Skills for your AI
Plans, builds, evaluates, and deploys machine learning models end-to-end, covering data prep, model selection, evaluation, deployment, recommendations, sentiment analysis, fraud and churn, forecasting, pricing, vision, speech, and NLP. Use when a user asks for
Guides ML project workflows from feature engineering through deployment, monitoring, retraining, explainability, and optimization. Use when planning or executing ML tasks such as feature selection, model choice, training, evaluation, deployment, or domain-spec
Designs, builds, and optimizes native and cross-platform iOS/Android apps, covering platform selection, performance profiling, device integration, security, and store release. Use when starting a mobile project, choosing native vs cross-platform, fixing slow s
Supports the mobile app development lifecycle with UI design feedback, feature brainstorming, code optimization, bug troubleshooting, feedback analysis, market research, testing strategy, and concept specs. Use when working on a mobile app's design, code, feat
Produces structured mobile QA plans, checklists, and test cases across test creation, compatibility, usability, performance, security, regression, automation, accessibility, localization, and compliance. Use when a tester asks for test cases, a test plan, a ch
Runs Python code in serverless Modal containers with GPUs, autoscaling, images, schedules, volumes, and web endpoints. Use when deploying ML models, running batch or parallel jobs, attaching GPUs, building dependency images, scheduling tasks, persisting data,
Guides installation, loading, configuration, benchmarking, and troubleshooting of Mamba-1 and Mamba-2 state-space models for sequence modeling and generation. Use when the user asks to install mamba-ssm, load a pretrained Mamba model, configure Mamba blocks, b
Guides users through training and sampling from nanoGPT, covering Shakespeare character-level training, GPT-2 124M reproduction, fine-tuning from pretrained checkpoints, custom datasets, troubleshooting, and architecture explanations. Use when the user asks ab
Configures and launches PyTorch-native torchtitan pretraining jobs with FSDP2, TP, PP, CP, Float8 and SLURM. Use when the user wants to pretrain a model like Llama 3.1 or DeepSeek V3, set up single-node or multi-node training, enable Float8 or torch.compile, r
Analyzes a project's codebase exhaustively, documents every feature, and produces a modernization plan with architectural recommendations. Use when the user asks to modernize a project, document an existing codebase, identify its tech stack and architecture, o
Analyzes MongoDB performance through database stats, logs, query and aggregation review, index and schema analysis, and explain benchmarking to produce actionable optimization recommendations. Use when asked to analyze MongoDB performance, review queries or ag
Monitors social platforms, news, and competitor activity to produce trend reports, sentiment analysis, influencer lists, and crisis alerts for media relations teams. Use when asked to track mentions or hashtags, summarize press coverage, compare competitor med
Guides systems administrators through planning and configuring IT monitoring across servers, networks, applications, logs, alerts, dashboards, and incident response. Use when setting up monitoring agents, network or APM tools, log pipelines, alert rules, dashb
Sets up and maintains observability infrastructure — metrics collection, alerting rules, dashboards, log aggregation, SLA reporting, distributed tracing, and runbooks. Use when the user needs monitoring configured, alerts defined, dashboards built, logs centra
Manages and maintains Microsoft SQL Server databases through T-SQL and MS SQL extension tools, covering inspection, query tuning, backup and restore, monitoring, upgrades, security, and disaster recovery. Use when the user asks to connect to a SQL Server insta
Microsoft 365 tenant administration for Global Administrators. Automate M365 tenant setup, Office 365 admin tasks, Azure AD user management, Exchange Online configuration, Teams administration, and security policies. Generate PowerShell scripts for bulk operat
Generates Material-UI v7 component code with sx prop styling, theme integration, responsive breakpoints, v7-compliant imports, and MUI hooks. Use when the user asks for MUI v7 components, styling, theme customization, responsive patterns, breaking-change fixes
Designs and optimizes multiplayer game systems including matchmaking, network architecture, latency, anti-cheat, communication, personalization, dynamic content, progression, and cross-platform play. Use when the user needs matchmaking algorithms, server scali
Safely updates a customized NanoClaw checkout from the official upstream repository using staged transactions with validation, cutover, migrations, health checks, and rollback. Use when the user asks to update NanoClaw, prepare or validate an update, cut over
Generates simple, well-structured Python Neo4j client libraries from GitHub issues, covering requirements analysis, code generation, QA, and pull request drafting. Use when a GitHub issue requests a Neo4j Python client, or when asked to analyze issue requireme
Sets up and reviews Stack Auth with Neon database authentication, including schema, user components, query patterns and security checks. Use when a project needs auth setup, a neon_auth schema, user profile or protected pages, user-data joins, or an auth secur
Designs, reviews, and optimizes Neon serverless Postgres schemas, Drizzle ORM integration, queries, connection management, transactions, and migrations. Use when analyzing a project's database setup, designing schemas, optimizing cold-start queries, adding tra
Guides Neon Serverless Postgres setup, connection testing, serverless lifecycle, error handling, query safety and transactions, and routes schema, ORM, performance and auth work to specialized agents. Use when a user sets up Neon, tests a connection, manages s
Provisions temporary Neon Postgres databases via the Instagres CLI, guides claiming them to make them permanent, and gives framework, ORM, seeding, and troubleshooting guidance. Use when the user asks for a Postgres database, mentions DATABASE_URL, wants to cl
