dspy-evaluation-suite
This skill should be used when the user asks to "evaluate a DSPy program", "test my DSPy module", "measure performance", "create evaluation metrics", "use answer_exact_match or SemanticF1", mentions "Evaluate c...
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This skill should be used when the user asks to "evaluate a DSPy program", "test my DSPy module", "measure performance", "create evaluation metrics", "use answer_exact_match or SemanticF1", mentions "Evaluate c...
This skill should be used when the user asks to "optimize an agent with GEPA", "use reflective optimization", "optimize ReAct agents", "provide feedback metrics", mentions "GEPA optimizer", "LLM reflection", "e...
This skill should be used when the user asks to "integrate DSPy with Haystack", "optimize Haystack prompts using DSPy", "use DSPy to improve Haystack pipeline", mentions "Haystack pipeline optimization", "combi...
This skill should be used when the user asks to "create a DSPy signature", "define inputs and outputs", "design a signature", "use InputField or OutputField", "add type hints to DSPy", mentions "signature class...
This skill should be used when the user asks to "bootstrap few-shot examples", "generate demonstrations", "use BootstrapFewShot", "optimize with limited data", "create training demos automatically", mentions "t...
This skill should be used when the user asks to "build a RAG pipeline", "create retrieval augmented generation", "use ColBERTv2 in DSPy", "set up a retriever in DSPy", mentions "RAG with DSPy", "context retriev...
This skill should be used when the user asks to "optimize a DSPy program", "use MIPROv2", "tune instructions and demos", "get best DSPy performance", "run Bayesian optimization", mentions "state-of-the-art DSPy...
Test Model Context Protocol (MCP) servers using the MCP Inspector CLI with correct syntax
Sensitive data patterns for security testing: API keys, credit cards, emails, SSNs, phone numbers, IPs, and more. Use for data discovery and validation.
Top password lists for authorized security testing: common passwords, darkweb leaks, worst passwords. Curated essentials (
Web shell samples for detection and analysis: PHP, ASP, ASPX, JSP, Python, Perl shells. Use for security research and detection system testing.
Top username lists for enumeration: common usernames, default credentials, names. Curated essentials for authorized testing.
Essential fuzzing payloads: SQL injection, command injection, special characters. Curated essentials for vulnerability testing.
Use picocom to interact with IoT device UART consoles for pentesting operations including device enumeration, vulnerability discovery, bootloader manipulation, and gaining root shells. Use when the user needs t...
Master product launch planning including launch types (soft, hard, tiered), launch strategies, launch timelines, cross-functional coordination, and launch execution. Use when planning product launches, coordina...
Master product launches, positioning, messaging, and GTM strategies. Use when planning launches, entering markets, or positioning products.
Problem and solution validation methodologies, assumption testing, and MVP validation experiments
Master product positioning and differentiation using April Dunford's framework for creating category-defining products. Use when launching new products, repositioning existing products, defining competitive str...
Master PRD templates including problem statements, success metrics, requirements, user stories, and technical considerations. Use when writing PRDs, documenting features, defining requirements, communicating pr...
Apply RICE, ICE, MoSCoW, Kano, and Value vs Effort frameworks. Use when prioritizing features, roadmap planning, or making trade-off decisions.
Master competitive analysis templates including competitor deep-dives, battle cards, feature comparison matrices, and win/loss analysis. Use when analyzing competitors, creating battle cards for sales, position...
Master user story templates including As-a/I-want/So-that format, acceptance criteria (Given-When-Then), story splitting, and INVEST criteria. Use when writing user stories, defining acceptance criteria, splitt...
Usability testing methodology, Nielsen's heuristics, and usability metrics for evaluating user interfaces
Master techniques for writing clear, complete product specifications and requirements documents (PRDs). Use when defining feature requirements, writing user stories, creating acceptance criteria, documenting AP...
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