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springboot-verification

springboot-verification

230Ktesting-qa

Verification loop for Spring Boot projects: build, static analysis, tests with coverage, security scans, and diff review before release or PR.

affaan-m avataraffaan-m
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cost-aware-llm-pipeline

cost-aware-llm-pipeline

230Kprompting-reasoning

Cost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching.

affaan-m avataraffaan-m
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agentic-engineering

agentic-engineering

230Kagent-workflows

Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing.

affaan-m avataraffaan-m
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codebase-onboarding

codebase-onboarding

230Kbackend-api

Analyze an unfamiliar codebase and generate a structured onboarding guide with architecture map, key entry points, conventions, and a starter CLAUDE.md. Use when joining a new project or setting up Claude Code for the first time in a repo.

affaan-m avataraffaan-m
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rust-testing

rust-testing

230Ktesting-qa

Rust testing patterns including unit tests, integration tests, async testing, property-based testing, mocking, and coverage. Follows TDD methodology.

affaan-m avataraffaan-m
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deep-research

deep-research

230Kresearch-knowledge

Multi-source deep research using firecrawl and exa MCPs. Searches the web, synthesizes findings, and delivers cited reports with source attribution. Use when the user wants thorough research on any topic with evidence and citations.

affaan-m avataraffaan-m
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kotlin-coroutines-flows

kotlin-coroutines-flows

230Ktesting-qa

Kotlin Coroutines and Flow patterns for Android and KMP — structured concurrency, Flow operators, StateFlow, error handling, and testing.

affaan-m avataraffaan-m
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autonomous-loops

autonomous-loops

230Kagent-workflows

Patterns and architectures for autonomous Claude Code loops — from simple sequential pipelines to RFC-driven multi-agent DAG systems.

affaan-m avataraffaan-m
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content-hash-cache-pattern

content-hash-cache-pattern

230Kresearch-knowledge

Cache expensive file processing results using SHA-256 content hashes — path-independent, auto-invalidating, with service layer separation.

affaan-m avataraffaan-m
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content-engine

content-engine

230Kwriting-content

Create platform-native content systems for X, LinkedIn, TikTok, YouTube, newsletters, and repurposed multi-platform campaigns. Use when the user wants social posts, threads, scripts, content calendars, or one source asset adapted cleanly across platforms.

affaan-m avataraffaan-m
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swiftui-patterns

swiftui-patterns

230Kdesign-ui

SwiftUI architecture patterns, state management with @Observable, view composition, navigation, performance optimization, and modern iOS/macOS UI best practices.

affaan-m avataraffaan-m
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ai-first-engineering

ai-first-engineering

230Ktesting-qa

Engineering operating model for teams where AI agents generate a large share of implementation output.

affaan-m avataraffaan-m
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regex-vs-llm-structured-text

regex-vs-llm-structured-text

230Ktesting-qa

Decision framework for choosing between regex and LLM when parsing structured text — start with regex, add LLM only for low-confidence edge cases.

affaan-m avataraffaan-m
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laravel-tdd

laravel-tdd

230Ktesting-qa

Laravel testing strategies with PHPUnit, Pest, model factories, HTTP tests, Sanctum authentication testing, mocking, and coverage.

affaan-m avataraffaan-m
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investor-materials

investor-materials

230Kagent-workflows

Create and update pitch decks, one-pagers, investor memos, accelerator applications, financial models, and fundraising materials. Use when the user needs investor-facing documents, projections, use-of-funds tables, milestone plans, or materials that must stay internally consistent across multiple fundraising assets.

affaan-m avataraffaan-m
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video-editing

video-editing

230Kagent-workflows

AI-assisted video editing workflows for cutting, structuring, and augmenting real footage. Covers the full pipeline from raw capture through FFmpeg, Remotion, ElevenLabs, fal.ai, and final polish in Descript or CapCut. Use when the user wants to edit video, cut footage, create vlogs, or build video content.

affaan-m avataraffaan-m
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python-testing

python-testing

230Ktesting-qa

Python testing strategies using pytest, TDD methodology, fixtures, mocking, parametrization, and coverage requirements.

affaan-m avataraffaan-m
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django-security

django-security

230Ksecurity

Django security best practices, authentication, authorization, CSRF protection, SQL injection prevention, XSS prevention, and secure deployment configurations.

affaan-m avataraffaan-m
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springboot-security

springboot-security

230Ksecurity

Spring Security best practices for authn/authz, validation, CSRF, secrets, headers, rate limiting, and dependency security in Java Spring Boot services.

affaan-m avataraffaan-m
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prompt-optimizer

prompt-optimizer

230Kfrontend

Analyze raw prompts, identify intent and gaps, match ECC components (skills/commands/agents/hooks), and output a ready-to-paste optimized prompt. Advisory role only — never executes the task itself. TRIGGER when: user says "optimize prompt", "improve my prompt", "how to write a prompt for", "help me prompt", "rewrite this prompt", or explicitly asks to enhance prompt quality. Also triggers on Chinese equivalents: "优化prompt", "改进prompt", "怎么写prompt", "帮我优化这个指令". DO NOT TRIGGER when: user wants the task executed directly, or says "just do it" / "直接做". DO NOT TRIGGER when user says "优化代码", "优化性能", "optimize performance", "optimize this code" — those are refactoring/performance tasks, not prompt optimization.

affaan-m avataraffaan-m
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article-writing

article-writing

230Kwriting-content

Write articles, guides, blog posts, tutorials, newsletter issues, and other long-form content in a distinctive voice derived from supplied examples or brand guidance. Use when the user wants polished written content longer than a paragraph, especially when voice consistency, structure, and credibility matter.

affaan-m avataraffaan-m
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cpp-coding-standards

cpp-coding-standards

230Kcode-generation

C++ coding standards based on the C++ Core Guidelines (isocpp.github.io). Use when writing, reviewing, or refactoring C++ code to enforce modern, safe, and idiomatic practices.

affaan-m avataraffaan-m
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market-research

market-research

230Kresearch-knowledge

Conduct market research, competitive analysis, investor due diligence, and industry intelligence with source attribution and decision-oriented summaries. Use when the user wants market sizing, competitor comparisons, fund research, technology scans, or research that informs business decisions.

affaan-m avataraffaan-m
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strategic-compact

strategic-compact

230Ktesting-qa

Suggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction.

affaan-m avataraffaan-m
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