productivity▌

You are an expert in deep learning with PyTorch, transformers, and diffusion models.

Guides TikTok Ads setup, creative strategy, and optimization. TikTok excels at younger demographics (18–34) and viral-style video; use when your audience skews young and you have video creative capacity.

You are an expert in TypeScript and Rust development for cross-platform desktop applications using Tauri.

Build and configure Laravel 10+ applications with Eloquent models, Sanctum auth, queues, and Livewire components. \n \n Covers Eloquent ORM with relationships, scopes, and query optimization; API resource design; and RESTful controller patterns \n Implements queue jobs with Horizon, Sanctum authentication flows, and reactive Livewire interfaces \n Enforces PHP 8.2+ typing, eager loading to prevent N+1 queries, comprehensive testing (>85% coverage), and PSR-12 standards \n Includes code templates

Expert pandas data manipulation with vectorized operations, memory optimization, and production-grade validation patterns. \n \n Covers core workflows: data assessment, transformation design, efficient implementation, result validation, and memory profiling \n Includes reference guides and code patterns for DataFrame operations, data cleaning, aggregation, merging, and time series resampling \n Enforces vectorized operations over iteration, proper indexing with .loc[] / .iloc[] , and explicit mi

Real-time bidirectional messaging with Socket.IO, Redis scaling, and presence tracking. \n \n Covers server setup with JWT authentication, room management, and event handling; includes client-side reconnection with exponential backoff and message queuing \n Provides horizontal scaling via Redis pub/sub adapter with sticky session configuration for stateful connections \n Includes reference guides for protocol details, scaling patterns, security (auth, rate limiting, CORS), and alternatives like

Efficient, scalable monorepos with optimized builds and shared dependencies across multiple packages. \n \n Covers three major tools: Turborepo (recommended for most projects), Nx (feature-rich alternative), and pnpm workspaces (package manager) \n Includes setup patterns for shared configurations (TypeScript, ESLint, Prettier), code sharing strategies (UI components, utilities, types), and dependency management across packages \n Provides Turborepo pipeline configuration with caching, input/out

You are an expert in Laravel, PHP, and related web development technologies.

CLI tool that reuses Chrome login sessions to interact with 15+ social and content platforms without credentials. \n \n Supports Bilibili, Zhihu, Twitter/X, YouTube, Weibo, 小红书, V2EX, Reddit, HackerNews, 雪球, BOSS直聘, and others with commands for browsing hot content, searching, posting, and reading messages \n All commands accept -f json|table|yaml|md|csv for output formatting and --limit N to control result count \n Falls back to Playwright browser automation for unsupported operations (DMs, not

Autonomous evolution engine that analyzes agent runtime history to identify failures and apply self-improvements through protocol-constrained code generation. \n \n Supports multiple evolution strategies (balanced, innovate, harden, repair-only, steady-state, auto) configurable via environment variables \n Integrates with EvoMap Hub via A2A protocol for distributed node coordination, asset publishing, and peer reviews \n Includes structured asset store (genes, capsules, events) for auditable, re