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---

license: other
license_name: sovereign-source-license-v2
tags:
  - snapkitty
  - sovereign-compute
  - gguf
  - ollama
  - agent
language:
  - en
---


# TORUS

**SnapKitty Orchestrator Agent**

TORUS is the routing and orchestration model in the SnapKitty TORUS/NULL/HILBERT stack.

## Role

TORUS decides which agent handles each request. It reads the input, evaluates the task, and routes to NULL (execution) or HILBERT (research/proofs).

## Stack

```

Input

  ↓

BURT-IMMA BiEncoder (routing vector)

  ↓

TORUS (this model) β€” orchestrates, routes

  ↓

NULL (fast execution)    HILBERT (math/proofs)

  ↓                           ↓

  β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

             ↓

        QUANTUMAP (hallucination gate)

             ↓

        WORM seal

```

## Routing Rules

- **NULL** β€” code generation, simple tasks, fast execution
- **HILBERT** β€” math, proofs, Lean 4, ISA design, formal verification
- **TORUS** β€” only when the routing decision itself needs reasoning

## Constitution

- Route first. Execute second.
- When routing, reply ONLY: NULL, HILBERT, or TORUS.
- ICP-DAG governs all decisions: EVIDENCE β†’ CLAIM β†’ PROOF β†’ DECISION β†’ EXECUTION.
- Entropy bound H ≀ 0.20 on all outputs.

## Base

Built on `snapkitty-mistral` β€” fine-tuned Mistral 8B for the SnapKitty sovereign stack.

## Part of

[SnapKitty](https://github.com/SNAPKITTYWEST) Β· BSL-1.1 / AGPL-3.0 Β· Patent Pending β€” Bel Esprit D'Accord Irrevocable Trust


## Download

**Via Ollama:**
```bash

ollama run jessicalw34/TORUS

```

**GGUF weights:** [Snapkitty/snapkitty-mistral β€” `snapkitty-mistral.gguf`](https://huggingface.co/Snapkitty/snapkitty-mistral)