---
title: "Mixed Precision - Air Market"
description: "Training a model uses a lot of graphics card memory and time. Doing some of the arithmetic at lower precision reduces both. This covers how to use that. Reach for it when you are trying to get more o…"
canonical: "https://airmarket.ai/app/mixed-precision"
---

[Air Market](/) / [Data & Analytics](/category/data) / Mixed Precision

Skill by [AIMING Lab](/@aiming-lab)

# Mixed Precision

Train faster and lighter on the GPU you already have

## What this does

Training a model uses a lot of graphics card memory and time. Doing some of the arithmetic at lower precision reduces both. This covers how to use that. Reach for it when you are trying to get more out of the GPU you have.

### Top 3 things it does for you

- Set up FP16 or BF16 mixed precision
- Cut the memory a training run needs
- Tune GPU performance for training

## Information

**Mixed Precision at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [AIMING Lab](/@aiming-lab) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.0 |
| Size | 1 KB |
| Licence | MIT |
| Repository | [aiming-lab/AutoResearchClaw](https://github.com/aiming-lab/AutoResearchClaw/tree/84dad0a401404739cfcc47851cd1d282b671bb2f/researchclaw/skills/builtin/tooling/mixed-precision) |
| GitHub stars | 14,165 (as of Nov 2026) |

## Security report

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

**What Mixed Precision's check was run against**

|  |  |
| --- | --- |
| Commit | 84dad0a401404739cfcc47851cd1d282b671bb2f |
| Content hash | 4b552002d6366587bf13cb294b6b0d415e1da1212c25a0e8b8e4d9061a6c367b |
| Files read | [Browse the files at this exact commit](https://github.com/aiming-lab/AutoResearchClaw/blob/84dad0a401404739cfcc47851cd1d282b671bb2f/researchclaw/skills/builtin/tooling/mixed-precision/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 Mixed Precision](/security/mixed-precision)

## About Mixed Precision

This covers using FP16 and BF16 mixed precision to accelerate training and reduce memory use.

Reach for it when you are optimizing GPU performance.

## What's inside

- SKILL.md - instructions

## Questions

### Is Mixed Precision safe to install?

AIR scanned this exact version of Mixed Precision and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 84dad0a40140, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/mixed-precision.

### How do I install Mixed Precision?

Open https://airmarket.ai/app/mixed-precision 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/aiming-lab/AutoResearchClaw/tree/84dad0a401404739cfcc47851cd1d282b671bb2f/researchclaw/skills/builtin/tooling/mixed-precision. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by AIMING Lab](/@aiming-lab)

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Canonical URL: <https://airmarket.ai/app/mixed-precision>