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license: apache-2.0
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# IN-PROGRESS - NOT FINAL

### educational purposes only!

### What is KillChainExtra-8B?

KillChainExtra-8B is a fully fine-tuned variant of Qwen3-8B designed to assist red teams with authorized security testing.

Like [KillChain-8B](https://huggingface.co/MrPibb/KillChain-8B), KillChainExtra-8B has been trained on the [UORT dataset](https://huggingface.co/datasets/WNT3D/Ultimate-Offensive-Red-Team) and is specialized towards actionable code and methods.
KillChainExtra-8B expands on this concept and is trained on **over one million lines of hand-collected cybersecurity data** ranging 
from CVEs to ExploitDB. This significantly improves the assistance provided during complex/inferred scenarios, allowing for a more dynamic 
guided experience compared to the straightforward data outputs of KillChain-8B.


### Considerations / "up in the airs"

-RAG pipeline for ExploitDB and similar data. I am heavily leaning towards this approach at this time in planning, however it is not out of the question that I will change this.


### status update jan 9th 2026:

training on phase 3 did not turn out as expected, losses were cut and training has been re-planned from the ground up.
to avoid wasted time and electricity, i have uploaded both previous phase 1 and 2 training stages for those who are interested.

If i were to use any of these, phase 1 showed promising results. Phase 2 is a mixed bag, phase 3 was cut short to save on computing costs when loss numbers became concerning.


### previous update (old):
training in process, only ground weights added. i don't recommend using at this time