Database

Distributed caching strategies for reducing latency and database load in large-scale systems

Event-driven architecture and CQRS patterns for reactive, decoupled distributed systems

Message queue patterns including pub/sub, fan-out, and reliable delivery for asynchronous communication

Microservices architecture patterns for building independently deployable, loosely coupled services

Rate limiting and throttling strategies for protecting distributed systems at scale

Expert guidance for building, deploying, and optimizing AWS Lambda functions

Expert guidance for orchestrating serverless workflows with AWS Step Functions

Expert guidance for building and deploying applications on Cloudflare Workers at the edge

Expert guidance for mitigating and optimizing cold start latency in serverless functions

Expert guidance for building event-driven serverless architectures with S3, SQS, and EventBridge triggers

Expert guidance for using serverless databases like PlanetScale, Neon, and Turso in serverless applications

Expert guidance for testing serverless applications locally and in CI/CD pipelines

Expert guidance for building Vercel Edge and Serverless Functions for full-stack web applications

Compound component pattern for building flexible, implicitly-shared React component APIs

React Context patterns for efficient state sharing, provider composition, and avoiding unnecessary re-renders

Custom hooks pattern for extracting and reusing stateful logic across React components

Error boundary pattern for gracefully catching and recovering from runtime errors in React component trees

Optimistic update patterns for instant UI feedback with server reconciliation and rollback in React

Render props pattern for sharing cross-cutting logic through function-as-children and render callbacks

React Server Components pattern for zero-bundle server-rendered components with direct backend access

React Suspense patterns for declarative loading states, data fetching, and code splitting

Asyncio patterns for concurrent I/O-bound programming in Python

Context manager patterns using with statements for reliable resource management in Python

Dataclass and Pydantic model patterns for structured data in Python

Decorator patterns for wrapping, extending, and composing Python functions and classes

Dependency injection patterns for loosely coupled, testable Python applications

Generator and itertools patterns for memory-efficient data processing in Python

Metaclass and descriptor patterns for advanced class customization in Python

Type hint patterns and mypy best practices for statically typed Python code

Async Rust programming with async/await, Tokio runtime, futures, and concurrent task patterns

Cargo workspaces, project structure, dependency management, and multi-crate Rust project organization

Rust error handling with Result, Option, the ? operator, and ecosystem crates anyhow and thiserror

Rust lifetime annotations for ensuring reference validity and understanding the borrow checker

Rust ownership, borrowing, and move semantics for writing memory-safe code without a garbage collector

Rust pattern matching with match, if let, while let, destructuring, and advanced match patterns

Rust smart pointers Box, Rc, Arc, RefCell, and their combinations for heap allocation and shared ownership

Rust traits and generics for polymorphism, abstraction, and zero-cost generic programming

Context usage for cancellation, timeouts, deadlines, and value propagation in Go

Error handling patterns including wrapping, sentinel errors, custom types, and error groups in Go

Go generics including type parameters, constraints, and generic data structure patterns (Go 1.18+)

Concurrency patterns using goroutines, channels, select, and sync primitives in Go

HTTP server patterns using net/http, chi, and gin including middleware, routing, and graceful shutdown

Interface design principles, implicit satisfaction, and composition patterns in Go

Go modules, dependency management, versioning, workspaces, and private module configuration

Table-driven tests, benchmarks, fuzzing, test helpers, and testing best practices in Go

Route Handlers for building REST APIs, handling webhooks, streaming responses, and CORS in Next.js App Router

App Router fundamentals including file-based routing, layouts, loading states, and parallel routes in Next.js

Authentication patterns using NextAuth.js (Auth.js) and Clerk for protecting routes and managing sessions in Next.js

Data fetching and caching strategies including Server Components, fetch options, ISR, and the Next.js cache layers

Deployment strategies for Next.js including Vercel, self-hosting with Node.js, Docker containers, and static export

Image optimization with next/image, asset handling, fonts, and performance tuning for Next.js applications

Middleware patterns for request interception, redirects, rewrites, authentication guards, and geo-routing in Next.js

Server Actions and mutations for handling form submissions, data mutations, and revalidation in Next.js

Chain-of-thought prompting to elicit step-by-step reasoning from language models

Prompt evaluation and testing methodologies for measuring and improving prompt quality

Few-shot example prompting to guide model behavior through demonstration

Multi-step prompt chains that decompose complex tasks into sequential LLM calls

RAG prompt patterns for grounding model responses in retrieved context documents

Role and persona prompting to shape model expertise, tone, and perspective

Techniques for reliably extracting structured JSON and typed data from language models