Search Skills

Orchestrates scientific research workflows using tree-based hypothesis exploration for systematic experimentation and analysis.

Calculates accurate training costs for Tinker LLM fine-tuning by tokenizing datasets with the correct model tokenizer and providing cost estimates.

Automates splitting large uncommitted changes into logical, well-structured Git commits for better version control organization.

Guides data visualization design using Stanford CS448B principles, covering chart selection, encodings, D3.js implementation, and critique.

Provides expert reviews of machine learning research papers against ICML standards, covering claims, evidence, originality, and reproducibility.

Provides implementation patterns for interactive timeline visualizations including Gantt charts and calendar interfaces with responsive design and accessibility.

Provides strategic guidance for implementing balanced test suites using the test pyramid, covering unit, integration, E2E, and contract testing across multiple programming languages.

Provides a design token system and theming framework for consistent, accessible UI styling across components, supporting dark/light mode, RTL, and accessibility standards.

Provides graph database implementation guidance for relationship-heavy data models using Neo4j, ArangoDB, and Amazon Neptune.

Builds and orchestrates data transformation pipelines using ETL/ELT patterns, dbt, and Python (pandas, polars, PySpark) with Airflow.

Provides guidance on implementing asynchronous communication patterns with message brokers for event-driven systems and background processing.

Automates regulatory compliance implementation and evidence collection for SOC 2, HIPAA, PCI-DSS, and GDPR using policy-as-code enforcement.

Provides UI components for system feedback, including toasts, alerts, and modals.

Enables implementation of onboarding flows, interactive tutorials, and accessibility-compliant help systems to guide new users and enhance feature discovery.

Optimizes cloud infrastructure costs via FinOps, right-sizing, and automation across AWS, Azure, GCP, and Kubernetes environments.

Provides strategic guidance for operationalizing machine learning models, covering experiment tracking, model registry, feature stores, and monitoring in production environments.

Creates robust, portable shell scripts for system automation, CI/CD pipelines, and container entrypoints with proper error handling.

Automates Kubernetes deployments via GitOps with ArgoCD or Flux, ensuring Git as the single source of truth for consistent delivery.

Provides secure implementation guidance for authentication, authorization, and API security using industry standards and tools.

Configures Nginx for static sites, reverse proxying, load balancing, SSL/TLS termination, caching, and performance tuning with security best practices.

Implements navigation systems with client-side routing (React/TS) and server-side configuration (Python) for menus, tabs, and breadcrumbs.

Builds robust command-line interfaces for developer tools and automation scripts in Python, Go, and Rust using modern frameworks.

Enables robust media and file management in web applications with drag-and-drop uploads, galleries, and optimized playback.

Generates API docs (OpenAPI), code documentation (TypeDoc), and developer sites (Docusaurus) for technical products.