Create technology-free feature specification — WHAT and WHY, not HOW. Use when: writing a feature specification after the Explore phase, defining acceptance criteria and complexity scores, documenting goals and non-goals.
原文语言:英语
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Create technology-free feature specification — WHAT and WHY, not HOW. Use when: writing a feature specification after the Explore phase, defining acceptance criteria and complexity scores, documenting goals and non-goals.
原文语言:英语
Generate phased implementation blueprint with parallel research subagents. Use when: a clarified specification is ready for architecture planning, creating task tables, scoring complexity, and defining implementation phases.
原文语言:英语
Agent drifts, ignores conventions, or misses stale guidance. Audits Biotrackr harness health across four dimensions.
原文语言:英语
Deep codebase research before feature specification — read-only exploration. Use when: starting a new SDD cycle, researching a feature or change before specification, gathering evidence about codebase patterns and constraints.
原文语言:英语
Generate structured GitHub Issue text from SDD spec and plan artifacts. Use when: a specification is complete and needs to be represented as a GitHub Issue for external tracking, sprint planning, or team visibility.
原文语言:英语
Deep design exploration for Workshop Opportunities identified in a specification. Use when: a spec has Workshop Opportunities that need detailed design analysis before clarification, or when a complex topic needs structured option evaluation.
原文语言:英语
Resolve specification ambiguities through targeted questions. Use when: a specification has NEEDS CLARIFICATION markers, open questions need resolution, or workflow mode and testing approach need to be decided.
原文语言:英语
Generate an Architecture Decision Record from SDD spec and clarifications. Use when: a feature requires decisions that outlive the feature itself, such as introducing a new datastore, changing a boundary, or adopting a pattern that becomes precedent.
原文语言:英语
Validate plan readiness before implementation with parallel quality gates. Use when: a plan has been created by the Architect phase and you want to verify completeness, doctrine compliance, and dependency ordering before starting implementation.
原文语言:英语
Build shared understanding by surfacing non-obvious insights from SDD artifacts. Use when: before complex implementation, after creating a spec or plan, when feeling uncertain about assumptions, or between the Architect and Implement phases.
原文语言:英语
Execute one implementation phase with progress tracking and verification. Use when: implementing tasks from an SDD plan, logging discoveries, updating task tables, and running build/test verification per phase.
原文语言:英语
Quality gate review with structured findings and verdict. Use when: reviewing a completed implementation phase, checking spec compliance, convention adherence, test coverage, and issuing APPROVE or REQUEST_CHANGES verdicts.
原文语言:英语
Encode learnings from completed SDD cycles into the agent harness. Use when: a review has been approved and learnings need to be extracted, classified, and encoded into instruction files, copilot-instructions, or AGENTS.md.
原文语言:英语
Blazor component architecture, Razor component patterns, Radzen UI library, and Blazor-specific UX patterns. Use when: building Blazor components, structuring Razor component hierarchy, using Radzen components, implementing Blazor forms, managing component…
原文语言:英语
Ensure .NET/C# code meets best practices for the solution/project.
原文语言:英语
Classic coding interview patterns including two pointers, sliding window, binary search variants, fast/slow pointers, prefix sums, interval merging, and monotonic stack. Use when: solving array or string problems under interview constraints, recognising which…
原文语言:英语
Scalability fundamentals, data partitioning, caching strategies, rate limiting, distributed systems patterns, and microservices data design — bridging classical DSA concepts to real production architecture decisions. Use when: designing or reviewing…
原文语言:英语
Core algorithm design paradigms including dynamic programming, greedy algorithms, divide and conquer, sorting, searching, and backtracking with decision guidance and trade-off analysis. Use when: selecting an algorithm paradigm for a new problem, teaching…
原文语言:英语
Big-O complexity analysis, recursion, foundational data structures, and problem decomposition for engineers without a formal CS background. Use when: analyzing algorithm complexity, performing Big-O analysis, selecting data structures, reviewing code for…
原文语言:英语
Graph representations, BFS, DFS, topological sort, shortest path algorithms, and dependency analysis. Use when: teaching graph theory, analyzing service dependency topologies, implementing BFS or DFS traversal, detecting cycles in dependency graphs,…
原文语言:英语
Arrays, strings, hash tables, linked lists, stacks, and queues — core linear data structures with complexity analysis, implementation patterns, and common problems. Use when: teaching linear data structures, reviewing code for data structure optimization,…
原文语言:英语
Binary trees, BSTs, heaps, priority queues, tries, and tree traversal patterns with complexity analysis and practical trade-offs. Use when: teaching tree or heap data structures, analyzing priority queue implementations, reviewing BFS or DFS traversal code,…
原文语言:英语
Standardized report structure, recommendations, and reportlab PLATYPUS patterns for all Biotrackr health reports
原文语言:英语
Best practices for creating professional health data visualizations with matplotlib and seaborn
原文语言:英语
Biotrackr health data schema, metric extraction patterns, and analysis techniques for Fitbit activity data
原文语言:英语
WCAG 2.2 compliance, ARIA patterns, keyboard navigation, screen reader support, and inclusive design. Use when: reviewing accessibility, adding ARIA attributes, fixing contrast issues, implementing keyboard navigation, creating accessible forms, building…
原文语言:英语
OWASP Agentic Security Top 10 vulnerability knowledge base for identifying, assessing, and remediating security risks in AI agent systems.
原文语言:英语
OWASP CI/CD Top 10 vulnerability knowledge base for identifying, assessing, and remediating security risks in continuous integration and continuous delivery environments.
原文语言:英语
OWASP Docker Top 6 vulnerability knowledge base for identifying, assessing, and remediating security risks in containerized Docker environments.
原文语言:英语
Front-end performance optimization including Core Web Vitals, render performance, asset optimization, and perceived speed. Use when: diagnosing slow page loads, optimizing Largest Contentful Paint (LCP), reducing Cumulative Layout Shift (CLS), improving…
原文语言:英语
OWASP Infrastructure Top 10 vulnerability knowledge base for identifying, assessing, and remediating security risks in internal IT infrastructure environments.
原文语言:英语
OWASP Top 10 for LLM Applications (2025) vulnerability knowledge base for identifying, assessing, and remediating security risks in large language model systems.
原文语言:英语
OWASP MCP Top 10 vulnerability knowledge base for identifying, assessing, and remediating security risks in Model Context Protocol environments.
原文语言:英语
OWASP Machine Learning Top 10 vulnerability knowledge base for identifying, assessing, and remediating security risks in machine learning systems.
原文语言:英语
Mobile-first responsive design patterns, touch interaction guidelines, and adaptive layouts. Use when: designing for mobile viewports, implementing responsive breakpoints, optimizing touch targets, creating adaptive navigation, handling mobile-specific UX…
原文语言:英语
OWASP Mobile Top 10 vulnerability knowledge base for identifying, assessing, and remediating security risks in mobile application environments.
原文语言:英语
OWASP Open Source Software Top 10 vulnerability knowledge base for identifying, assessing, and remediating security risks in open source software dependencies.
原文语言:英语
OWASP Serverless Top 10 vulnerability knowledge base for identifying, assessing, and remediating security risks in serverless application environments.
原文语言:英语
Web design fundamentals including layout systems, CSS architecture, design tokens, typography, and component-based UI patterns. Use when: building page layouts, creating design systems, structuring CSS, choosing layout approaches (grid vs flexbox),…
原文语言:英语
OWASP Top 10 for Web Applications (2025) vulnerability knowledge base for identifying, assessing, and remediating security risks in web application environments.
原文语言:英语