practices▌

Real-time search, content extraction, AI-powered answers, and deep research across 25+ specialized data sources. \n \n Four core APIs: Search (web, academic, financial, news), Contents (URL extraction with summarization), Answer (cited synthesis), and DeepResearch (comprehensive reports in fast/standard/heavy modes) \n Supports domain-specific queries across academic papers, SEC filings, clinical trials, stock data, prediction markets, and transportation sources with source filtering \n Official

Type-first Python development using dataclasses, discriminated unions, NewType, and Protocol to make illegal states unrepresentable. \n \n Define data models and function signatures before implementation; use frozen dataclasses, Literal-based discriminated unions, and NewType for domain primitives to prevent invalid states at type-check time \n Leverage Protocol for structural typing, TypedDict for external data shapes, and exhaustive pattern matching with match statements to catch incomplete lo

Vue 3 Options API patterns, TypeScript integration strategies, and context-binding gotchas. \n \n Covers TypeScript type safety for component properties, this context, prop validators, event handlers, complex types, provide/inject, and computed return types \n Addresses common method and lifecycle hook pitfalls including arrow function binding issues and stateful method side effects \n Includes references to specific solutions for each pattern, from defineComponent setup to proper event handler

Next.js App Router development patterns covering server/client components, data fetching, and routing. \n \n Server Components are the default; use Client Components only for interactivity (useState, event handlers, forms) \n Data fetching belongs in Server Components with three caching strategies: static (build-time), ISR (time-based revalidation), and dynamic (no-store) \n File conventions organize routes: page.tsx for UI, layout.tsx for shared structure, loading.tsx and error.tsx for states,

Vue Router 4 patterns, navigation guards, and route-lifecycle best practices. \n \n Covers five navigation guard patterns including async/await handling, deprecated next() function migration, and infinite redirect loop prevention \n Addresses route lifecycle gotchas such as stale data when navigating with param changes and event listener cleanup on unmount \n Includes guidance on component instance access in beforeRouteEnter guards and param-change detection across same-route navigation \n Provi

Vue 3 Options API patterns, TypeScript integration strategies, and context-binding gotchas. \n \n Covers TypeScript type safety for component properties, this context, prop validators, event handlers, complex types, provide/inject, and computed return types \n Addresses common method and lifecycle hook pitfalls: arrow function binding issues, context loss, and stateful method state leakage across instances \n Organized as a reference guide with linked examples for each pattern and anti-pattern \

Redis development best practices for caching, data structures, and high-performance operations. \n \n Covers five core data structures (strings, hashes, lists, sets, sorted sets) plus streams, with command examples and use-case guidance for each \n Includes three caching patterns (cache-aside, write-through, invalidation) with pseudo-code and TTL strategies to prevent thundering herd \n Addresses high availability via replication, Sentinel, and cluster configuration with hash tags for key distri

Vue Router 4 patterns, navigation guards, and route-lifecycle best practices. \n \n Covers five navigation guard patterns including async/await handling, deprecated next() function migration, infinite redirect loops, and param-change detection \n Addresses route-lifecycle gotchas like stale data when navigating between same routes and event listener cleanup on component unmount \n Includes production SPA setup guidance and component instance access patterns in beforeRouteEnter guards \n

Structured content modeling guidance for schema design, reusability, and multi-channel delivery. \n \n Covers core principles: treating content as data rather than pages, maintaining single sources of truth, designing for future channels, and optimizing for editor workflows \n Includes decision frameworks for references versus embedded objects, separation of concerns, and content reuse patterns \n Provides taxonomy and classification guidance for flat, hierarchical, and faceted approaches \n App

Multi-tenant organization setup with member management, role-based access control, and team support via Better Auth. \n \n Configure organizations with customizable creation rules, membership limits, and ownership constraints; creators automatically receive the owner role \n Manage members and invitations with email delivery, expiration windows, and shareable invitation URLs; support multiple roles per member \n Define custom roles and permissions with dynamic access control; check permissions s