Molecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive featurization options and...

Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards...

Analytics and data analysis workflow skill

Notion API for creating and managing pages, databases, and blocks.

World-class caching strategies - cache invalidation, Redis patterns, CDN caching, and the battle scars from cache bugs that served stale data for hoursUse when "cache, caching, redis, memcached,...

Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any...

Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent via background process for programmatic control.

Apply behavioral science to product design and produce a Behavioral Product Design Pack (target behavior, behavioral diagnosis, intervention map, prioritized concepts, design specs, experiment +...

Database security, access control, and data protection

Expert database architect specializing in data layer design from

Expert database architect specializing in data layer design from

Expert database architect specializing in data layer design from

Expert database architect specializing in data layer design from

Create publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Only regenerates if quality is below threshold for...

MUI X Charts for data visualization in React applications.

Expert in web scraping and data extraction with Python tools

Plan and execute data migrations, system migrations, and platform transitions

Integrate Supabase database with Next.js applications for data persistence

Best practices for Pandas data manipulation, analysis, and DataFrame operations in Python

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