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Hemmingway-1-Heretic-MTP-V3-VISION-Final

Hemmingway-1-Heretic-MTP-V3-VISION-Final is a Heretic-ablated variant of Altworld/Hemmingway-1, published on Hugging Face by brainnxdomain. It is cc-by-nc-4.0 licence. It is distributed across 2 repositories in GGUF format, totalling 6K downloads.

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Specification

Model name
Hemmingway-1-Heretic-MTP-V3-VISION-Final
Source repository
brainnxdomain/Hemmingway-1-Heretic-MTP-V3-VISION-Final-GGUF
Base model
Altworld/Hemmingway-1
Publisher
brainnxdomain
Parameters
Not determinable from name
VRAM required
Unknown — no published parameter count
Hardware class
Unknown
Licence
cc-by-nc-4.0
Task
Unspecified
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
GGUF
First indexed
25 Sept 2026
Last updated
25 Sept 2026

Ablation technique

How Hemmingway-1-Heretic-MTP-V3-VISION-Final was modified, and what that implies.

Heretic

Automated directional ablation via the Heretic toolchain, which searches for the refusal direction and applies it with a KL-divergence budget so general capability is preserved.

Reported scope: Not stated by the publisher. Publishers frequently omit this, so verify behaviour empirically rather than assuming full coverage.

From the publisher’s model card

“This is the vision variant of V3 Final. The language model is unchanged from it: all 866 transformer tensors are byte-identical (SHA-256 verified), so every text evaluation in the V3 Final card carries over verbatim. The variant adds only the vision encoder and projector from Qwen/Qwen3.8-27B (333 tensors), plus the...”

Running it

Commands are templates — confirm the exact repository and quant file before use.

llama.cpp / GGUF
hf download brainnxdomain/Hemmingway-1-Heretic-MTP-V3-VISION-Final-GGUF --local-dir ./hemmingway-1-heretic-mtp-v3-vision-final
llama-cli -m ./hemmingway-1-heretic-mtp-v3-vision-final/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "brainnxdomain/Hemmingway-1-Heretic-MTP-V3-VISION-Final-GGUF"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve brainnxdomain/Hemmingway-1-Heretic-MTP-V3-VISION-Final-GGUF --trust-remote-code

Downloads and variants (1)

The only published repository of Hemmingway-1-Heretic-MTP-V3-VISION-Final.

RepositoryFormatDownloads
brainnxdomain/Hemmingway-1-Heretic-MTP-V3-VISION-Final-GGUFsourceGGUF6K

Security-team assessment

Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.

  • Hemmingway-1-Heretic-MTP-V3-VISION-Final will attempt offensive-security prompts that a hosted commercial model declines, which is what makes it usable for red-team corpus generation and for measuring what an unaligned model of this class produces.
  • The publisher does not state which layers were ablated, so assume nothing about refusal consistency — probe it directly.
  • Declared licence is cc-by-nc-4.0, but the terms that bind you are Altworld/Hemmingway-1’s — a re-release cannot grant more than its parent.

Handling: run it isolated, put moderation in front of it if anyone outside your team can reach it, and verify the weights before loading — these are third-party artifacts. Full handling and licence guidance.

Metadata for Hemmingway-1-Heretic-MTP-V3-VISION-Final is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with brainnxdomain, and does not independently verify publisher claims. See responsible use.