esm

使用 ESM 系列模型进行蛋白序列嵌入、生成与结构预测工作流。

用 ESM 模型做蛋白序列嵌入、生成和结构预测的一整套工作流，支持 ESM3、ESMC、Forge/Biohub 在线推理和 ESMFold2 折叠。常在做蛋白设计、表征学习或把序列转成向量、再做下游建模时用到。亮点是把生成、表征和全原子折叠流程连在一起，方便在同一套工具里跑端到端任务。

# ESM: Evolutionary Scale Modeling

## Overview

ESM provides protein language models for understanding, generating, and designing proteins. Use this skill for current EvolutionaryScale/Biohub workflows: ESM3 for generative design, ESMC for representation learning and embeddings, hosted Forge/Biohub inference, and ESMFold2 all-atom structure prediction.

## Core Capabilities

### 1. Protein Sequence Generation with ESM3

Generate novel protein sequences with desired properties using multimodal generative modeling.

**When to use:**
- Designing proteins with specific functional properties
- Completing partial protein sequences
- Generating variants of existing proteins
- Creating proteins wit