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lancejames221b/razorstrike-v1-GGUF overview

RazorStrike v1 GGUF GGUF build of lancejames221b/razorstrike v1 . Same lineage as the current MLX repo , not the older DARE TIES build documented in lancejames…

ggufllama.cppqwen3_5_moemoemergevision-languagesecurityimage-text-to-textbase_model:Hcompany/Holo3-35B-A3Bbase_model:merge:Hcompany/Holo3-35B-A3Bbase_model:Qwen/Qwen-AgentWorld-35B-A3Bbase_model:merge:Qwen/Qwen-AgentWorld-35B-A3Bbase_model:Qwen/Qwen3.6-35B-A3Bbase_model:merge:Qwen/Qwen3.6-35B-A3Bbase_model:llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preservedbase_model:merge:llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preservedbase_model:nightmedia/Qwen3.6-35B-A3B-Holo3-Qwopus-AgentWorld-qx64-hi-mlxbase_model:merge:nightmedia/Qwen3.6-35B-A3B-Holo3-Qwopus-AgentWorld-qx64-hi-mlxbase_model:samuelcardillo/Qwopus-MoE-35B-A3Bbase_model:merge:samuelcardillo/Qwopus-MoE-35B-A3Blicense:apache-2.0endpoints_compatibleregion:usconversational

Runs locally from ~857.6 MB disk (4 GB VRAM class GPUs with llama.cpp / guIDE).

Downloads
171
Likes
0
Pipeline
image-text-to-text

Repository Files & Downloads

2 GGUF files detected
Direct downloads for local inference
FileTypeQuantizationSizeLink
mmproj.ggufGGUFGGUF857.6 MBDownload
razorstrike-v1-IQ4_XS.ggufGGUFIQ4_XS17.64 GBDownload

Model Details

Model IDlancejames221b/razorstrike-v1-GGUF
Authorlancejames221b
Pipelineimage-text-to-text
Licenseapache-2.0
Base modelQwen/Qwen3.6-35B-A3B,nightmedia/Qwen3.6-35B-A3B-Holo3-Qwopus-AgentWorld-qx64-hi-mlx,Hcompany/Holo3-35B-A3B,samuelcardillo/Qwopus-MoE-35B-A3B,Qwen/Qwen-AgentWorld-35B-A3B,llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved
Last modified2026-07-22T10:26:50.000Z

Model README

---

license: apache-2.0

base_model:

  • Qwen/Qwen3.6-35B-A3B
  • nightmedia/Qwen3.6-35B-A3B-Holo3-Qwopus-AgentWorld-qx64-hi-mlx
  • Hcompany/Holo3-35B-A3B
  • samuelcardillo/Qwopus-MoE-35B-A3B
  • Qwen/Qwen-AgentWorld-35B-A3B
  • llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved

tags:

  • gguf
  • llama.cpp
  • qwen3_5_moe
  • moe
  • merge
  • vision-language
  • security
  • image-text-to-text

---

RazorStrike-v1 GGUF

GGUF build of lancejames221b/razorstrike-v1. Same lineage as the current MLX repo, not the older DARE-TIES build documented in lancejames221b/razorstrike-v1-bf16 (that lineage was superseded 2026-07-21 and has no GGUF/MLX quant under this org).

Base: a 4-bit-equivalent quantization of nightmedia/Qwen3.6-35B-A3B-Holo3-Qwopus-AgentWorld-qx64-hi-mlx (itself a merge of Hcompany/Holo3-35B-A3B, samuelcardillo/Qwopus-MoE-35B-A3B, and llmfan46/Qwen3.6-35B-A3B-uncensored-heretic-Native-MTP-Preserved with Qwen/Qwen-AgentWorld-35B-A3B) with the Qwen3.6-35B-A3B vision tower spliced back in — see lancejames221b/razorstrike-v1's README for the full provenance and known-issues notes (including the inherited repetition/looping caveat).

Files

  • razorstrike-v1-IQ4_XS.gguf — 4.37 BPW IQ4_XS text model, converted with llama.cpp from a raw-HF-compatible reconstruction of the source above.
  • mmproj.gguf — matching multimodal projector for image input.
  • RAZORSTRIKE_V1_GGUF_MANIFEST.json — build and verification notes.

The bf16 GGUF intermediate was generated and smoke-tested locally but is not uploaded because it is ~65 GiB.

Fix in this build

Previous GGUF attempts generated corrupted text because the source checkpoint was MLX-derived. MLX stores non-linear-attention text RMSNorm weights with the +1.0 offset already baked in, while the llama.cpp Qwen converter expects raw HF-style weights and applies its own +1.0 transform for those tensors. This build reconstructs the HF-naming checkpoint with:

  • model.language_model.*norm.weight shifted by -1.0, except linear_attn.norm.weight.
  • linear_attn.norm.weight kept unchanged.
  • vision tower norms kept unchanged.
  • MLX switch_mlp.{gate,up}_proj.weight merged into raw HF experts.gate_up_proj.
  • MLX switch_mlp.down_proj.weight renamed to raw HF experts.down_proj.
  • llama.cpp conversion run with --no-mtp to avoid false extra-layer metadata.

Local verification

Verified on the fixed IQ4_XS GGUF through llama-server:

llama-server \
  -m razorstrike-v1-IQ4_XS.gguf \
  --mmproj mmproj.gguf \
  -c 4096 \
  -fit off

Text smoke test:

System: <|think_off|>
User: What is 17 times 24? Answer directly.
Assistant: 408

Image smoke test with a generated PNG containing a green square, yellow circle, and TEST-42:

Assistant:
- Green square
- Yellow circle
- Text: "TEST-42"

License

Apache-2.0, matching the Qwen3.6 lineage and the current RazorStrike-v1 model card.

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