solo-kaggle-gpu SKILL.md skillA
solo-kaggle-gpu from fortunto2/solo-factory is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fortunto2/solo-factory/solo-kaggle-gpu@v1.0.1Pins v1.0.1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fortunto2/solo-factory
- Path
skills/kaggle-gpu/SKILL.md- Versions recorded
- 2
- Latest version
- v1.0.1, committed Oct 30, 2026
- First version recorded
- Oct 29, 2026
- Size
- 6,146 bytes
- Repository stars
- 18
- License
- MIT
Run GPU or TPU work for free on Kaggle from the terminal — push a local folder as a private kernel on 2x T4, P100 or TPU v5e-8, wait, pull the outputs back. Use when user says "обучи модель", "нужен GPU", "посчитать на видеокарте", "бесплатный GPU", "train a model", "fine-tune", "CUDA kernel", "run it on kaggle", "колаб", or a job is GPU-shaped and the Mac has no CUDA or is too slow. Do NOT use for CPU-bound jobs or private data (keep both local), or for exporting trained weights to devices…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# kaggle-gpu — free NVIDIA and TPU time, one command per run Kaggle gives every phone-verified account about 30 GPU hours a week (two T4s or one P100) plus TPU time, and its CLI can push a script, run it headless and download what it wrote. That makes it the default for anything that needs CUDA and fits in 12 hours: training and fine-tuning, a custom CUDA kernel, batch inference, embeddings over a corpus. Colab's free tier has no headless run from a CLI, so it is for hand-driven notebooks only. ## When it pays, and when it does not | Job | Kaggle? | Why | |---|---|---| | Train or fine-tune a model, batch inference, embeddings | yes | 2x T4 (15 GB each), PyTorch/JAX in the image | | Custom CUDA kernel | yes | `nvcc` 12.8 and `g++` 13.3 are there | | CPU-bound job (C++ DP, search, compile farm) | **no** | 4 vCPU = 2 physical Xeon cores at 2.2 GHz; one Apple M5 core does the work of ~2.4 of them | | Anything with personal, client or secret data | **no** | private kernels are still Google's machines | | Over 12 h in one go | only with checkpoints | session cap; chain runs (below) | | Speech-to-text on a Mac | no | local Apple GPU (/transcribe) is fast and keeps audio local | …
Read the whole file at its exact version.
How to install
mdr add fortunto2/solo-factory/solo-kaggle-gpu@sha256:75d9064ec8b1cfd9The line at the top of this page pins the label v1.0.1, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_rrznrucw77etx6pp)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Oct 29, 2026 and Oct 30, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.1 latest | 2026-10-30 | a253bd2 | 6,146 B | A | view · diff |
| v1.0.0 | 2026-10-29 | 57f0580 | 5,816 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (6146 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
fortunto2/solo-factory · 18 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_rrznrucw77etx6pp GET https://markdownregistry.com/api/v1/resolve?ref=fortunto2/solo-factory/solo-kaggle-gpu GET https://markdownregistry.com/api/v1/blob/75d9064ec8b1cfd9ca2fa5ab518edb74b2e08dddde3dfb9a64860fa82403ff88
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.