What problem does it solve?
This Skill provides comprehensive tools for understanding, designing, and analyzing proteins using state-of-the-art language models.
Core Features & Use Cases
- Protein Sequence Generation: Create novel or variant protein sequences with desired properties.
- Structure Prediction and Inverse Folding: Predict 3D structures from sequences and design sequences to fit target structures.
- Embedding Extraction and Analysis: Obtain high-quality protein embeddings for similarity, classification, and clustering.
- Function Prediction and Conditioning: Generate or predict protein functions and annotations based on sequence and structure.
- Workflow Integration: Supports multi-modal prompt conditioning and iterative chain-of-thought reasoning for complex protein engineering tasks.
- Use Case: Design a new enzyme by generating sequences conditioned on specific functions, predict their structures, and analyze diversity through embeddings.
Quick Start
Load the protein modeling tools and generate a new sequence for an enzyme function, then predict its structure automatically, and analyze the results by visualizing embeddings.
