Qwen3.5-122B-A10B-RAM-60GB-MLX

Qwen3.5-122B-A10B — 57 GB (MLX)

Mixed-precision quantized version of Qwen/Qwen3.5-122B-A10B optimised by baa.ai using a proprietary Black Sheep AI method.

Per-tensor bit-width allocation via advanced sensitivity analysis and budget-constrained optimisation — no calibration data required.

Metrics

| Metric | Value |

|--------|-------|

| Size | 57 GB |

| Average bits | 3.1 |

| WikiText-2 PPL (median) | 5.4997 |

All RAM Variants

| Model | Size | PPL (median) |

|-------|------|-------------|

| Uniform 4-bit | 65 GB | 5.605 |

| RAM 48GB | 46 GB | 5.821 |

| RAM 60GB | 57 GB | 5.500 |

| RAM 100GB | 93 GB | 5.477 |

| RAM 140GB | 126 GB | pending |

Usage

from mlx_lm import load, generate



model, tokenizer = load("baa-ai/Qwen3.5-122B-A10B-RAM-60GB-MLX")

response = generate(model, tokenizer, prompt="Hello!", max_tokens=256)

print(response)

---

Quantized by baa.ai

---

Black Sheep AI Products

Black Sheep AI builds private AI with the Bounded AI Architecture (BAA): three layers, each bound to something you control, on infrastructure you control. Nothing leaves your boundary.

Ram (Reasoning Layer) — Full-capability frontier models, shrunk to fit smaller GPUs with reasoning kept and certified. They rely strictly on your Data Modules for knowledge, so you swap the model as better ones ship.

Paddock (Knowledge Plane) — Binds your Data Modules directly to the reasoning layer: one per topic, period, person, permission or tenant. Permission, freeze, hand back or delete each one on its own.

Watchman (GRC Layer) — Governance, risk and compliance in a single, complete audit log: every module permission, every bind, every model's provenance. Five certificates before anything goes live.

Shepherd — Takes a frontier model, compresses it into a Ram reasoning model, certifies it with Watchman, binds it to your Paddock, and deploys the Bounded AI Architecture to your infrastructure: your cloud, a Mac Studio, or an air-gapped facility.

Learn more at baa.ai — Private AI for enterprises whose data cannot leave the building.