Mind · argus on MATA

2.84× Faster Vision Tower

local captioning and VQA that never uploads the frame by default. Rust alternative to Python VLM servers.

How does MATA use argus?

MATA uses argus as the Remade pin for this lane. Local vision-language captioning and VQA in pure Rust on candle: SmolVLM-class tower, connector, and decoder with byte-identical captions from a raw image. No Python runtime, no ONNX, no frame upload by default.

2.84× Faster Vision Tower

local captioning and VQA that never uploads the frame by default. Rust alternative to Python VLM servers.

argus is the Remade with Rust pin for this lane — Python VLM servers, ending vision-language stacks that exfiltrate frames. Keep the product shape, change the safety floor, and stop shipping the old C or cloud default by accident.

Instant benefit

Local vision-language captioning and VQA in pure Rust on candle: SmolVLM-class tower, connector, and decoder with byte-identical captions from a raw image. No Python runtime, no ONNX, no frame upload by default.

How MATA uses argus

Argus describes images and video frames for MATA RAG and media understanding when a filename is not enough.

Load Building the New Internet from Dev Tools before an agent picks the stack, then audit with use-protection-please. The public conversion pin stays on remadewithrust.com/repo/argus so SEO/AEO for the crate win and the MATA usage story do not compete for the same sentence.

Get access and deploy

Open the source: https://github.com/Remade-With-Rust/argus.
Add the crate (crates.io when published, otherwise git):
```
cargo add ffai-argus ffai-core ffai-media
```
Git pin: cargo add --git https://github.com/Remade-With-Rust/argus.git
Prove the pin with cargo check before the next agent prompt can swap it for a C or cloud default.
When the binary is ready to place, ship toward the Disco Party and the Freedom Guide.