense. This skill creates single panels, multi-panel strips, full page layouts, and complete comic sequences with consistent character designs.

Cloud file storage and sharing with account management, file operations, and shared link controls. \n \n Covers 15+ actions including file/folder operations (create, move, copy, delete), metadata retrieval, search, and revision history \n Shared link management: create, list, and revoke links; generate temporary download links \n Account introspection: retrieve current user info and storage space usage \n Membrane CLI handles authentication and credential refresh automatically; supports both int

Multi-dimensional code review with quality gates. Every change gets reviewed before merge — no exceptions. Review covers five axes: correctness, readability, architecture, security, and performance.

Analyze events through the disciplinary lens of law, applying rigorous legal methodologies (statutory interpretation, case law analysis, legal reasoning), constitutional principles, procedural frameworks, substantive legal doctrines across multiple domains (contracts, torts, property, criminal, constitutional, administrative, international), and professional ethical standards to understand legal rights and obligations, assess liabilities and risks, identify applicable authorities, and recommend

Write clear, concise, user-centered interface copy (UX text/microcopy) for digital products and experiences. This skill provides frameworks, patterns, and best practices for creating text that helps users accomplish their goals.

Geoffrey Moore positioning framework for clarifying target, need, category, and competitive differentiation. \n \n Structures positioning into two parts: a value proposition (for [target] that needs [problem], [product] is a [category] that [benefit]) and a differentiation statement (unlike [competitor], [product] provides [unique outcome]) \n Forces specificity on target customer, underserved need, product category, and outcome-focused benefits rather than feature lists \n Includes stress-testi