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Root cause analysis, hypothesis-driven debugging, and isolation techniques. Activate when: debugging an issue, reading stack traces, performing root cause analysis, troubleshooting errors, reproducing...
Common failure patterns organized by category with symptoms, causes, and fixes. Activate when: diagnosing dependency conflicts, environment issues, PATH problems, permission errors, CORS errors, DNS f...
Performance profiling methodologies, interpreting profiler output, and benchmarking techniques. Activate when: profiling application performance, reading flame graphs, benchmarking code, identifying b...
Diagnose and resolve n8n workflow validation failures including warnings, false positives, and structural issues. Explains validation profiles, iterative fix cycles, and error categorization. Engage w...
Architect modern React progressive web apps with offline-first capabilities and responsive interfaces. Integrates shadcn/ui component library, service worker patterns, and mobile-friendly layouts. Con...
Engineer production-grade Python CLI tools with UV for package management, Ruff for linting, Pyright for strict typing, Typer for commands, and Rich for polished output. Addresses fail-fast patterns,...
Nous self-improving context system overview. Use when the user asks about "nous", "learnings", "knowledge extraction", "context injection", "how does memory work", "how are learnings captured", or wan...
Author custom Claude Code slash commands as reusable Markdown prompt templates. Covers frontmatter configuration, argument handling, variable substitution, and workflow automation patterns. Invoke whe...
Build autonomous AI agents in Python using the Claude Agent SDK. Covers the GTVR execution pattern (gather, take action, verify, repeat), stateless query() and stateful ClaudeSDKClient APIs, streaming...