Vet the concrete third-party model a study will be built on — this repository, this revision, this checkpoint — not the architecture family.
Train machine learning models end-to-end, covering data loading, preprocessing, architecture selection, training loops, validation, and checkpointing.
Script realistic user flows in Python and fan them out across workers so agents can pressure-test services before rollout.
Design or audit the clinical-validation study for an engineer-built medical-imaging model (segmentation, classification, or detection) before the validation report or manuscript…
Model Versioning Manager - Auto-activating skill for ML Deployment. Triggers on: model versioning manager, model versioning manager Part of the ML Deployment skill catego — from…
Model Versioning Manager - Auto-activating skill for ML Deployment. Triggers on: model versioning manager, model versioning manager Part of the ML Deployment skill catego — from…
Use when architecture boundaries, integrations, ownership, containers, components, deployment, dependencies, or stakeholder communication need C4-style views tied to value…
Builds carry waterfall models with preferred return hurdles, catch-up provisions, and clawback mechanics across deal-by-deal and whole-fund structures.
Analyzes construction risk with EPC contract review, delay and cost overrun scenarios, and completion guarantee structures.
Builds fund economic models with sensitivity across deployment pace, exit multiples, and fee/carry structures for LP and GP returns.
Analyzes structural interest rate exposure with fixed/floating mismatch, basis risk, and cap/floor adequacy assessment.
Structures interest rate hedging programs with swap analysis, cap/floor evaluation, and hedge accounting documentation.
Builds base, upside, and downside operating scenarios with key assumption sensitivity and return distribution analysis.
Builds CPR/CDR/severity vectors with scenario analysis across interest rate and economic environments.
Use when designing Rails models - ActiveRecord patterns, validations, callbacks, scopes, associations, concerns, query objects, form objects
Build clean, modern React components that apply common best practices and avoid common pitfalls like unnecessary state management or useEffect usage
Utilize built-in browser APIs (like Popover API, View Transitions etc) instead of building features manually via JavaScript
Modern Java study assistant backed by a public-safe graph extracted from private OCR-derived notes. Use when Codex needs to reason about Java lambdas, functional interfaces,…
Comprehensive guide for mastering modern JavaScript (ES6+) features, functional programming patterns, and best practices for writing clean, maintainable, and performant code.
Master ES6+ features including async/await, destructuring, spread operators, arrow functions, promises, modules, iterators, generators, and functional programming patterns for…
Use when writing, reviewing, or modernizing Kotlin code with recent language versions (2.0–2.4.x, including 2.4.10 and 2.4.20-Beta1), including context parameters, collection…
Configures Python projects with modern tooling (uv, ruff, ty). Use when creating projects, writing standalone scripts, or migrating from pip/Poetry/mypy/black.
Modern Python toolchain substrate. uv for installs and venvs, ruff for lint and format, ty for typecheck, pytest for tests, hypothesis for property-based tests, src/ layout,…
Expert knowledge for writing cutting-edge, idiomatic Rust code with Rust Edition 2024, strict clippy compliance, and functional-but-pragmatic philosophy.
Modern web development best practices for TypeScript, Next.js 14, React Server Components, Supabase, GraphQL, and Tailwind CSS.
legacy workaround を避け、semantic HTML / Web Platform Native API / modern CSS の利用機会を提示する。
Crea y aplica migraciones SQL con Supabase CLI en este monorepo (supabase/migration new, migration up, db reset).
Skill para diseñar, revisar y generar artefactos de arquitectura modular (capas, features, boundaries, paquetes, y estrategias de integración).
Practical guidance for Go package design with minimal public APIs, single-responsibility boundaries, stateless-first flow, one-way state transitions, and…
Apply modular synthesis principles to system design, workflow architecture, and conceptual frameworks.
Use when converting existing code to modular architecture. Detects Laravel (FuseCore or standard) / Next.js / React and applies correct modular patterns.
Use when asked to audit a module, check its health, or assess whether it should be refactored. Runs structural query, risk check, and test generation automatically.
Use when when you need to understand how a multi-instrument mass spectrometry platform (like mzmine) decides which processing module receives a given dataset based on its — from…
Modular architecture health assessor for Logseq Template Graph. Analyzes module balance, cohesion, size distribution, and dependencies.
Use when before invoking any Python module in a multi-step Hi-C processing pipeline, or when a dependency has been freshly installed or reinstalled.
Use when releasing a new version of a Python package, validating packaging infrastructure changes, or confirming that distribution channels (PyPI, Bioconda) remain functional…
Use when after installing a Python package (especially one with optional dependencies) to confirm that: (1) core modules are accessible and importable;
Use when after rewriting or refactoring a Python module (such as calculate_feature_overlap.py
Produce a comprehensive module-level code review report for a path or subsystem. Use when the user wants architecture, concurrency, memory, kernel, or API review of a module with…
SLOP module system - creating, using, and composing reusable code modules. SLOP模組系統，創建、使用、組合可復用模組。Use when: structuring multi-file projects, declaring module dependencies,…
Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs dense models), imple — from…
Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs dense models), imple — from…
Core architecture of MoFA Studio: plugin system, shell/app boundaries, state coordination, theme and dark mode, and timer/event lifecycles.
Expert guidance for Mojo, the programming language by Modular that combines Python's usability with C-level performance.
Use when: integrating Mollie payment flow in VorstersNV, processing incoming webhooks, initiating refunds, verifying HMAC webhook signatures, debugging payment failures, or…
Guide for using molt fetch to migrate data from PostgreSQL, MySQL, Oracle, or MSSQL to CockroachDB. Use when running molt fetch commands, configuring storage backends, handling…
Guide for using the CockroachDB replicator to continuously replicate changes from PostgreSQL, MySQL, or Oracle to CockroachDB after an initial molt fetch data load.
Automate WhatsApp at scale — mine leads from groups with AI, broadcast to channel followers, bulk message with ban-safe delays, schedule campaigns, auto-reply in your voice,…
Operate the Moltrade trading bot (config, backtest, test-mode runs, Nostr signal broadcast, exchange adapters, strategy integration) in OpenClaw.
Receive and verify monday.com webhooks. Use when setting up monday.com webhook handlers, implementing the challenge handshake, debugging JWT verification, or handling board events…
Analyze the evolution of money and finance from Mesopotamian grain accounting through coinage, bills of exchange, central banking, the gold standard, fiat currency, and modern…
How to use @owlmeans/mongo — MongoDB client service factory (makeMongoService) registered on a server context. Auto-invoked when wiring MongoDB into a server app.
Build, test, format, and verify MongoDB server code changes using Bazel. Use when compiling the mongo server, running unit tests, formatting C++ code, or preparing changes for a…
MongoDB schema migration safety reviewer and migration script generator. ALWAYS use when writing, reviewing, or planning MongoDB schema changes — field additions/removals, index…
MongoDB schema design, aggregation pipelines, indexing strategies, and performance.
browse MongoDB Atlas Admin API specifications and execute operations (if credentials provided)。核心能力:
Manages MongoDB Atlas Stream Processing (ASP) workflows. Handles workspace provisioning, data source/sink connections, processor lifecycle operations, debugging diagnosti — from…
Use when designing or hardening MongoDB backup, point-in-time recovery, and operational readiness after the replica topology exists and reliability and operations have set RPO/RTO…
Production MongoDB backup and restore practices that the documentation gets wrong. Use when writing a mongodump/mongorestore pipeline, a backup cron job, an S3 backup, or a…
Use when designing, reviewing, or evolving a MongoDB data model for a production system. Produces collection and document modeling decisions (embed vs reference), `$jsonSchema`…