Instructions to use FoolDev/Janus-35B-HERETIC with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use FoolDev/Janus-35B-HERETIC with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("image-text-to-text", model="FoolDev/Janus-35B-HERETIC")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("FoolDev/Janus-35B-HERETIC", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use FoolDev/Janus-35B-HERETIC 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 FoolDev/Janus-35B-HERETIC:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf FoolDev/Janus-35B-HERETIC:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf FoolDev/Janus-35B-HERETIC:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf FoolDev/Janus-35B-HERETIC:Q4_K_M

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 FoolDev/Janus-35B-HERETIC:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf FoolDev/Janus-35B-HERETIC:Q4_K_M

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 FoolDev/Janus-35B-HERETIC:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf FoolDev/Janus-35B-HERETIC:Q4_K_M

Use Docker

docker model run hf.co/FoolDev/Janus-35B-HERETIC:Q4_K_M

LM Studio
Jan

vLLM

How to use FoolDev/Janus-35B-HERETIC with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "FoolDev/Janus-35B-HERETIC"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "FoolDev/Janus-35B-HERETIC",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/FoolDev/Janus-35B-HERETIC:Q4_K_M

SGLang

How to use FoolDev/Janus-35B-HERETIC with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "FoolDev/Janus-35B-HERETIC" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "FoolDev/Janus-35B-HERETIC",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "FoolDev/Janus-35B-HERETIC" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "FoolDev/Janus-35B-HERETIC",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Ollama
How to use FoolDev/Janus-35B-HERETIC with Ollama:
```
ollama run hf.co/FoolDev/Janus-35B-HERETIC:Q4_K_M
```

Unsloth Studio

How to use FoolDev/Janus-35B-HERETIC with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for FoolDev/Janus-35B-HERETIC to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for FoolDev/Janus-35B-HERETIC to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for FoolDev/Janus-35B-HERETIC to start chatting

How to use FoolDev/Janus-35B-HERETIC with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf FoolDev/Janus-35B-HERETIC:Q4_K_M

Configure the model in Pi

# Install Pi:
npm install -g @mariozechner/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "FoolDev/Janus-35B-HERETIC:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use FoolDev/Janus-35B-HERETIC with Docker Model Runner:
```
docker model run hf.co/FoolDev/Janus-35B-HERETIC:Q4_K_M
```

Lemonade

How to use FoolDev/Janus-35B-HERETIC with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull FoolDev/Janus-35B-HERETIC:Q4_K_M

Run and chat with the model

lemonade run user.Janus-35B-HERETIC-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use FoolDev/Janus-35B-HERETIC with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf FoolDev/Janus-35B-HERETIC:Q4_K_M

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 FoolDev/Janus-35B-HERETIC:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use FoolDev/Janus-35B-HERETIC with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf FoolDev/Janus-35B-HERETIC:Q4_K_M

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 "FoolDev/Janus-35B-HERETIC:Q4_K_M" \
  --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"

FoolDev Claude Fable 5 commited on 24 days ago

Commit

b302576

1 Parent(s): 192be81

Rebundle Q4_K_M blob: legacy Qwen 3.6 35B-A3B -> Heretic (qwen35moe-stamped)

Browse files

Replace the bundled Janus-35B-A3B.Q4_K_M.gguf (previously the legacy pre-Heretic
Qwen 3.6 35B-A3B quant) with the Heretic Q4_K_M from
llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-GGUF. The download is natively
qwen35moe-stamped (no restamp needed) and structurally verified via GGUFReader:
40 layers, 256 experts (8 active), context 262144, vocab 248320 — matching the
README Architecture.

README 'Bundled blob status' callout + build.sh row and the CHANGELOG
'unchanged' entry reframed to 'rebundled'. hf.co pull now serves Heretic directly.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

Files changed (3) hide show

CHANGELOG.md +11 -9
Janus-35B-A3B.Q4_K_M.gguf +2 -2
README.md +8 -9

CHANGELOG.md CHANGED Viewed

@@ -14,8 +14,8 @@ track the **tooling and documentation**, not the underlying base model.
   (default `Q4_K_M`), patches the `Modelfile` `FROM` line in a temp copy, and
   runs `ollama create janus`. Mirrors the dense sibling's (`FoolDev/Thanatos-27B`)
   `build.sh`, adapted for the 35B-A3B MoE, and gives Janus a reproducible path to
-  actual Heretic behavior until the bundled blob is rebundled. README "What's
-  here" table and the bundled-blob-status callout now point at it.
 ### Changed (base swap → llmfan46 Heretic)
 - **Swapped the immediate base from `Qwen/Qwen3.6-35B-A3B` (vanilla) →
@@ -40,9 +40,11 @@ track the **tooling and documentation**, not the underlying base model.
     Heretic base (immediate base + upstream base both cited).
   - `banner.svg` subtitle → "Qwen 3.6 Heretic · MoE 35B/3B · Fable 5";
     `banner.png` re-rasterized from the updated SVG.
-  - **Bundled `Janus-35B-A3B.Q4_K_M.gguf` unchanged** — still the legacy
-    pre-Heretic Qwen quant, so it loads and behaves like vanilla Qwen 3.6
-    35B-A3B until a Heretic rebundle ships (documented in the README callout).
 ### Changed (support badge → Tokyo Night banner)
 - **Replaced the shields.io "Buy me a coffee" badge** in the README badge
@@ -59,10 +61,10 @@ track the **tooling and documentation**, not the underlying base model.
   README "Related models" row, `CITATION.cff` references entry, and both
   `Modelfile` comments (previously the stale `FoolDev/janus-27b` /
   `Thanatos-27B-Heretic`). Per the sibling repo, `Thanatos-27B-Heretic`
-  now 307-redirects to `Thanatos-27B`, and its base was reverted to the
-  vanilla `Qwen/Qwen3.6-27B` — so the README row also drops the stale
-  `llmfan46`/uncensored-abliteration description and corrects the
-  redirect direction.
 ### Fixed
 - **CITATION.cff self-reference** `repository-code` / `url` corrected from

   (default `Q4_K_M`), patches the `Modelfile` `FROM` line in a temp copy, and
   runs `ollama create janus`. Mirrors the dense sibling's (`FoolDev/Thanatos-27B`)
   `build.sh`, adapted for the 35B-A3B MoE, and gives Janus a reproducible path to
+  build other quants locally. README "What's here" table and the
+  bundled-blob-status callout now point at it.
 ### Changed (base swap → llmfan46 Heretic)
 - **Swapped the immediate base from `Qwen/Qwen3.6-35B-A3B` (vanilla) →
     Heretic base (immediate base + upstream base both cited).
   - `banner.svg` subtitle → "Qwen 3.6 Heretic · MoE 35B/3B · Fable 5";
     `banner.png` re-rasterized from the updated SVG.
+  - **Bundled `Janus-35B-A3B.Q4_K_M.gguf` rebundled** — replaced the legacy
+    pre-Heretic Qwen quant with the Heretic Q4_K_M from
+    `llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-GGUF` (`qwen35moe`-stamped;
+    40 layers / 256 experts / vocab 248,320 verified against the README
+    Architecture). Serves the uncensored Heretic behavior directly.
 ### Changed (support badge → Tokyo Night banner)
 - **Replaced the shields.io "Buy me a coffee" badge** in the README badge
   README "Related models" row, `CITATION.cff` references entry, and both
   `Modelfile` comments (previously the stale `FoolDev/janus-27b` /
   `Thanatos-27B-Heretic`). Per the sibling repo, `Thanatos-27B-Heretic`
+  now 307-redirects to `Thanatos-27B`, which sits on the
+  `llmfan46/Qwen3.6-27B-uncensored-heretic-v2` Heretic base — so the
+  README row cites that Heretic base and corrects the redirect
+  direction.
 ### Fixed
 - **CITATION.cff self-reference** `repository-code` / `url` corrected from

Janus-35B-A3B.Q4_K_M.gguf CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a076aa0d3a1aab0bbfa24eb6a5163f6c8eebf6fc156f81c5820ae65dc4d19fc7
-size 18939312896

 version https://git-lfs.github.com/spec/v1
+oid sha256:b82f9f2155eb9c07139d48cc3a37880cf9d0edcca345ef6ad829b62941ccbb82
+size 21233608512

README.md CHANGED Viewed

@@ -96,18 +96,17 @@ and `thinking` under Capabilities. Hardware: ~38 GB RAM at default
 | `Janus-35B-A3B.Q4_K_M.gguf` | Recommended default, ~19 GB |
 | `Modelfile` | Ollama wrapper for **local** builds (`ollama create janus -f Modelfile`) — overrides the GGUF's embedded template with one that exposes `.Tools` / `.ToolCalls` to Ollama's capability detector. |
 | `template`, `system`, `params` | Used by HF's Ollama bridge when users `ollama run hf.co/FoolDev/Janus-35B` directly. The bridge does **not** read `Modelfile` (see [HF Ollama docs](https://huggingface.co/docs/hub/en/ollama)); it ingests these three root-level files instead. Kept in sync with the `Modelfile`'s `TEMPLATE` / `SYSTEM` / `PARAMETER` directives. |
-| `scripts/build.sh` | Pulls a GGUF from `llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-GGUF` (default Q4_K_M) and runs `ollama create janus`. This is the path that gets you actual Heretic behavior until the bundled blob is rebundled. |
 | `scripts/check_bridge_sync.py` | Run before pushing a `Modelfile` / `template` / `system` / `params` edit to verify the four configurations remain in sync. Exits 0 if in sync, 1 with a per-key diff if not. |
 GGUF-only release. Pull the Heretic safetensors from [`llmfan46/Qwen3.6-35B-A3B-uncensored-heretic`](https://huggingface.co/llmfan46/Qwen3.6-35B-A3B-uncensored-heretic) if you need the `transformers` tree (or the vanilla pre-Heretic base from [`Qwen/Qwen3.6-35B-A3B`](https://huggingface.co/Qwen/Qwen3.6-35B-A3B)).
-> **Bundled blob status:** the `Janus-35B-A3B.Q4_K_M.gguf` shipped here is the
-> legacy pre-Heretic Qwen 3.6 35B-A3B quant — it loads and behaves like vanilla
-> Qwen 3.6 35B-A3B for now. A Heretic rebundle (from
-> [`llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-GGUF`](https://huggingface.co/llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-GGUF))
-> is pending; until then, run `./scripts/build.sh` (pulls that Heretic GGUF and
-> builds a local `janus` Ollama tag), or pull a GGUF from that repo directly for
-> the uncensored Heretic behavior.
 ## Architecture
@@ -340,7 +339,7 @@ print(resp.choices[0].message.tool_calls)
 | [llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved](https://huggingface.co/llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved) | 35B / 3B active | Same Heretic base but keeps the MTP head for vLLM / SGLang speculative decoding. |
 | [Qwen/Qwen3.6-35B-A3B](https://huggingface.co/Qwen/Qwen3.6-35B-A3B) | 35B / 3B active | Upstream pre-Heretic base model. `transformers`-native multimodal weights. |
 | [FoolDev/Thanatos-27B](https://huggingface.co/FoolDev/Thanatos-27B) | 27B dense | Dense sibling on the [`llmfan46/Qwen3.6-27B-uncensored-heretic-v2`](https://huggingface.co/llmfan46/Qwen3.6-27B-uncensored-heretic-v2) Heretic base. Same teacher (Fable 5), same dataset family, smaller memory footprint, no MoE quirks. (The old `FoolDev/Thanatos-27B-Heretic` slug now serves a 307 to this path.) |
-| [Crownelius/Crow-9B-HERETIC-4.6](https://huggingface.co/Crownelius/Crow-9B-HERETIC-4.6) | 9B dense | Heretic-flavored fine-tune of the same Qwen 3.5 9B base used as a smaller starting point. Useful as a fast first-pass model when 35B is too heavy for the host. |
 ## Credits

 | `Janus-35B-A3B.Q4_K_M.gguf` | Recommended default, ~19 GB |
 | `Modelfile` | Ollama wrapper for **local** builds (`ollama create janus -f Modelfile`) — overrides the GGUF's embedded template with one that exposes `.Tools` / `.ToolCalls` to Ollama's capability detector. |
 | `template`, `system`, `params` | Used by HF's Ollama bridge when users `ollama run hf.co/FoolDev/Janus-35B` directly. The bridge does **not** read `Modelfile` (see [HF Ollama docs](https://huggingface.co/docs/hub/en/ollama)); it ingests these three root-level files instead. Kept in sync with the `Modelfile`'s `TEMPLATE` / `SYSTEM` / `PARAMETER` directives. |
+| `scripts/build.sh` | Pulls a GGUF from `llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-GGUF` (default Q4_K_M) and runs `ollama create janus`. The bundled Q4_K_M is already this Heretic quant; use this to build other quants locally. |
 | `scripts/check_bridge_sync.py` | Run before pushing a `Modelfile` / `template` / `system` / `params` edit to verify the four configurations remain in sync. Exits 0 if in sync, 1 with a per-key diff if not. |
 GGUF-only release. Pull the Heretic safetensors from [`llmfan46/Qwen3.6-35B-A3B-uncensored-heretic`](https://huggingface.co/llmfan46/Qwen3.6-35B-A3B-uncensored-heretic) if you need the `transformers` tree (or the vanilla pre-Heretic base from [`Qwen/Qwen3.6-35B-A3B`](https://huggingface.co/Qwen/Qwen3.6-35B-A3B)).
+> **Bundled blob status:** the bundled `Janus-35B-A3B.Q4_K_M.gguf` is the Heretic
+> Q4_K_M quant (from
+> [`llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-GGUF`](https://huggingface.co/llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-GGUF)),
+> `qwen35moe`-stamped and verified against the Architecture below (40 layers, 256
+> experts, vocab 248,320). It serves the uncensored Heretic behavior directly;
+> `./scripts/build.sh` remains the path for other quants.
 ## Architecture
 | [llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved](https://huggingface.co/llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved) | 35B / 3B active | Same Heretic base but keeps the MTP head for vLLM / SGLang speculative decoding. |
 | [Qwen/Qwen3.6-35B-A3B](https://huggingface.co/Qwen/Qwen3.6-35B-A3B) | 35B / 3B active | Upstream pre-Heretic base model. `transformers`-native multimodal weights. |
 | [FoolDev/Thanatos-27B](https://huggingface.co/FoolDev/Thanatos-27B) | 27B dense | Dense sibling on the [`llmfan46/Qwen3.6-27B-uncensored-heretic-v2`](https://huggingface.co/llmfan46/Qwen3.6-27B-uncensored-heretic-v2) Heretic base. Same teacher (Fable 5), same dataset family, smaller memory footprint, no MoE quirks. (The old `FoolDev/Thanatos-27B-Heretic` slug now serves a 307 to this path.) |
+| [Crownelius/Crow-9B-HERETIC-4.6](https://huggingface.co/Crownelius/Crow-9B-HERETIC-4.6) | 9B dense | Heretic-flavored fine-tune on a smaller 9B Qwen base. Useful as a fast first-pass model when 35B is too heavy for the host. |
 ## Credits