Production-ready Dart and Flutter patterns covering null safety, immutable state, async composition, widget architecture, popular state…
Patterns for robust error handling across TypeScript, Python, and Go.
EMR/EHR development patterns for healthcare applications.
Design, implement, and refactor Ports & Adapters systems with clear domain boundaries, dependency inversion, and testable use-case…
Ktor server patterns including routing DSL, plugins, authentication, Koin DI, kotlinx.serialization, WebSockets, and testApplication…
Write-time code quality enforcement using Plankton — auto-formatting, linting, and Claude-powered fixes on every file edit via hooks.
DDD aggregate design patterns for consistency boundaries and invariants.
Triage GitHub issues using the AI triage pipeline.
Use when opening or updating an aiobotocore PR against main.
Reviews system architecture, service boundaries, and technical trade-offs with specialized enhancements for AEC, BIM, and GraphRAG systems.
Provides React Native performance optimization guidelines for FPS, TTI, bundle size, memory leaks, re-renders, and animations.
Install AIWG-compatible packages from remote Git repositories into the current workspace
Manage remotely installed AIWG packages sourced from Git repositories via list, info, and remove subcommands
Patterns for building entity actors with Akka.Hosting - GenericChildPerEntityParent, message extractors, cluster sharding abstraction…
Critical Akka.NET best practices including EventStream vs DistributedPubSub, supervision strategies, error handling, Props vs…
Commit, push, and open a pull request on GitHub
Diagnose and fix common Alchemy SDK and Web3 API errors.
Build NFT collection explorer and smart contract interaction with Alchemy.
Implement Alchemy Compute Unit (CU) rate limiting and request throttling.
Interview the user about every decision branch in the plan until every node is resolved or explicitly deferred.
Merge the winning agent's branch into base, archive losers, and clean up worktrees.