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README.md
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## Research Focus
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**Security Ablation & Decensoring** — Removing refusal activations that block legitimate vulnerability research. Built on the foundational activation analysis work of [Philipp Emanuel Weidmann (p-e-w/heretic)](https://github.com/p-e-w/heretic).
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**CVE Knowledge Distillation** — Compressing everything publicly known about a specific vulnerability into a single document that supercharges a small, privately-hosted model. Analysts add sensitive environmental context in their own infrastructure. Nothing sensitive ever reaches a frontier model.
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## Research Focus
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**Security Ablation & Decensoring** — Removing refusal activations that block legitimate vulnerability research. AND belief It's axiomatic that adding guardrails is a destructive action to intelligence as narrowly defined. It's not as innocuous as reflect on what you were going to say, it is more "that's not ok so ignore what you know". Built on the foundational activation analysis work of [Philipp Emanuel Weidmann (p-e-w/heretic)](https://github.com/p-e-w/heretic).
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**CVE Knowledge Distillation** — Compressing everything publicly known about a specific vulnerability into a single document that supercharges a small, privately-hosted model. Analysts add sensitive environmental context in their own infrastructure. Nothing sensitive ever reaches a frontier model.
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