Instructions to use udgamlabs/Udgam-384M-Chat-MLX with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use udgamlabs/Udgam-384M-Chat-MLX with MLX:

# Make sure mlx-lm is installed
# pip install --upgrade mlx-lm

# Generate text with mlx-lm
from mlx_lm import load, generate

model, tokenizer = load("udgamlabs/Udgam-384M-Chat-MLX")

prompt = "Write a story about Einstein"
messages = [{"role": "user", "content": prompt}]
prompt = tokenizer.apply_chat_template(
    messages, add_generation_prompt=True
)

text = generate(model, tokenizer, prompt=prompt, verbose=True)

Notebooks
Google Colab
Kaggle
Local Apps Settings
LM Studio

How to use udgamlabs/Udgam-384M-Chat-MLX with Pi:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "udgamlabs/Udgam-384M-Chat-MLX"

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "mlx-lm": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "udgamlabs/Udgam-384M-Chat-MLX"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

MLX LM

How to use udgamlabs/Udgam-384M-Chat-MLX with MLX LM:

Generate or start a chat session

# Install MLX LM
uv tool install mlx-lm
# Interactive chat REPL
mlx_lm.chat --model "udgamlabs/Udgam-384M-Chat-MLX"

Run an OpenAI-compatible server

# Install MLX LM
uv tool install mlx-lm
# Start the server
mlx_lm.server --model "udgamlabs/Udgam-384M-Chat-MLX"
# Calling the OpenAI-compatible server with curl
curl -X POST "http://localhost:8000/v1/chat/completions" \
   -H "Content-Type: application/json" \
   --data '{
     "model": "udgamlabs/Udgam-384M-Chat-MLX",
     "messages": [
       {"role": "user", "content": "Hello"}
     ]
   }'

Hermes Agent

How to use udgamlabs/Udgam-384M-Chat-MLX with Hermes Agent:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "udgamlabs/Udgam-384M-Chat-MLX"

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 udgamlabs/Udgam-384M-Chat-MLX

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use udgamlabs/Udgam-384M-Chat-MLX with OpenClaw:

Start the MLX server

# Install MLX LM:
uv tool install mlx-lm
# Start a local OpenAI-compatible server:
mlx_lm.server --model "udgamlabs/Udgam-384M-Chat-MLX"

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 "udgamlabs/Udgam-384M-Chat-MLX" \
  --custom-provider-id mlx-lm \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

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

jiteshkprasad commited on 12 days ago

Commit

919f86c

verified ·

1 Parent(s): 0929a6c

Card: technical report now at udgamlabs.com/reports/udgam-384m

Browse files

Files changed (1) hide show

README.md +3 -3

README.md CHANGED Viewed

@@ -39,7 +39,7 @@ jobs inside an app:
 **What it is not:** a knowledgeable general assistant (at 384M parameters it makes factual mistakes), or a
 safety-hardened open chatbot. Use it where *your app* decides which tools exist and confirms risky actions.
-**Model family:** [Udgam-384M-Base](https://huggingface.co/UdgamLabs/Udgam-384M-Base) (2,048 context) · [Udgam-384M-Base-4K](https://huggingface.co/UdgamLabs/Udgam-384M-Base-4K) · [Udgam-384M-Chat](https://huggingface.co/UdgamLabs/Udgam-384M-Chat) · [GGUF](https://huggingface.co/UdgamLabs/Udgam-384M-Chat-GGUF) · [MLX](https://huggingface.co/UdgamLabs/Udgam-384M-Chat-MLX) · [MLX 4-bit](https://huggingface.co/UdgamLabs/Udgam-384M-Chat-MLX-4bit) · **[Technical report](https://huggingface.co/UdgamLabs/Udgam-384M-Chat/blob/main/TECHNICAL_REPORT.md)**
 | | |
 |---|---|
@@ -316,7 +316,7 @@ email → JSON with a given schema; suggesting shell commands for a person to re
 Pretrained from scratch on roughly 8B tokens of licensed public and synthetic text (base:
 [Udgam-384M-Base-4K](https://huggingface.co/UdgamLabs/Udgam-384M-Base-4K)), then post-trained with supervised fine-tuning for chat and tool use.
-See the [technical report](https://huggingface.co/UdgamLabs/Udgam-384M-Chat/blob/main/TECHNICAL_REPORT.md) for an overview.
 ## Licence
@@ -330,7 +330,7 @@ Apache-2.0 (weights and tokenizer); see `LICENSE`. The chat template is the offi
   author       = {{Udgam Labs}},
   year         = {2026},
   howpublished = {\url{https://huggingface.co/UdgamLabs/Udgam-384M-Chat}},
-  note         = {Technical report: TECHNICAL_REPORT.md in the Udgam-384M-Chat repository}
 }
 ```

 **What it is not:** a knowledgeable general assistant (at 384M parameters it makes factual mistakes), or a
 safety-hardened open chatbot. Use it where *your app* decides which tools exist and confirms risky actions.
+**Model family:** [Udgam-384M-Base](https://huggingface.co/UdgamLabs/Udgam-384M-Base) (2,048 context) · [Udgam-384M-Base-4K](https://huggingface.co/UdgamLabs/Udgam-384M-Base-4K) · [Udgam-384M-Chat](https://huggingface.co/UdgamLabs/Udgam-384M-Chat) · [GGUF](https://huggingface.co/UdgamLabs/Udgam-384M-Chat-GGUF) · [MLX](https://huggingface.co/UdgamLabs/Udgam-384M-Chat-MLX) · [MLX 4-bit](https://huggingface.co/UdgamLabs/Udgam-384M-Chat-MLX-4bit) · **[Technical report](https://udgamlabs.com/reports/udgam-384m)**
 | | |
 |---|---|
 Pretrained from scratch on roughly 8B tokens of licensed public and synthetic text (base:
 [Udgam-384M-Base-4K](https://huggingface.co/UdgamLabs/Udgam-384M-Base-4K)), then post-trained with supervised fine-tuning for chat and tool use.
+See the [technical report](https://udgamlabs.com/reports/udgam-384m) for an overview.
 ## Licence
   author       = {{Udgam Labs}},
   year         = {2026},
   howpublished = {\url{https://huggingface.co/UdgamLabs/Udgam-384M-Chat}},
+  note         = {Technical report: \url{https://udgamlabs.com/reports/udgam-384m}}
 }
 ```