Menu

Individual skill

model-training

Agent-driven YOLO fine-tuning — annotate, train, export, deploy

skills/training/model-training/SKILL.md

Read pinned source

Source commit 933dcc7c90226cd1f92dc6ea7cee3b3c94790ad0

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
Yes
Repository scan complete
No
Skill scan complete
No
Observed behavior
Network or broad shell
Last checked
Nov 2, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
3,135
Repository last updated
Sep 17, 2026
License
MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

# Model Training

Agent-driven custom model training powered by Aegis's Training Agent. Closes the annotation-to-deployment loop: take a COCO dataset from `dataset-annotation`, fine-tune a YOLO model, auto-export to the optimal format for your hardware, and optionally deploy it as your active detection skill.

## What You Get

- **Fine-tune YOLO26** — start from nano/small/medium/large pre-trained weights
- **COCO dataset input** — uses standard format from `dataset-annotation` skill
- **Hardware-aware training** — auto-detects CUDA, MPS, ROCm, or CPU
- **Auto-export** — converts trained model to TensorRT / CoreML / OpenVINO / ONNX via `env_config.py`
- **One-click deploy** — replace the active detection model with your fine-tuned version
- **Training telemetry** — real-time loss, mAP, and epoch progress streamed to Aegis UI

## Training Loop (Aegis Training Agent)