Microsoft Fabric workspace management, governance, REST API patterns, and medallion architecture implementation
Architectural patterns for org migration — org merge (consolidate two orgs into one), org split (separate one org into two), and coexistence (run both for a transition period with…
Reference Architecture for MindTickle. Trigger: "mindtickle reference architecture".
Implement a production-ready reference architecture for Miro REST API v2 integrations with layered design, caching, and event processing.
Ask questions against Mission Control's codebase understanding. Use for architecture questions, where-is-this-handled, why-does-this-exist, and codebase Q&A grounded in the…
Use when designing space missions, computing launch windows, optimizing trajectories, analyzing payload constraints, or planning mission phases and contingencies.
Implement Mistral AI reference architecture with best-practice project layout. Use when designing new Mistral AI integrations, reviewing project structure, or establishing…
Deep expertise in ML/CV model selection, training pipelines, and inference architecture. Use when designing machine learning systems, computer vision pipelines, or AI-powered…
Use when the user wants an implementation plan, architecture design, or multi-step ML pipeline — "build X", "implement X", "design X", "set up X
Coaches end-to-end ML system design interviews covering inference pipelines, recommendation systems, RAG, feature stores, and monitoring.
Alfred SuperAgent의 필수 규칙을 정의합니다. November 2025 enterprise standard 기반. 3-Layer architecture, 4-Step workflow, Agent-first paradigm, Skill invocation rules, AskUserQuestio — from…
Alfred SuperAgent의 필수 규칙을 정의합니다. November 2025 enterprise standard 기반. 3-Layer architecture, 4-Step workflow, Agent-first paradigm, Skill invocation rules, AskUserQuestio — from…
Strategic thinking framework integrating First Principles Analysis, Stanford Design Thinking, and MIT Systems Engineering for deeper problem-solving.
Electron 33+ desktop app development specialist covering Main/Renderer process architecture, IPC communication, auto-update, and packaging with Electron Forge.
Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral).
State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with hardware-aware design.
Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transformers. By Andrej Karpathy.
RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN (sequential).
Provides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP).
Shape source-backed model and diagram review artifacts for architecture, UML-style, C4, dependency, and workflow views.
Skill para diseñar, revisar y generar artefactos de arquitectura modular (capas, features, boundaries, paquetes, y estrategias de integración).
Apply modular synthesis principles to system design, workflow architecture, and conceptual frameworks.
Modular architecture health assessor for Logseq Template Graph. Analyzes module balance, cohesion, size distribution, and dependencies.
Monolith-local Diversio PR review harness for deep PR understanding, deterministic worktree reuse/bootstrap, persistent review context across passes, resolved-comment-aware…
Monolith is a CLI tool and Rust library that saves complete web pages as a single HTML file by embedding CSS, images, JavaScript, and fonts as data URLs.
Expert in monorepo architecture, build systems, and dependency management at scale. Masters Nx, Turborepo, Bazel, and Lerna for efficient multi-project development.
找出架構摩擦與 deep module 候選，但不直接修改實作程式碼。 Use when: 使用者要架構回看、找重構候選、改善可測性、 或把實作中暴露的架構摩擦整理成 OpenSpec 候選。
Architecture de messaging IoT avec MQTT incluant brokers, topics, QoS, sécurité et patterns. Se déclenche avec "MQTT", "broker MQTT", "Mosquitto", "IoT messaging", "topic — from…
Use when designing or evaluating MuleSoft Anypoint Platform deployment topology, runtime model selection, API governance with API Manager, or Anypoint Exchange strategy.
Use when designing a unified multi-channel service strategy spanning phone (Service Cloud Voice), email (Email-to-Case), chat (Messaging for In-App/Web), social, and SMS with…
Decision framework and patterns for architecting applications across AWS, Azure, and GCP.
Design multi-cloud architectures using a decision framework to select and integrate services across AWS, Azure, and GCP.
Use when designing a strategy for multiple Experience Cloud sites within one Salesforce org, selecting a domain and URL pattern, planning shared LWC component libraries, designing…
Multi-store Commerce architecture: shared catalog, localization, multi-currency, multi-language, and regional storefront design for B2B, D2C, and SFCC deployments.
Use when working with the multi-tenant architecture — customer DB switching, FQDN routing, tenant isolation, or cross-tenant operations.
Tenant isolation, row-level security, shared/siloed schema patterns for SaaS platforms. Activate on: multi-tenant, tenant isolation, RLS, shared database, SaaS architecture,…
Multiplayer game development principles. Architecture, networking, synchronization. — from ThaiQuangSon031108FSDev/AlgoSphere-Enterprise
Multiplayer game development principles. Architecture, networking, synchronization. — from bg-szy/TOP-SKILLS
Build standalone AI Agents with LLM direct-connect, tool calling, agentic loop, real-time status bar, permission system, and multi-provider support.
A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems.
Define and manage design tokens, apply token systems to existing codebases, and build design system foundations.
Use when the user says "/decision", "/mxDecision", "document decision", "write an ADR", "record a decision", "architectural decision", "ADR", or otherwise wants to capture a…
Use when the user says "/designcheck", "/mxDesignChecker", "review the design", "check the spec", "review this ADR", "audit architecture", "second opinion on this code", or…
Comprehensive n8n workflow engineering support for creating production-ready workflows. Use when users need to generate n8n workflows, debug loop execution issues, implement…
Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transformers. By Andrej Karpathy.
Use when designing a production Navan API integration architecture — API gateway, token management, data sync pipelines, ERP connectors, and monitoring stack.
Evaluate systems through an entropy/negentropy lens — is this system decaying or growing? Use when making architecture decisions, evaluating system health, or when the user…
Guide for onboarding new model architectures into NeMo AutoModel, including architecture discovery, implementation patterns, registration, and validation.
Describes the NemoClaw plugin and blueprint architecture and how they orchestrate the OpenClaw sandbox. Use when looking up architecture, plugin structure, or blueprint design.
Reference desk for NVIDIA Nemotron 3 Ultra (550B-A55B) — architecture, NVFP4 pretraining, SFT, MOPD (multi-teacher on-policy distillation), MTP boosting, quantization, inference.
Senior Elite Software Engineer (15+) and Senior Product Designer. Full workflow with planning, architecture, TDD, clean code, and pixel-perfect UX validation.
Conception et déploiement de VPN incluant WireGuard, OpenVPN, IPSec pour les architectures site-to-site et remote access.
Use when automating model architecture design, optimizing hyperparameters, or exploring neural network configurations - covers NAS algorithms, search spaces, Bayesian…
Neural pattern training with SONA (Self-Optimizing Neural Architecture), MoE (Mixture of Experts), and EWC++ for knowledge consolidation.
Scaffold a new Architecture Decision Record in docs/adr/ with the repo's canonical format and the next available sequential number
Scaffold a new architecture document. TOGAF ADM phase-aware (Phase A, B, C-Data, C-Application, D) with per-phase detailed templates loaded on demand.
CQRS dikey dilim (vertical slice) üretir: Command/Query + Handler + Validator + Result + testleri, projenin Clean Architecture + MediatR konvansiyonlarına birebir uyumlu.
Aftermarket cybernetic network device framework. nhero is the umbrella for all pill-dispenser-as-network-device modifications — from Hero Health hardware RE to PyHole DNS-style…
Domain knowledge for the nightly main-to-dev sync workflow. Covers merge strategy, CI architecture, failure investigation, and known issues.
Medical image segmentation with nnU-Net's self-configuring framework — auto-selects architecture, preprocessing, training for any modality.