---
title: "Long Context - Air Market"
description: "Your documents are longer than the model was built to read, and it stops short. This covers techniques for stretching a transformer's context window past its original limit, using rotary embeddings,…"
canonical: "https://airmarket.ai/app/long-context"
---

[Air Market](/) / [Data & Analytics](/category/data) / Long Context

Skill by [Orchestra Research](/@orchestra-research)

# Long Context

Push a model past the document length it was trained for

## What this does

Your documents are longer than the model was built to read, and it stops short. This covers techniques for stretching a transformer's context window past its original limit, using rotary embeddings, attention biases and interpolation methods. Reach for it when the input length is the thing standing in your way.

### Top 3 things it does for you

- Extend a pretrained model's context window
- Process documents far longer than the original limit
- Implement positional encodings for long inputs

## Information

**Long Context at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Orchestra Research](/@orchestra-research) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.0.0 |
| Size | 57 KB |
| Licence | MIT |
| Repository | [orchestra-research/ai-research-skills](https://github.com/orchestra-research/ai-research-skills/tree/28f2d29236f2bade2eb92cadb2585189589a5828/19-emerging-techniques/long-context) |
| GitHub stars | 11,987 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Long Context and flagged nothing. AIR's verdict: **safe**.

**What Long Context's check was run against**

|  |  |
| --- | --- |
| Commit | 28f2d29236f2bade2eb92cadb2585189589a5828 |
| Content hash | 821ef02a5a20af36e133a20fe070470e9e2a232c88d2bfd22d478b7e8f26554d |
| Files read | [Browse the files at this exact commit](https://github.com/orchestra-research/ai-research-skills/blob/28f2d29236f2bade2eb92cadb2585189589a5828/19-emerging-techniques/long-context/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Long Context](/security/long-context)

## About Long Context

Extend the context windows of transformer models using RoPE, YaRN, ALiBi and position interpolation techniques.

Use it when processing long documents, extending pretrained models beyond their original context limits, or implementing efficient positional encodings.

It covers rotary embeddings, attention biases, interpolation methods and extrapolation strategies for large language models.

## What's inside

- SKILL.md - instructions
- references/extension_methods.md - reference
- references/fine_tuning.md - reference
- references/rope.md - reference

## Questions

### Is Long Context safe to install?

AIR scanned this exact version of Long Context and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 28f2d29236f2, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/long-context.

### How do I install Long Context?

Open https://airmarket.ai/app/long-context on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/orchestra-research/ai-research-skills/tree/28f2d29236f2bade2eb92cadb2585189589a5828/19-emerging-techniques/long-context. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by Orchestra Research](/@orchestra-research)

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Canonical URL: <https://airmarket.ai/app/long-context>