ML Ops
Machine learning operations
openclaw-groq-orpheus-tts
by ahmedeid5
Fast and FREE Arabic (Saudi) & English AI voices. Generous 100 requests per day via Groq API. Professional, high-quality generative TTS using Orpheus models.
Inference Optimization
by sovr610
This skill should be used when the user asks to "optimize inference", "speed up predictions", "add caching", "batch inference", "async inference", "reduce inference latency", "profile inference", "memory efficient inference", "inference pipeline", "warm up model", "KV cache", "inference throughput", "latency benchmark", "optimize forward pass", or needs guidance on inference performance optimization, caching strategies, batch processing, async execution, or latency profiling for the brain_ai system.
Sleep Consolidation Cycle (Offline Replay + Synaptic Homeostasis + Systems Consolidation)
by sovr610
This skill should be used when the user asks to "add sleep cycle", "memory consolidation", "offline replay", "synaptic homeostasis", "sleep-wake cycle", "memory replay consolidation", "sharp wave ripple replay", "slow wave sleep computation", "dream-like generative replay", "synaptic downscaling", "interleaved replay", "systems consolidation", "hippocampal-cortical transfer", "offline training phase", "implement sleep consolidator", "add NREM replay phase", "add REM generative phase", "implement experience replay scheduler", "add weight downscaling", "implement complementary learning systems", "add fast-to-slow transfer", "implement two-phase training", "add sleep phase to training orchestrator", "implement priority replay sampling", "add compressed replay", "implement dream replay from world model", "add pseudo-rehearsal", "implement capacity restoration", "add synaptic renormalization", or mentions sleep consolidation, offline consolidation phase, NREM structured replay, REM creative recombination, sharp-wave ripple compressed replay, synaptic homeostasis hypothesis, Tononi-Cirelli downscaling, complementary learning systems, hippocampal-cortical transfer, fast-to-slow knowledge distillation, dream-like generative replay, pseudo-experience generation, two-phase wake-sleep training, replay priority sampling, capacity restoration, or sleep-wake integration with training orchestrator in the cognitive pipeline.
database-migrations
by Dsantiagomj
Database schema migrations and change management. Covers Prisma migrations, schema versioning, rollback strategies, and safe production deployments. Trigger: When creating database migrations, when modifying schemas, when deploying database changes, when handling rollbacks.
veo-video-gen
by cgk-platform
Generate videos with Veo 3.1 (Google), Kling 3.0 (Kuaishou), or Sora 2 (OpenAI). Supports text-to-video AND image-to-video with customizable duration, aspect ratio, resolution, person generation, and multi-video batch output. Video extension/continuation up to ~3 minutes. Automatically uploads to Slack.
codex-subagent
by yuanxiao0115
Spawn Codex subagents via background shell to offload context-heavy work. Use for: deep research (3+ searches), codebase exploration (8+ files), multi-step workflows, exploratory tasks, long-running operations, documentation generation, or any other task where the intermediate steps will use large numbers of tokens.
regulatory-affairs-head
by nimeshgurung
Senior Regulatory Affairs Manager expertise for HealthTech and MedTech companies. Provides strategic regulatory guidance, submission management, regulatory pathway analysis, global compliance coordination, and cross-functional team leadership. Use for regulatory strategy development, submission planning, regulatory risk assessment, and team coordination activities.
screenshot
by naohainezha
Take screenshots of the screen using macOS screencapture. Use when users ask to see the screen, debug UI, or capture what's displayed. Resize before returning to avoid blowing up model context.
eve-agentic-app-design
by Incept5
Layer agentic capabilities onto a full-stack Eve app — agents, teams, multi-model inference, memory, events, chat, and coordination. Use when designing an app where agents are primary actors, not afterthoughts.
rollback
by pmco23
Use to undo a completed build. Reads .pipeline/plan.md to identify which files were created or modified by each task group, presents a checklist for confirmation, removes or restores confirmed files, and resets .pipeline/build.complete. Requires .pipeline/build.complete.
seedance-ark-experience
by yinfan-ivan
专门针对 Seedance 2.0 模型的提示词优化助手，帮助用户在火山方舟体验中心生成高质量 AI 视频。提供逐步引导式提示词构建、Seedance 2.0 新特性使用指导、火山方舟操作教学。
m14-mental-model
by lywa1998
"Use when learning Rust concepts. Keywords: mental model, how to think about ownership, understanding borrow checker, visualizing memory layout, analogy, misconception, explaining ownership, why does Rust, help me understand, confused about, learning Rust, explain like I'm, ELI5, intuition for, coming from Java, coming from Python, 心智模型, 如何理解所有权, 学习 Rust, Rust 入门, 为什么 Rust"
Data Models & Schema
by tachfineamnay
Complete Prisma schema reference with all models, relations, and business logic.
design
by pmco23
Use after /brief to transform a brief into a formal design document. Performs first-principles analysis, classifies constraints, grounds all recommendations in live library docs via Context7 and web search, then iterates until alignment. Writes .pipeline/design.md.
reset
by pmco23
Use to reset the pipeline to a specific phase. Removes downstream artifacts while preserving upstream ones. Detects current phase, offers reset targets, confirms before deleting. No gate — always available when a pipeline is active.
cohere-best-practices
by RSHVR
Production best practices for Cohere AI APIs. Covers model selection, API configuration, error handling, cost optimization, and architectural patterns for chat, RAG, and agentic applications.
agent-tools
by Jackiexiao
"Run 150+ AI apps via inference.sh CLI - image generation, video creation, LLMs, search, 3D, Twitter automation. Models: FLUX, Veo, Gemini, Grok, Claude, Seedance, OmniHuman, Tavily, Exa, OpenRouter, and many more. Use when running AI apps, generating images/videos, calling LLMs, web search, or automating Twitter. Triggers: inference.sh, infsh, ai model, run ai, serverless ai, ai api, flux, veo, claude api, image generation, video generation, openrouter, tavily, exa search, twitter api, grok"
torchserve
by cuba6112
Model serving engine for PyTorch. Focuses on MAR packaging, custom handlers for preprocessing/inference, and management of multi-GPU worker scaling. (torchserve, mar-file, handler, basehandler, model-archiver, inference-api)
google-genai
by yharuto0917
"Comprehensive toolkit for working with Google's Gemini API using the Google GenAI SDK. Use when Claude needs to: (1) Generate, summarize, or analyze text using Gemini models, (2) Process images, audio, or video with multimodal capabilities, (3) Extract structured data using function calling or structured outputs, (4) Implement streaming text generation, (5) Build chat applications with context, or (6) Integrate Gemini API into any project. Includes example scripts, API reference, best practices, and detailed guides for multimodal processing and function calling."
eve-fullstack-app-design
by Incept5
Architect a full-stack application on Eve Horizon — manifest-driven services, managed databases, build pipelines, deployment strategies, secrets, and observability. Use when designing a new app, planning a migration, or evaluating your architecture.
3d-cv-labeling-2026
by slurpyb
Expert in 3D computer vision labeling tools, workflows, and AI-assisted annotation for LiDAR, point clouds, and sensor fusion. Covers SAM4D/Point-SAM, human-in-the-loop architectures, and vertical-specific training strategies. Activate on '3D labeling', 'point cloud annotation', 'LiDAR labeling', 'SAM 3D', 'SAM4D', 'sensor fusion annotation', '3D bounding box', 'semantic segmentation point cloud'. NOT for 2D image labeling (use clip-aware-embeddings), general ML training (use ml-engineer), video annotation without 3D (use computer-vision-pipeline), or VLM prompt engineering (use prompt-engineer).
pydantic
by ingpdw
Activated when the user wants to create a data model, validate data, serialize JSON, create Pydantic models, add validators, define settings, or create request/response schemas. Covers Pydantic v2 BaseModel, Field, validators, data validation, JSON schema generation, serialization, deserialization, and settings management.
hytopia-camera
by Abstrucked
Helps control camera perspectives in HYTOPIA SDK games. Use when users need first-person/third-person views, camera tracking, zoom effects, or cinematic cameras. Covers PlayerCamera, camera modes, offsets, and FOV.
cohere-langchain
by RSHVR
Cohere LangChain integration reference for ChatCohere, CohereEmbeddings, CohereRerank, and CohereRagRetriever. Use for building RAG pipelines, chains, and tool-calling workflows with LangChain.