Instructions to use SZLHOLDINGS/A11OY-MINI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use SZLHOLDINGS/A11OY-MINI with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf SZLHOLDINGS/A11OY-MINI:F16
# Run inference directly in the terminal:
llama cli -hf SZLHOLDINGS/A11OY-MINI:F16

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf SZLHOLDINGS/A11OY-MINI:F16
# Run inference directly in the terminal:
llama cli -hf SZLHOLDINGS/A11OY-MINI:F16

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf SZLHOLDINGS/A11OY-MINI:F16
# Run inference directly in the terminal:
./llama-cli -hf SZLHOLDINGS/A11OY-MINI:F16

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf SZLHOLDINGS/A11OY-MINI:F16
# Run inference directly in the terminal:
./build/bin/llama-cli -hf SZLHOLDINGS/A11OY-MINI:F16

Use Docker

docker model run hf.co/SZLHOLDINGS/A11OY-MINI:F16

LM Studio
Jan

vLLM

How to use SZLHOLDINGS/A11OY-MINI with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "SZLHOLDINGS/A11OY-MINI"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SZLHOLDINGS/A11OY-MINI",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/SZLHOLDINGS/A11OY-MINI:F16

Ollama
How to use SZLHOLDINGS/A11OY-MINI with Ollama:
```
ollama run hf.co/SZLHOLDINGS/A11OY-MINI:F16
```
Unsloth Desktop

How to use SZLHOLDINGS/A11OY-MINI with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf SZLHOLDINGS/A11OY-MINI:F16

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "SZLHOLDINGS/A11OY-MINI:F16"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use SZLHOLDINGS/A11OY-MINI with Docker Model Runner:
```
docker model run hf.co/SZLHOLDINGS/A11OY-MINI:F16
```

Lemonade

How to use SZLHOLDINGS/A11OY-MINI with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull SZLHOLDINGS/A11OY-MINI:F16

Run and chat with the model

lemonade run user.A11OY-MINI-F16

List all available models

lemonade list

Hermes Agent

How to use SZLHOLDINGS/A11OY-MINI with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf SZLHOLDINGS/A11OY-MINI:F16

Configure Hermes

# Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default SZLHOLDINGS/A11OY-MINI:F16

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use SZLHOLDINGS/A11OY-MINI with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf SZLHOLDINGS/A11OY-MINI:F16

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "SZLHOLDINGS/A11OY-MINI:F16" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

A11OY-MINI / README.md

betterwithage

atelier: one-of-one card — cut, silhouette, GitHub Python. YAML preserved.

b122bb9 verified 4 days ago

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	---
	thumbnail: https://huggingface.co/SZLHOLDINGS/A11OY-MINI/resolve/main/og-card.png
	license: apache-2.0
	language:
	- en
	pipeline_tag: text-generation
	library_name: llama.cpp
	tags:
	- szl-holdings
	- series-a
	- doctrine-v11
	- governed-ai
	- gguf
	szl:
	doctrine: v11-LOCKED
	lean: "749/14/163"
	lambda: "Conjecture 1 — advisory, never a theorem"
	artifact_class: GGUF
	originality: QUANT_OF_SZL_ORIGINAL
	parent: SZLHOLDINGS/chaski
	parent_hub_sha: 1c55df8652e9d0f7b84356b1e2d54849165ae884
	forbidden_parent: SZLHOLDINGS/chaski-5050
	base: Qwen/Qwen3.5-0.8B
	seed: 11
	evals: none-this-run
	publication_eligible: false
	autonomy_eligible: false
	lab_load: forbidden
	gpu: UNAVAILABLE
	status: BYTES_AVAILABLE
	weights: AVAILABLE
	khipu_lab_pin: false
	tok_s_claim: false
	third_llm: false
	new_train: false
	---

	# A11OY-MINI

	<p align="center">
	<img src="og-card.png" alt="A11OY-MINI" width="100%"/>
	</p>

	`KANCHAY` · Doctrine v11 · Lean `749/14/163` · Λ = Conjecture 1 (advisory) · [a-11-oy.com](https://a-11-oy.com)


	GGUFs are on this repo. GGUF AVAILABLE. Bytes MEASURED (size + sha256 below, ATELIER-verified). Evals none-this-run. Not MEASURED as an eval. `publication_eligible: false`. Quality ROADMAP in prose only. Lab load forbidden. GPU UNAVAILABLE.

	SKU of live [`SZLHOLDINGS/chaski`](https://huggingface.co/SZLHOLDINGS/chaski) merged shard `1c55df8`. Not a new train. Not [`SZLHOLDINGS/chaski-5050`](https://huggingface.co/SZLHOLDINGS/chaski-5050). Not a Hub `base_model_relation: quantized` child until a Chaski eval gate passes.



	<!-- SZL-ATELIER-CUT:v1:START -->
	## The cut

	A11oy is a Space and a substrate. The mini is the voice you can actually load. Not the organ. Not the mesh.

	A governed command voice that fits in llama.cpp.

	### Silhouette → leave → SZL

	\| Leader \| Take, then tweak \|
	\|---\|---\|
	\| Anthropic \| A small Claude-shaped mouth with a much stricter constitution. \|
	\| NVIDIA \| A NIM-less local runtime. \|
	\| Unsloth \| GGUF path. \|

	Nobody else ships this combination. That is the point of a one-of-one.

	## Intended use

	Local doctrine voice. Proposal-only if wired to tools.

	## Limitations

	- Derived quant.
	- Not a11oy-v19-substrate.

	Canonical GitHub: [`szl-holdings/szl-forge`](https://github.com/szl-holdings/szl-forge/blob/main/a11oy_mini/)
	<!-- SZL-ATELIER-CUT:v1:END -->

	\| \| \|
	\|---\|---\|
	\| SKU \| `SZLHOLDINGS/A11OY-MINI` \|
	\| Parent \| live `SZLHOLDINGS/chaski` merged shard `1c55df8652e9d0f7b84356b1e2d54849165ae884` \|
	\| Not parent \| `SZLHOLDINGS/chaski-5050` \|
	\| Silhouette base \| `Qwen/Qwen3.5-0.8B` (named in prose only; no YAML `base_model`) \|
	\| F16 \| `a11oy-mini-f16.gguf` 1557662240 sha256 `a5df00e4e3ca07f65a4b43aad4ef1505625952a3105e6dcc0dba87f2fa35fc57` MEASURED \|
	\| Q4_K_M \| `a11oy-mini-q4_k_m.gguf` 541903392 sha256 `06136ba385b2e052cf4cdb3dc8d333948e0b612bd15a541b314e170399c2faa6` MEASURED \|
	\| Convert \| llama.cpp F16 then Q4_K_M \|
	\| Banned \| Direct safetensors→Ollama. Lab load. \|
	\| Evals \| none-this-run. Not 5/5. Bytes MEASURED is not an eval. \|
	\| Quality \| ROADMAP (prose only; YAML tag omitted) \|
	\| Publication \| `publication_eligible: false` \|
	\| Lab \| Forbidden. House CPU lab stays Khipu GGUF. Do not load this SKU in inference-lab. \|
	\| License \| Apache-2.0 \|
	\| Doctrine \| v11 LOCKED. Seed 11. Λ = Conjecture 1 (advisory, never a theorem). \|

	## What this is NOT

	- Not a published model eval and not 5/5
	- Not `chaski-5050`
	- Not a `base_model_relation: quantized` Hub child (Chaski eval gate has not passed)
	- Not a lab pin and not loadable in the house lab
	- Not a tokens/s claim
	- Not a new train and not a third LLM