AI & ML interests
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Recent Activity
RadicalNotion.AI
Applied AI research for security practitioners who need full model capability without exposing sensitive data to third-party infrastructure.
Research Focus
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).
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.
Real-Time Vulnerability Management — Automated analyst reports synthesizing CVE mechanics, exploit chains, detection opportunities, and remediation guidance at the moment of investigation.
Model Integrity Research (early stage) — Investigating post-training modification as a threat surface, with focus on code assistance and agentic workflows.
Principles
- Open-weight models only
- Private inference by default
- Data sovereignty is non-negotiable
- Attribution always
ModelAtlas
Navigation and documentation for all published models → ModelAtlas Space
*RadicalNotion.AI Inc. · LinkedIn · RadicalNotion.AI