
Publisher on askill
Tiered context management for multi-agent workflows. Use when: - Starting a new session and need to load project context - Context window approaching capacity (>70% usage) - Switching between differen...
Use when implementing quantum-resistant cryptographic signing. Triggers: "quantum signing", "ML-DSA", "post-quantum", "operation signing", "quantum-resistant". NOT for: Standard encryption or non-cryp...
Research latest releases from GitHub repositories relevant to guilde-lite. Use when: - User asks to check for updates - Starting a new development phase - Periodic maintenance review - Investigating c...
Use when building multi-agent workflows with Microsoft Agent Framework. Triggers: "workflow builder", "sequential workflow", "concurrent agents", "handoff", "group chat", "magentic". NOT for: Single-a...
AI-driven test generation with mutation testing and property-based testing. Research shows property-based tests find 50x more bugs than unit tests. Use when: - Need comprehensive test coverage for new...
Tiered context management for multi-agent workflows. Use when: - Starting a new session and need to load project context - Context window approaching capacity (>70% usage) - Switching between differen...
Research latest releases from GitHub repositories relevant to guilde-lite. Use when: - User asks to check for updates - Starting a new development phase - Periodic maintenance review - Investigating c...
Use when building multi-agent systems with Microsoft Agent Framework. Triggers: "microsoft agents", "agent framework", "semantic kernel", "autogen", "agent graph". NOT for: Simple single-agent scenari...
AI-driven test generation with mutation testing and property-based testing. Research shows property-based tests find 50x more bugs than unit tests. Use when: - Need comprehensive test coverage for new...
Multi-agent code review orchestration following 2024-2025 best practices. Use when: - Reviewing code changes before commit or merge - PR review with comprehensive analysis needed - Security audit of c...
Multi-agent code review orchestration following 2024-2025 best practices. Use when: - Reviewing code changes before commit or merge - PR review with comprehensive analysis needed - Security audit of c...
TDD Red Phase expert. Activate when: - Starting new feature development with TDD - User mentions "write test first", "failing test", "red phase" - Need to design test cases before implementation - Que...