doanchienthangdev/omgkit - Página 2

ai-agents

Building AI agents - tool use, planning strategies (ReAct, Plan-and-Execute), memory systems, agent evaluation. Use when building autonomous AI systems, tool-augmented apps, or multi-step workflows.

Idioma do texto original: inglês

ai-architecture

AI application architecture - gateway, orchestration, model routing, observability, deployment patterns. Use when designing AI systems, scaling applications, or building production infrastructure.

Idioma do texto original: inglês

ai-system-evaluation

End-to-end AI system evaluation - model selection, benchmarks, cost/latency analysis, build vs buy decisions. Use when selecting models, designing eval pipelines, or making architecture decisions.

Idioma do texto original: inglês

dataset-engineering

Building and processing datasets - data quality, curation, deduplication, synthesis, annotation, formatting. Use when creating training data, improving data quality, or generating synthetic data.

Idioma do texto original: inglês

evaluation-methodology

Methods for evaluating AI model outputs - exact match, semantic similarity, LLM-as-judge, comparative evaluation, ELO ranking. Use when measuring AI quality, building eval pipelines, or comparing models.

Idioma do texto original: inglês

finetuning

Finetuning Foundation Models - when to finetune, LoRA, QLoRA, PEFT techniques, memory optimization, model merging. Use when adapting models to specific domains, reducing costs, or improving performance.

Idioma do texto original: inglês

foundation-models

Understanding Foundation Models - architecture, sampling parameters, structured outputs, post-training. Use when configuring LLM generation, selecting models, or understanding model behavior.

Idioma do texto original: inglês

guardrails-safety

Protecting AI applications - input/output guards, toxicity detection, PII protection, injection defense, constitutional AI. Use when securing AI systems, preventing misuse, or ensuring compliance.

Idioma do texto original: inglês

inference-optimization

Optimizing AI inference - quantization, speculative decoding, KV cache, batching, caching strategies. Use when reducing latency, lowering costs, or scaling AI serving.

Idioma do texto original: inglês

prompt-engineering

Designing effective prompts - system/user prompts, few-shot learning, chain-of-thought, defensive prompting, injection defense. Use when crafting prompts, improving outputs, or securing AI applications.

Idioma do texto original: inglês

rag-systems

Retrieval-Augmented Generation - chunking strategies, embedding, vector search, hybrid retrieval, reranking, query transformation. Use when building RAG pipelines, knowledge bases, or context-augmented applications.

Idioma do texto original: inglês

ai-engineering

Building production AI applications with Foundation Models. Covers prompt engineering, RAG, agents, finetuning, evaluation, and deployment. Use when working with LLMs, building AI features, or architecting AI systems.

Idioma do texto original: inglês

user-feedback

Collecting and using user feedback - explicit/implicit signals, feedback analysis, improvement loops, A/B testing. Use when improving AI systems, understanding user satisfaction, or iterating on quality.

Idioma do texto original: inglês

managing-databases

AI agent performs database administration tasks including backup/restore, monitoring, replication, security hardening, and maintenance operations. Use when managing production databases, troubleshooting performance, or implementing high availability.

Idioma do texto original: inglês

managing-database-migrations

AI agent implements safe database migrations with zero-downtime strategies, rollback plans, and expand-contract patterns. Use when creating migrations, deploying schema changes, or implementing zero-downtime database updates.

Idioma do texto original: inglês

designing-database-schemas

AI agent designs production-grade database schemas with proper normalization, indexing strategies, and data modeling patterns. Use when creating new databases, designing tables, modeling relationships, or reviewing schema architecture.

Idioma do texto original: inglês

building-with-supabase

AI agent builds full-stack applications with Supabase PostgreSQL, authentication, Row Level Security, Edge Functions, and real-time subscriptions. Use when building apps with Supabase, implementing RLS policies, or setting up Supabase Auth.

Idioma do texto original: inglês

developing-with-mongodb

The agent implements MongoDB NoSQL database solutions with document modeling, aggregation pipelines, and Mongoose ODM. Use when building document-based applications, designing schemas, writing aggregations, or implementing NoSQL patterns.

Idioma do texto original: inglês

developing-with-prisma

The agent implements Prisma ORM for type-safe database access with schema design, migrations, and queries. Use when building database layers, designing relational schemas, implementing type-safe queries, or managing database migrations.

Idioma do texto original: inglês

developing-with-redis

The agent implements Redis caching, data structures, and real-time messaging patterns. Use when implementing caching layers, session storage, rate limiting, pub/sub messaging, or distributed data structures.

Idioma do texto original: inglês

deploying-to-aws

The agent implements AWS cloud solutions with Lambda, S3, DynamoDB, ECS, and CDK infrastructure as code. Use when building serverless functions, deploying containers, managing cloud storage, or defining infrastructure as code.

Idioma do texto original: inglês

automating-with-github-actions

The agent implements GitHub Actions CI/CD workflows with builds, tests, and deployments. Use when setting up continuous integration, automating deployments, creating reusable actions, or implementing security scanning.

Idioma do texto original: inglês

orchestrating-with-kubernetes

The agent implements Kubernetes container orchestration with deployments, services, Helm charts, and production patterns. Use when deploying containerized applications, configuring autoscaling, managing secrets, or setting up ingress routing.

Idioma do texto original: inglês

profiling-performance

Performs browser performance profiling with Lighthouse, Core Web Vitals, and DevTools analysis. Use when auditing page performance, optimizing Core Web Vitals, analyzing bundle sizes, or implementing performance budgets.

Idioma do texto original: inglês

building-django-apps

Builds enterprise Django applications with DRF, ORM optimization, async views, and Celery tasks. Use when creating Python web apps, REST APIs, or full-stack Django projects.

Idioma do texto original: inglês

building-express-apis

Builds production Express.js APIs with TypeScript, middleware patterns, authentication, and error handling. Use when creating Node.js backends, REST APIs, or Express applications.

Idioma do texto original: inglês

building-fastapi-apis

Builds high-performance FastAPI applications with async/await, Pydantic v2, dependency injection, and SQLAlchemy. Use when creating Python REST APIs, async backends, or microservices.

Idioma do texto original: inglês

building-laravel-apis

Builds enterprise Laravel applications with Eloquent, API Resources, Sanctum auth, and queue processing. Use when creating PHP backends, REST APIs, or full-stack Laravel applications.

Idioma do texto original: inglês

building-nestjs-apis

Builds enterprise NestJS applications with TypeScript, dependency injection, TypeORM, and microservices patterns. Use when creating scalable Node.js backends, REST/GraphQL APIs, or microservices.

Idioma do texto original: inglês

building-react-apps

Builds production React applications with hooks, TypeScript, state management, and performance optimization. Use when creating React SPAs, component systems, or interactive UIs.

Idioma do texto original: inglês

building-vue-apps

Builds production Vue 3 applications with Composition API, TypeScript, Pinia, and Vue Router. Use when creating Vue.js SPAs, component libraries, or reactive web interfaces.

Idioma do texto original: inglês

implementing-accessibility

Claude implements WCAG 2.1 AA compliant web interfaces with proper ARIA, keyboard navigation, and screen reader support. Use when building accessible components or auditing existing UIs.

Idioma do texto original: inglês

designing-frontend-patterns

Claude designs scalable React component architectures using compound components, custom hooks, and state machines. Use when building reusable UI systems or complex component APIs.

Idioma do texto original: inglês

building-responsive-layouts

Claude builds responsive web layouts with mobile-first CSS, fluid typography, and container queries. Use when creating adaptive UIs that work across all device sizes.

Idioma do texto original: inglês

building-with-shadcn

Claude builds accessible React UIs using shadcn/ui components with Radix primitives and React Hook Form integration. Use when creating forms, dialogs, or composable UI systems.

Idioma do texto original: inglês

styling-with-tailwind

Claude styles UIs with Tailwind CSS utility classes, responsive design, and dark mode support. Use when creating component styles, theming systems, or responsive layouts.

Idioma do texto original: inglês

building-3d-graphics

Claude builds immersive 3D web experiences with Three.js and React Three Fiber. Use when creating WebGL scenes, 3D animations, shaders, or physics simulations.

Idioma do texto original: inglês

writing-javascript

Writes modern JavaScript with ES2024+ features, async patterns, and functional programming. Use when building Node.js applications, implementing async workflows, or writing clean maintainable code.

Idioma do texto original: inglês

brainstorming-ideas

AI agent generates diverse solutions through structured divergent thinking and systematic exploration frameworks. Use when exploring options, solving problems creatively, or generating alternatives.

Idioma do texto original: inglês

implementing-defense-in-depth

AI agent designs layered security architecture with multiple independent protective barriers ensuring no single point of failure. Use when building security systems, reviewing architecture, or hardening applications.

Idioma do texto original: inglês