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A fine-tune of Qwen3.5-0.8B that answers Choice, Score and yes/no questions with calibrated probabilities through a TypeSafe-style API. It runs fully offline, including on a laptop CPU.
A situational 0.75B-parameter dense decision model from Mourad Ghafiri. Treat the modality benchmarks above as the leading indicator of fit — composite scoring across modalities is still maturing. Currently trending on Hugging Face — community interest is climbing.
Generated from this model’s benchmarks and ranking signals. Editor reviews refine it over time.
Access model weights, configuration files, and documentation.
Benchmark data sourced from: Hugging Face, Arena.ai, Artificial Analysis.
The top devices for this model at 4-bit, ranked by fit and speed.
| Device | Grade | VRAM |
|---|---|---|
| ACEMAGIC M1A Pro (i9-13900HK + ARC A770)ACEMAGIC | SS | 1.0 GB |
| Acer Veriton GN100 AI MiniAcer | SS | 1.0 GB |
| AI TOP ATOM ATAGB10-9003Gigabyte | SS | 1.0 GB |
| AMD Instinct MI300XAMD | SS | 1.0 GB |
| AMD Instinct MI325XAMD | SS | 1.0 GB |
Explore the Provider
Aggregate stats, leaderboard, release timeline, and benchmark coverage across every Mourad Ghafiri model we track.
Explore the Family
The full Qwen family leaderboard with sizes, benchmark scores, and a release timeline.
Cheapest current cloud rentals with at least 1 GB VRAM, refreshed hourly.
Advertising disclosure: we earn commissions when you shop through the links below.
| Option | Cost / GPU-hour |
|---|---|
NVIDIA GeForce RTX 3060Vast.ai · Spot · 12 GB VRAM | $0.04 |
NVIDIA GeForce RTX 3060Vast.ai · On-Demand · 12 GB VRAM | $0.04 |
NVIDIA GeForce RTX 3080 TiVast.ai · Spot · 12 GB VRAM | $0.04 |
NVIDIA GeForce RTX 5060 TiVast.ai · Spot · 16 GB VRAM | $0.06 |
NVIDIA GeForce RTX 4060 TiVast.ai · Spot · 8 GB VRAM | $0.07 |
Per-GPU rate across RunPod, the Vast.ai marketplace, DigitalOcean, and Vultr.
Spot tier is interruptible. Plan for restarts when comparing against on-demand prices.
View on Hugging Face
