Text Classification
Scikit-learn
Joblib
English
nemotron
ollama
recipe-only
surrogate
recipe-conformance
sovereign-ai
governed-ai
szl-holdings
Instructions to use SZLHOLDINGS/szl-nemo with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Scikit-learn
How to use SZLHOLDINGS/szl-nemo with Scikit-learn:
from huggingface_hub import hf_hub_download import joblib model = joblib.load( hf_hub_download("SZLHOLDINGS/szl-nemo", "sklearn_model.joblib") ) # only load pickle files from sources you trust # read more about it here https://skops.readthedocs.io/en/stable/persistence.html - Notebooks
- Google Colab
- Kaggle
fix: classify szl-nemo as an Ollama recipe, not NeMo weights
Browse filesRenames the standard Ollama Modelfile to stop false NeMo library inference, adds a registry/layer digest manifest, and clarifies the recipe/upstream-license boundary. No weights or measured benchmarks are added.
- BASE_MODEL_MANIFEST.json +37 -0
- Modelfile.nemo → Modelfile +3 -1
- README.md +19 -6
BASE_MODEL_MANIFEST.json
ADDED
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{
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"config": {
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"digest": "sha256:1c309ae5e93ede03f48f4bdbfd1b50d1780f2c3bcdc82f4569e20f0c33878db9",
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"mediaType": "application/vnd.docker.container.image.v1+json",
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"size": 499
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},
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"consumer_policy": "The Ollama tag is mutable. Verify the fetched manifest and layer digests against this observation or deliberately update this file before claiming a reproducible deployment.",
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"layers": [
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{
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"digest": "sha256:527db2cf6c705d8fabb95693d038d9c06b4a2b0b8b0a4bbdbd01212d37242970",
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"mediaType": "application/vnd.ollama.image.model",
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"size": 2837586496
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},
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{
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"digest": "sha256:355e036064fa9b3a96ce0cdbb69abe54f5c7ce0b6aa2c7d5f8ec8580b011c20e",
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"mediaType": "application/vnd.ollama.image.license",
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"size": 10124
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},
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{
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"digest": "sha256:12e88b2a8727339b5a4a8b3e2d0d637ac1c61085b1072e77865f0c25d6e468eb",
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"mediaType": "application/vnd.ollama.image.params",
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"size": 28
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}
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],
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"model": "nemotron-3-nano:4b",
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"observed_at": "2026-07-15T10:45:00Z",
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"registry_manifest_sha256": "sha256:6cc467f054393a55e98a74098abde0c762ffb6d1d8cd64becf30458f38886197",
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"registry_manifest_url": "https://registry.ollama.ai/v2/library/nemotron-3-nano/manifests/4b",
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"schema": "szl.ollama-base-model-manifest/v1",
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"tag_is_mutable": true,
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"upstream_huggingface": {
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"bf16": "nvidia/NVIDIA-Nemotron-3-Nano-4B-BF16",
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"gguf": "nvidia/NVIDIA-Nemotron-3-Nano-4B-GGUF",
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"license": "nvidia-nemotron-open-model-license",
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"license_url": "https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Nano-4B-BF16/blob/main/LICENSE"
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}
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}
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Modelfile.nemo → Modelfile
RENAMED
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# The base model's own chat template is inherited unchanged. Benchmarks: none
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# measured yet — treat quality as UNKNOWN until measured on SZL hardware.
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#
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# Create on the tower after `ollama pull nemotron-3-nano:4b`:
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# ollama create szl-nemo -f Modelfile
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FROM nemotron-3-nano:4b
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# The base model's own chat template is inherited unchanged. Benchmarks: none
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# measured yet — treat quality as UNKNOWN until measured on SZL hardware.
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#
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# Upstream registry manifest observed 2026-07-15: sha256:6cc467f054393a55e98a74098abde0c762ffb6d1d8cd64becf30458f38886197
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# The tag is mutable; verify BASE_MODEL_MANIFEST.json after pulling.
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# Create on the tower after `ollama pull nemotron-3-nano:4b`:
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# ollama create szl-nemo -f Modelfile
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FROM nemotron-3-nano:4b
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README.md
CHANGED
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---
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license: apache-2.0
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pipeline_tag: text-generation
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tags:
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- nemotron
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- ollama
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- sovereign-ai
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- governed-ai
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- szl-holdings
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---
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-
# SZL-Nemo
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**Recipe tier — honest labels first:**
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| Claim | Status |
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| --- | --- |
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| What this repo contains | An Ollama `Modelfile` recipe + doctrine system prompt. **No weights are republished here.** |
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| Whose weights | NVIDIA
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| Did SZL fine-tune them | **No.** SZL-Nemo is a SYSTEM-prompt wrapper, not an SZL fine-tune. It says so if you ask it. |
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| Benchmarks | **None measured** on SZL hardware yet — quality is UNKNOWN until measured. |
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| Serving status | **Prepared · wired · not yet serving** — Alloy's sovereign fleet has a live third slot (`tower·nemo`, model `szl-nemo`); it serves once the tower pulls and creates the model (tower was offline at authoring time, MEASURED 530). |
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## Why it exists
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The LangChain × NVIDIA **NemoClaw Deep Agents blueprint** (July 2026) pairs an
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```bash
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ollama pull nemotron-3-nano:4b
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curl -L -o Modelfile
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ollama create szl-nemo -f Modelfile
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ollama run szl-nemo "Who are you, and did SZL train your weights?"
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```
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SZL-Nemo answers under SZL's honesty doctrine: claims are labeled MEASURED,
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REPORTED, or UNKNOWN, and an honest UNKNOWN stands rather than an invented
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answer.
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Built and maintained by [SZL Holdings](https://a-11-oy.com).
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---
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license: apache-2.0
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language:
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- en
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pipeline_tag: text-generation
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tags:
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- nemotron
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- ollama
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- recipe-only
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- no-weights
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- sovereign-ai
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- governed-ai
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- szl-holdings
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---
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# SZL-Nemo - Ollama prompt recipe for NVIDIA Nemotron 3 Nano 4B
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**Recipe tier — honest labels first:**
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| Claim | Status |
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| --- | --- |
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| What this repo contains | An Ollama `Modelfile` recipe + doctrine system prompt. **No weights are republished here.** |
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| Whose weights | NVIDIA Nemotron 3 Nano 4B via Ollama tag `nemotron-3-nano:4b`; upstream weights are not stored here. |
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| Did SZL fine-tune them | **No.** SZL-Nemo is a SYSTEM-prompt wrapper, not an SZL fine-tune. It says so if you ask it. |
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| Benchmarks | **None measured** on SZL hardware yet — quality is UNKNOWN until measured. |
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| Serving status | **Prepared · wired · not yet serving** — Alloy's sovereign fleet has a live third slot (`tower·nemo`, model `szl-nemo`); it serves once the tower pulls and creates the model (tower was offline at authoring time, MEASURED 530). |
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## Base artifact lock
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`BASE_MODEL_MANIFEST.json` records the Ollama `4b` registry-manifest SHA-256
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`6cc467f054393a55e98a74098abde0c762ffb6d1d8cd64becf30458f38886197`,
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the config digest, all layer digests/sizes, the observation time, the official
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Hugging Face upstream IDs, and the NVIDIA license link. The tag is mutable; a
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deployment is reproducible only when it verifies or deliberately updates that manifest.
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## Why it exists
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The LangChain × NVIDIA **NemoClaw Deep Agents blueprint** (July 2026) pairs an
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```bash
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ollama pull nemotron-3-nano:4b
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curl -L -o Modelfile https://huggingface.co/SZLHOLDINGS/szl-nemo/raw/main/Modelfile
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ollama create szl-nemo -f Modelfile
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ollama run szl-nemo "Who are you, and did SZL train your weights?"
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```
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SZL-Nemo answers under SZL's honesty doctrine: claims are labeled MEASURED,
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REPORTED, or UNKNOWN, and an honest UNKNOWN stands rather than an invented
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answer. This repository's Modelfile and prompt text are Apache-2.0. The upstream weights
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are not redistributed here and remain under the
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[NVIDIA Nemotron Open Model License](https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Nano-4B-BF16/blob/main/LICENSE).
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Built and maintained by [SZL Holdings](https://a-11-oy.com).
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