peculiar-ragdoll/Cyber-Tiel-Coder-35B-A3B-GGUF-MTP

image-text-to-text model by peculiar-ragdoll

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CyberTiel outcodes every other 35B-A3B at Q4 quantization (and spring-of-2026 frontier models), while engaging with offensive security work without hesitation or refusal. As a sweet spot between speed and ability, CyberTiel delivers agentic coding solves about 3-4x faster than 3.8-27B dense. This is the first time the frontier coder in this size/speed class is an uncensored model. If you need a safer censored alternative, go for TielCoder. SWE-bench-Live tests the model's ability to autonomously solve a set of real issues and bugs in large codebases, published continuously and recently, with hidden regression tests catching if you broke something trying to fix something. Doing well on SWE-bench-Live represents real world autonomous production coding ability: the opposite of "benchmaxxing" and answer memorization for programming work. With its optimizations, CyberTiel Q4 (22GB) represents a new frontier in quantized 35B-A3B MoE coders, suitable to solve real-world programming problems at speed, even on low-power hardware…

peculiar-ragdoll/Cyber-Tiel-Coder-35B-A3B-GGUF-MTP on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-10-30T14:30:53.872Z

Inside the original model card — Document outline
  1. All power to all people
  2. Abliterated: Willing, able and slightly unstable
  3. Run it
  4. Use it
  5. The multi-token-prediction head
  6. The CyberTiel imatrix
  7. Benchmarks disclaimer
  8. Credits
  9. Citation

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Documentation belongs to its respective authors. Reported project/model license: mit. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

Model overview

peculiar-ragdoll/Cyber-Tiel-Coder-35B-A3B-GGUF-MTP is a image-text-to-text model repository published by peculiar-ragdoll on Hugging Face. The source reports the gguf library.

This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.

Model facts

Task
image-text-to-text
Library
gguf
Recent downloads (30 days)
933,876
Cumulative likes
325
Hugging Face trending score
50
Reported safetensors parameters
Not reported
Architecture
Not reported
License
mit
Access
Not gated by Hugging Face
Created
2026-08-31T23:57:36.000Z
Last modified
2026-10-26T21:17:20.000Z

Compatibility and lineage

Reported languages: en, zh

Reported base models: huihui-ai/Huihui-Ornith-1.5-35B-A3B-abliterated

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

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Model card and usage instructions

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Source and freshness

Source: Hugging Face Hub. Metadata observed 2026-11-01T06:51:30.840Z. Daily imports are snapshots, not real-time monitoring.

Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.

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