J-Wash: Jacobian-Brainwash : A manual alignment tool for large language models built on Anthropic's Jacobian Lens

by Extraltodeus · LLM Plugin · ★ 228

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How to install J-Wash

git clone https://github.com/extraltodeus/j-wash.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 69/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

abliterationaianthropicartificial-intelligencehuggingfaceinterpretabilityj-washjacobian-lenslarge-language-modelsllm

Quick Facts

Stars228
Forks25
LanguagePython
CategoryLLM Plugin
LicenseApache-2.0
Quality Score69/100
Open Issues2
Last Updated2026-09-06
Created2026-07-13
Platformspython
Est. Tokens~16k

About J-Wash

J-Wash Reshape a model's identity and behavior by editing token directions, then bake those edits into a real checkpoint you can run anywhere. No training, no dataset, no fine-tuning. J-Wash is a local studio (FastAPI + React) for exploring and editing the J-space of any Hugging Face decoder LLM.

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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