Gargantua-2 / README.md
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---
license: apache-2.0
base_model: Qwen/Qwen3.5-2B
library_name: llama.cpp
tags:
- gguf
- qwen3.5
- vision
- tool-use
- local
language:
- pt
- en
---
# Gargantua 2 (2B)
Gargantua 2 is the main model of the [openTARS](https://project-opentars.github.io/OpenTARS/) assistant. It runs locally, opens programs, types, clicks, searches the web and runs commands, and it can look at a screenshot.
- **Base:** Qwen3.5 2B (Apache-2.0), fine-tuned by the openTARS project on its own tool-use, text-action and screen data, including code examples.
- **Files:** `gargantua-1.2-qwen3.5-2b-Q4_0.gguf` (1.2 GB) and the vision projector `mmproj-gargantua-qwen3.5-2b-Q8_0.gguf` (0.36 GB).
- **Runs with:** llama.cpp (`llama-server`), and with Ollama (`ProjectOpenTARS/Gargantua-2:latest`).
## Measured results (openTARS test suites, local machine)
These are our own tests, run with the openTARS app on an RTX 3050 6 GB. They are not public benchmarks.
| Test | Result |
|---|---|
| 80-task Lab suite (tools, text, vision, refusals) | 73/80 |
| Portable test, 48 tasks (`opentars --prova`) | 46/48 |
| Text actions (rewrite, summarize, translate, ask about text) | 71/76 |
| Tool-call choice (21 cases) | 21/21 |
| 100-task suite with side-effect check (`--cem`, 1 Nov 2026) | 94/100 |
Known limits: it can still invent facts about things it does not know (the app adds a warning and web checks for those cases), it is weak at reading small text in screenshots, and it can answer a greeting with a web search.
## Use
With llama.cpp:
```bash
llama-server -m gargantua-1.2-qwen3.5-2b-Q4_0.gguf --mmproj mmproj-gargantua-qwen3.5-2b-Q8_0.gguf -c 8192
```
With Ollama:
```bash
ollama run ProjectOpenTARS/Gargantua-2:latest
```
Recommended sampling: temperature 0.4, top_p 0.8, top_k 20, repeat_penalty 1.05. The openTARS app sends `think=false` for this model.
## Checksums
See `SHA256SUMS`. The GGUF file's SHA-256 matches the layer already published on Ollama (`99b7dd09…`).