session-guidance
Configure Ralph loop guidance via AUQ flows - forbidden/encouraged items from constraint scan. TRIGGERS - session guidance, loop configuration, /ralph:start Step 1.6.
Configure Ralph loop guidance via AUQ flows - forbidden/encouraged items from constraint scan. TRIGGERS - session guidance, loop configuration, /ralph:start Step 1.6.
Integrate OpenAI ChatKit framework with custom backend and AI agents. Handles ChatKit server implementation, React component integration, context injection, and conversation persistence.
Generate ROS 2 service server and client code examples for educational content. This skill should be used when creating lessons that teach request/response communication, writing exercises involving services, or generating worked examples for synchronous robot commands.
Guide for creating specialized Claude Code subagents with proper YAML frontmatter, focused descriptions, system prompts, and tool configurations. Use when the user wants to create a new subagent, custom agent, specialized AI assistant, or mentions creating/designing/building agents or subagents.
Specialized skill for testing nondominium Holochain applications with Tryorama, providing comprehensive test patterns, agent simulation workflows, performance testing, and multi-agent scenario testing. Use when writing Tryorama tests, debugging zome interactions, or validating Holochain DNA functionality.
Use when building networks that grow, prune, or adapt topology during training. Routes to continual learning, gradient isolation, modular composition, and lifecycle orchestration skills.
Multi-signal framework detection with confidence scoring for 6 major frameworks
The architecture selection router for CNNs, Transformers, RNNs, GANs, GNNs by data modality and constraints
Adaptive epoch selection for Walk-Forward Optimization using efficient frontier analysis. Per-fold epoch sweeps with WFE-based selection and carry-forward priors. TRIGGERS - epoch selection, WFO epoch, walk-forward epoch, training epochs WFO, efficient frontier epochs, overfitting epochs, epoch sweep, BiLSTM epochs, WFE optimization, adaptive hyperparameter, Pardo WFE, epoch carry-forward.
SQL Server 2025 and SqlPackage 170.2.70 (October 2025) - Vector databases, AI integration, and latest features
PostgreSQL and pgvector patterns for Tzurot v3 - Connection management, vector operations, migrations, and Railway-specific considerations. Use when working with database or memory retrieval.
Generate ROS 2 publisher and subscriber code examples for educational content. This skill should be used when creating lessons that teach ROS 2 pub/sub patterns, writing exercises involving topic-based communication, or generating worked examples for rclpy nodes.
AID Phase 2 - Technical Specification. Use for system architecture, API contracts, data models, security architecture, transitioning from PRD to implementation.
Maintain incremental delivery, fail-fast behavior, and structured communication. Use when workflow discipline guidance is required.
Comprehensive guide for developing on EspoCRM - metadata-driven CRM with service layer architecture
MCP (Model Context Protocol) server build and evaluation guide, including local conventions for tool surfaces, config, and testing
Go concurrency patterns for production services: context cancellation, errgroup, worker pools, bounded parallelism, fan-in/fan-out, and common race/deadlock pitfalls
This skill should be used when scaffolding complex concepts for learners. It applies cognitive load architecture principles to break down concepts into digestible pieces while respecting learning science limits.
CQRS and Event Sourcing patterns for scalable, auditable systems with separated read/write models. Use when building audit-required systems, implementing temporal queries, or designing high-scale applications with complex domain logic.
Development guide for @rytass/logistics base package (物流基底套件開發指南). Use when creating new logistics adapters (新增物流 adapter), understanding base interfaces, or extending logistics functionality. Covers LogisticsService, LogisticsInterface, error handling patterns for Taiwan logistics providers. Keywords: logistics adapter, 物流 adapter, 開發指南, CTC, TCAT, 宅配, shipping, delivery