Verilog/RTL hardware-design fine-tunes of Qwen3.8-27B. v0.1 is a research preview: release criteria met, improvement over the base not demonstrated.
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One-token gates after retrieval, before generation: answer, retrieve more, or stop. Released after five pre-registered gates.
Which of seven actions should an enterprise agent take under a written policy? Generation is removable; test-time reasoning is not.
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ThakiCloud/Qwen3.8-27B-Human-KO-Enterprise-v0.1
Text Generation • 28B • Updated • 508 -
ThakiCloud/Qwen3.8-27B-Human-KO-Enterprise-v0.2
Text Generation • 28B • Updated • 354 -
ThakiCloud/EnterpriseOps-KO-Policy
Viewer • Updated • 5.21k • 118 -
ThakiCloud/Qwen3.8-27B-Human-KO-Enterprise-Boundary
Image-Text-to-Text • 28B • Updated • 64
8/5-step DMD2 LoRA adapters for Qwen-Image-2.1 (T2I, 1024², CFG-free). Beat Pruna 5/8-step on PickScore; 5.5×/8.2× faster on B200.
Hy-MT2-7B specialized for Korean address-term and speech-level constraints with its multilingual translation kept intact. No FLORES text in training.
Benchmarks and reproduction material for re-measuring the numbers on the model cards. Kept separate from the release collections.
Quantization of multimodal (image + text) checkpoints, calibrated to keep the vision tower intact.
Quantization suite for the coding MoE 30B-A3B. Four formats plus an expert-pruned variant.
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ThakiCloud/Qwen3-Coder-30B-A3B-NVFP4
Text Generation • 31B • Updated • 236 -
ThakiCloud/Qwen3-Coder-30B-A3B-W4A16
Text Generation • 31B • Updated • 170 • 1 -
ThakiCloud/Qwen3-Coder-30B-A3B-MXFP4
Text Generation • 31B • Updated • 81 -
ThakiCloud/Qwen3-Coder-30B-A3B-Prune3-W4A16
Text Generation • 30B • Updated • 111
Retrieval embeddings, benchmark, and index that let an LLM agent find the right skill inside a library of 1,000+ skills.
Quantized EmbeddingGemma 2 text towers that query an existing BF16 index without re-embedding the corpus.
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ThakiCloud/eg2-text-q4
Feature Extraction • 0.1B • Updated • 45 -
ThakiCloud/eg2-text-hybrid-129m
Feature Extraction • 0.1B • Updated • 28 -
ThakiCloud/eg2-text-hybrid-119m
Feature Extraction • 0.1B • Updated • 15 -
Where Post-Training Quantization Breaks Text Embedders: A Measured Map Across Four Embedder Families
Paper • 2609.16391 • Published
Evidence-sufficiency judges for RAG (4B/9B/27B) tuned with ChainCheck controls, plus the kit. Gains are on real entities, not synthetic ones.
동네 음식점 고객 문의를 사장님 대신 받는 정책 모델. 의도·슬롯·행동을 JSON으로 고르고, 사실은 매장 프로필에서만 가져온다.
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ThakiCloud/Qwen3.8-27B-Human-KO-MerchantDesk-v0.1
Text Generation • 28B • Updated • 855 -
ThakiCloud/Qwen3.8-27B-Human-KO-MerchantDesk-v0.1-LoRA
Updated • 16 -
ThakiCloud/Qwen3.8-27B-Human-KO
Text Generation • 28B • Updated • 796 • 2 -
ThakiCloud/Qwen3.8-27B-Human-KO-Enterprise-v0.2
Text Generation • 28B • Updated • 354
Korean typed-decision LoRA adapters on Qwen3.5-4B-Base (Kev recipe), trained on KoBEST/KLUE. Weights only; machine-consensus evals.
Qwen3.8-27B aligned to five Korean regional dialects. Real-data vs. synthetic arm on one benchmark. Not a chat model — single-turn only.
Vocabulary-suppression recipes that block language confusion at the weight level, across six languages.
General-purpose MoE 30B-A3B quantization. Three builds differing only in algorithm — also a rebuild-noise comparison.
Serving-quantization suite for Qwen3.8-27B, all built from the same base so you can pick by hardware generation.
-
ThakiCloud/Qwen3.8-27B-W4A16-GPTQ
Text Generation • 27B • Updated • 270 • 2 -
ThakiCloud/Qwen3.8-27B-W4A16-AWQ
Text Generation • 27B • Updated • 291 • 1 -
ThakiCloud/Qwen3.8-27B-NVFP4-GPTQ-txt
Image-Text-to-Text • 20B • Updated • 209 -
ThakiCloud/Qwen3.8-27B-NVFP4-FP8ATTN
Image-Text-to-Text • 19B • Updated • 98 • 1
Full-weight checkpoints aligning Qwen3.8-27B to Korean conversational style: style, CJK suppression, safety DPO, serving quantization.
-
ThakiCloud/Qwen3.8-27B-Human-KO
Text Generation • 28B • Updated • 796 • 2 -
ThakiCloud/Qwen3.8-27B-Human-KO-Safety
Text Generation • 28B • Updated • 921 • 2 -
ThakiCloud/Qwen3.8-27B-Human-KO-NVFP4
Text Generation • 19B • Updated • 502 • 1 -
ThakiCloud/Qwen3.8-27B-Human-KO-Safety-NVFP4
Text Generation • 19B • Updated • 492
Verilog/RTL hardware-design fine-tunes of Qwen3.8-27B. v0.1 is a research preview: release criteria met, improvement over the base not demonstrated.
Quantized EmbeddingGemma 2 text towers that query an existing BF16 index without re-embedding the corpus.
-
ThakiCloud/eg2-text-q4
Feature Extraction • 0.1B • Updated • 45 -
ThakiCloud/eg2-text-hybrid-129m
Feature Extraction • 0.1B • Updated • 28 -
ThakiCloud/eg2-text-hybrid-119m
Feature Extraction • 0.1B • Updated • 15 -
Where Post-Training Quantization Breaks Text Embedders: A Measured Map Across Four Embedder Families
Paper • 2609.16391 • Published
One-token gates after retrieval, before generation: answer, retrieve more, or stop. Released after five pre-registered gates.
Evidence-sufficiency judges for RAG (4B/9B/27B) tuned with ChainCheck controls, plus the kit. Gains are on real entities, not synthetic ones.
Which of seven actions should an enterprise agent take under a written policy? Generation is removable; test-time reasoning is not.
-
ThakiCloud/Qwen3.8-27B-Human-KO-Enterprise-v0.1
Text Generation • 28B • Updated • 508 -
ThakiCloud/Qwen3.8-27B-Human-KO-Enterprise-v0.2
Text Generation • 28B • Updated • 354 -
ThakiCloud/EnterpriseOps-KO-Policy
Viewer • Updated • 5.21k • 118 -
ThakiCloud/Qwen3.8-27B-Human-KO-Enterprise-Boundary
Image-Text-to-Text • 28B • Updated • 64
동네 음식점 고객 문의를 사장님 대신 받는 정책 모델. 의도·슬롯·행동을 JSON으로 고르고, 사실은 매장 프로필에서만 가져온다.
-
ThakiCloud/Qwen3.8-27B-Human-KO-MerchantDesk-v0.1
Text Generation • 28B • Updated • 855 -
ThakiCloud/Qwen3.8-27B-Human-KO-MerchantDesk-v0.1-LoRA
Updated • 16 -
ThakiCloud/Qwen3.8-27B-Human-KO
Text Generation • 28B • Updated • 796 • 2 -
ThakiCloud/Qwen3.8-27B-Human-KO-Enterprise-v0.2
Text Generation • 28B • Updated • 354
8/5-step DMD2 LoRA adapters for Qwen-Image-2.1 (T2I, 1024², CFG-free). Beat Pruna 5/8-step on PickScore; 5.5×/8.2× faster on B200.
Korean typed-decision LoRA adapters on Qwen3.5-4B-Base (Kev recipe), trained on KoBEST/KLUE. Weights only; machine-consensus evals.
Hy-MT2-7B specialized for Korean address-term and speech-level constraints with its multilingual translation kept intact. No FLORES text in training.
Qwen3.8-27B aligned to five Korean regional dialects. Real-data vs. synthetic arm on one benchmark. Not a chat model — single-turn only.
Benchmarks and reproduction material for re-measuring the numbers on the model cards. Kept separate from the release collections.
Vocabulary-suppression recipes that block language confusion at the weight level, across six languages.
Quantization of multimodal (image + text) checkpoints, calibrated to keep the vision tower intact.
General-purpose MoE 30B-A3B quantization. Three builds differing only in algorithm — also a rebuild-noise comparison.
Quantization suite for the coding MoE 30B-A3B. Four formats plus an expert-pruned variant.
-
ThakiCloud/Qwen3-Coder-30B-A3B-NVFP4
Text Generation • 31B • Updated • 236 -
ThakiCloud/Qwen3-Coder-30B-A3B-W4A16
Text Generation • 31B • Updated • 170 • 1 -
ThakiCloud/Qwen3-Coder-30B-A3B-MXFP4
Text Generation • 31B • Updated • 81 -
ThakiCloud/Qwen3-Coder-30B-A3B-Prune3-W4A16
Text Generation • 30B • Updated • 111
Serving-quantization suite for Qwen3.8-27B, all built from the same base so you can pick by hardware generation.
-
ThakiCloud/Qwen3.8-27B-W4A16-GPTQ
Text Generation • 27B • Updated • 270 • 2 -
ThakiCloud/Qwen3.8-27B-W4A16-AWQ
Text Generation • 27B • Updated • 291 • 1 -
ThakiCloud/Qwen3.8-27B-NVFP4-GPTQ-txt
Image-Text-to-Text • 20B • Updated • 209 -
ThakiCloud/Qwen3.8-27B-NVFP4-FP8ATTN
Image-Text-to-Text • 19B • Updated • 98 • 1
Retrieval embeddings, benchmark, and index that let an LLM agent find the right skill inside a library of 1,000+ skills.
Full-weight checkpoints aligning Qwen3.8-27B to Korean conversational style: style, CJK suppression, safety DPO, serving quantization.
-
ThakiCloud/Qwen3.8-27B-Human-KO
Text Generation • 28B • Updated • 796 • 2 -
ThakiCloud/Qwen3.8-27B-Human-KO-Safety
Text Generation • 28B • Updated • 921 • 2 -
ThakiCloud/Qwen3.8-27B-Human-KO-NVFP4
Text Generation • 19B • Updated • 502 • 1 -
ThakiCloud/Qwen3.8-27B-Human-KO-Safety-NVFP4
Text Generation • 19B • Updated • 492