ML Ops
Machine learning operations
pydanticai-docs
by DougTrajano
Use this skill for requests related to Pydantic AI framework - building agents, tools, dependencies, structured outputs, and model integrations.
latest-software-version
by GoogleCloudPlatform
Real-time source of truth for software and model versions. Activate when adding dependencies, installing packages, or identifying Gemini model names. Bypasses internal knowledge cutoffs by querying live registries (NPM, PyPI, Go Proxy) and official documentation.
domain-modeling
by proflead
Model domains and bounded contexts for complex systems. Use when a senior developer needs domain-driven design guidance.
escalation-governance
by athola
'NEVER escalate without investigation first. This is the Iron Law. Use
architecture-paradigm-microkernel
by athola
'Minimal core system with plugin-based feature extensibility for platform
qwen-delegation
by athola
Qwen CLI delegation workflow implementing delegation-core for Alibaba's
architecture-paradigms
by athola
Interactive selector and router for architecture paradigms. Use when
architecture-paradigm-pipeline
by athola
'Consult this skill when designing data pipelines or transformation workflows.
gemini-delegation
by athola
Gemini CLI delegation workflow implementing delegation-core for Google's
legislative-monitoring
by Hack23
Voting pattern analysis, committee effectiveness, bill tracking, parliamentary oversight for Swedish intelligence operations
competitive-analysis
by RefoundAI
Help users understand and respond to competition. Use when someone is positioning against competitors, evaluating market threats, running competitive war games, or deciding how much to focus on competitors versus customers.
organizational-transformation
by RefoundAI
Help users transform organizations toward modern product practices. Use when someone is trying to shift from feature teams to product teams, introduce empowered teams, modernize legacy processes, or drive cultural change in how product is built.
building-with-llms
by RefoundAI
Help users build effective AI applications. Use when someone is building with LLMs, writing prompts, designing AI features, implementing RAG, creating agents, running evals, or trying to improve AI output quality.
ai-evals
by RefoundAI
Help users create and run AI evaluations. Use when someone is building evals for LLM products, measuring model quality, creating test cases, designing rubrics, or trying to systematically measure AI output quality.
ai-product-strategy
by RefoundAI
Help users define AI product strategy. Use when someone is building an AI product, deciding where to apply AI in their product, planning an AI roadmap, evaluating build vs buy for AI capabilities, or figuring out how to integrate AI into existing products.
threat-model-generation
by Factory-AI
Generate a STRIDE-based security threat model for a repository. Use when setting up security monitoring, after architecture changes, or for security audits.
graphics-rendering
by pluginagentmarketplace
3D graphics, shaders, VFX, lighting, rendering optimization. Create stunning visuals with production-ready techniques.
megatron-memory-estimator
by yzlnew
Estimate GPU memory usage for Megatron-based MoE (Mixture of Experts) and dense models. Use when users need to (1) estimate memory from HuggingFace model configs (DeepSeek-V3, Qwen, etc.), (2) plan GPU resource allocation for training, (3) compare different parallelism strategies (TP/PP/EP/CP), (4) determine if a model fits in available GPU memory, or (5) optimize training configurations for memory efficiency.
slime-user
by yzlnew
Guide for using SLIME (LLM post-training framework for RL Scaling). Use when working with SLIME for reinforcement learning training of language models, including setup, configuration, training execution, multi-turn interactions, custom reward models, tool calling scenarios, or troubleshooting SLIME workflows. Covers GRPO, GSPO, PPO, Reinforce++, multi-agent RL, VLM training, FSDP/Megatron backends, SGLang integration, dynamic sampling, and custom generation functions.
stacks-events
by stacksjs
Use when working with the event system in a Stacks application - dispatching events, listening for events, model events, wildcard listeners, the event emitter, or event-driven architecture. Covers @stacksjs/events, app/Events.ts, app/Listener.ts, and app/Listeners/.
convert-elm-haskell
by aRustyDev
Bidirectional conversion between Elm and Haskell. Use when migrating projects between these languages in either direction. Extends meta-convert-dev with Elm↔Haskell specific patterns. Use when migrating Elm frontend code to Haskell, translating Elm patterns to idiomatic Haskell, or refactoring Elm codebases. Extends meta-convert-dev with Elm-to-Haskell specific patterns.
vvvv-fundamentals
by tebjan
Explains vvvv gamma core concepts — data types, frame-based execution model, pins, pads, links, node browser, live compilation (source project vs binary reference workflows), .vl document structure, file types (.vl/.sdsl/.cs/.csproj), ecosystem overview, and AppHost runtime detection. Use when the user asks about vvvv basics, how vvvv works, the live reload model, when to patch vs code, or needs an overview of the visual programming environment.
stacks-auto-imports
by stacksjs
Use when checking browser/server binding delivery, model globals, registry generation, or the difference between ambient declarations and runtime imports. Covers Stacks auto-imports, stx client delivery, server boot and generated registries (107 models).
appfactory-builder
by NeverSight
Build and deploy production apps using AppFactory's 7 pipelines (websites, mobile, dApps, AI agents, plugins, mini apps, bots). One prompt → live URL.