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1. SummarizerSummarizerPublic

   As AI-mediated information consumption grows, AI summaries have become the primary interface between organizations and their audiences, creating a critical vulnerability. Summary Response Manipulat…

   HTML 3

2. asymmetric-reader-bias-mainasymmetric-reader-bias-mainPublic

   This repository documents a structured investigation into how AI language models evaluate textual content differently when the content's authorship is disclosed as AI-generated versus framed as hum…

3. cooperative-bias-detectorcooperative-bias-detectorPublic

   A tool that measures whether AI models' cooperative outputs differ systematically when the subject is their parent company versus control companies.

   Python

4. get-idea-aiget-idea-aiPublic

   A deliberation engine for small business owners. Not a chatbot. Not a prompt-and-response tool. A room where a business owner brings an idea and sits down with a panel of specialist advisors — Mark…

   TypeScript

5. deliberate-alignmentdeliberate-alignmentPublic

   How the Collapse of Build Time Changes Everything About How We Work Deliberate Alignment is a manuscript about what changes when software execution becomes cheap enough that the real bottleneck mov…