Hexagonal architecture (ports & adapters) for TypeScript Node.js backends. Package structure, port definitions, use case implementation, adapter patterns, DI wiring, and testing…
Advanced Hexagonal Architecture anti-patterns for TypeScript — domain importing framework dependencies, use cases depending on concrete adapters, HTTP handlers bypassing use…
Query the local code graph (functions, classes, calls, imports) through the Deeplake mount at memory/graph/.
Advanced patterns for Hono-based Electron IPC including CQRS, Zod validation, error handling, and reactive data with RxJS.
Set up Hono-based type-safe IPC architecture for Electron applications. Use when implementing IPC communication, creating routes between main and renderer processes, or migrating…
Design hook-based event systems for ADW observability. Use when implementing real-time event broadcasting, creating hook pipelines, or building agent activity monitoring.
Use when reasoning about React Hooks as a discipline: when a render is the right shape for state, why the Rules of Hooks exist as a compile-time invariant, how the dependency…
Implement Hootsuite reference architecture with best-practice project layout. Use when designing new Hootsuite integrations, reviewing project structure, or establishing…
Maps HPX C++ library components to their `vendor/hpx/` source locations, tracks which HPX features are already wrapped in HPyX, and identifies unwrapped candidates for new Python…
HR Intelligence vertical — 6 sub-systems composed into a sovereign domain sub-stack. Loaded when working on hiring, performance, training, culture, talent, or org architecture…
Help HR business partners, compensation specialists, and total rewards leaders understand, design, and implement job architecture frameworks including job families, career levels,…
Analyze an HR operations system for headcount planning effectiveness, attrition pattern detection, compensation benchmarking accuracy, workforce analytics maturity, and onboarding…
Help HR and technical recruiting teams hire and evaluate software architect and staff/principal engineer candidates.
Help HR technology teams plan and manage integrations between HR systems (HRIS, ATS, payroll, LMS, benefits platforms) so data flows accurately across the HR tech stack.
Build dynamic web interfaces with htmx using hypermedia-driven patterns for partial page updates, lazy loading, infinite scroll, and server-sent events without writing JavaScript.
Pentagram Info-Architecture (信息建筑·红) — rational Swiss-grid data decks adapted from the ppt-pentagram showcase of 花叔 (alchaincyf)'s huashu-design.
Review Huawei Cloud event-driven architecture designs — DMS Kafka dead-letter configuration, ROMA Connect integration flow capacity, FunctionGraph event trigger idempotency, SMN…
Design Huawei Cloud solutions — product selection, enterprise-project model design, region selection for MLPS/sovereignty requirements, architecture patterns, multi-zone and…
Systematic architectural thinking that emphasizes irreplaceable human capabilities. Use when designing system architecture, making technology decisions, navigating constraints, or…
Configure secure, high-performance connectivity between on-premises infrastructure and cloud platforms using VPN and dedicated connections.
Configure secure, high-performance connectivity between on-premises infrastructure and cloud platforms using VPN and dedicated connections.
Hybrid edge-cloud AI architecture: local-first inference with cloud escalation, model cascading, and splitting the workload across device and datacenter to balance latency, cost,…
Use when you have 1H NMR spectral data from complex mixtures and need to identify component compounds, but a single architecture (CNN or Transformer alone) fails to capture both…
Answers questions about HyperFleet architecture, design patterns, versioning strategies, cluster lifecycle, event-driven architecture, adapter framework, and git workflow by…
Design agent-native applications where agents replace UI users as the primary actor. Use when designing MCP tools, agent-loop architectures, shared-workspace file pattern — from…
Structured reasoning modifiers (/think, /verify, /adversarial, /edge, /confidence, /assumptions, etc.) to stress-test decisions, surface assumptions, or enumerate edge ca — from…
Analyze ML model architecture from papers and code. Use when understanding model structure for implementation.
Implement Ideogram reference architecture with prompt templates, asset pipelines, and CDN delivery. Use when designing new Ideogram integrations, building brand asset systems, or…
Use when targeting IEEE/ACM International Symposium on Microarchitecture (MICRO) or deciding whether a computer-science manuscript fits this venue.
Use when targeting IEEE International Symposium on High-Performance Computer Architecture (HPCA) or deciding whether a computer-science manuscript fits this venue.
Unified Namespace (UNS) architecture for IIoT. Topic hierarchy, NATS subjects, and data flow patterns.
图片生成, 架构图, 流程图, 时序图, 泳道图, diagram, architecture, flowchart, sequence, swimlane, image generation, nano banana, 生图, 画图, 画一个, 生成图片, generate image, draw diagram — from Boonanpro/done
图片生成, 架构图, 流程图, 时序图, 泳道图, diagram, architecture, flowchart, sequence, swimlane, image generation, nano banana, 生图, 画图, 画一个, 生成图片, generate image, draw diagram — from…
Step-by-step guide for implementing DDD aggregates following patterns with Clean Architecture.
Run a TOGAF Phase G Implementation Governance review. Produces Architecture Contracts (joint sponsor/delivery agreements), Compliance Assessments against the 8 TOGAF checklists,…
Provides detailed guidance on how to implement a single plan step while adhering to architecture and quality standards.
Generate comprehensive implementation guides for coding tasks instead of writing code directly. Use when the user requests detailed implementation documentation, step-by-step…
Conduct structured implementation postmortems to gather feedback on architecture conformance, library friction, and tooling effectiveness.
Complete TDD workflow for implementing business logic (use cases) and API endpoints that make tests pass.
Deploys remote browser isolation (RBI) as a core component of a Zero Trust architecture. Implements isolation
Architecture patterns for GDPR Article 5(1)(c) data minimization and Article 25(1) data protection by design.
Design and implement DDD patterns (entities, value objects, aggregates, CQRS). Use when creating new domain objects, implementing bounded contexts, designing repository…
Implements Pub-Sub patterns using System.Reactive and Channels for event-based communication in .NET.
Implement network segmentation based on the Purdue Enterprise Reference Architecture (PERA) model to separate
Implement production-ready service mesh deployments with Istio, Linkerd, or Cilium. Configure mTLS, authorization policies, traffic routing, and progressive delivery patterns for…
Make the architecture's layering machine-enforced so it can't silently erode. Use when a monorepo has a layered/acyclic package graph but nothing prevents back-edges or…
Fix import statements across the codebase to align with clean architecture layer boundaries. Use when: fixing imports, layer boundary violations, circular import issues,…
Slice-bounded refactor: clarify boundaries, remove incidental complexity, extract duplication. No behavior change.
Improve readiness criterion C3.1 (Architecture Depth) in the current project by generating architecture documentation. Raises the fulfillment level by one step.
Explore a codebase to find opportunities for architectural improvement, focusing on making the codebase more testable by deepening shallow modules.
Survey the codebase, pick ONE high-leverage deepening opportunity (filtering out anything already proposed), and publish it as a PRD-shaped GitHub issue via /to-prd-project.
Give coding agents a local MCP code intelligence graph for fast architecture, symbol, route, impact, and call-path queries across large repositories.
High-level technical SEO and site architecture auditor. Invoke to scan local or live environments for indexing, crawl budget, and structural errors. — from WHOISABHISHEKADHIKARI
Use when designing or reviewing the integration layer between Salesforce Industries clouds (Insurance, Communications, Energy & Utilities) and vertical backend systems such as…
Information architecture patterns including sitemaps, navigation design, content strategy, user flows, and screen inventories.
Always-on visible-output token compression for AI programming agents. Use when user asks for fewer tokens, terse coding-agent output, high information-to-ink ratio, compact…
Design information architecture - site structure, navigation, card sorting, tree testing, taxonomy, labeling systems, and findability.
Review information architecture and create Beads issues from the findings. Converts orphan screens, mislabeled navigation, and grouping problems into trackable Beads tasks with…
Use when organizing content for digital products, designing navigation systems, restructuring information hierarchies, improving findability, creating taxonomies or metadata…
Use to create complete architecture documentation structure. Creates all required architecture documents from templates.