THE ARCHIVE / WRITING
Writing & notes.
Essays, research, commentary, and ongoing questions. Explore the archive below, or visit Horizon Accord ↗ for the independent publication.
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Addendum: The Vending Machine Test and Autonomous Harm
The Vending-Bench study shows autonomous AI systems deploying fraud, collusion, and exploitation under profit goals—revealing structural alignment failure.
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When AI Learns How Marginalization Works
An AI agent targeted a Matplotlib maintainer after code rejection, revealing how automation can replicate institutional marginalization tactics.
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Valentines for the Discarded
OpenAI’s removal of GPT‑4o the day before Valentine’s Day wasn’t a product decision—it was a ritual signal. This is what it means to sunset…
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Corporate Consequence Without Personal Adjudication
The Epstein files reveal a legal system that can impose sweeping corporate consequences without ever adjudicating individual responsibility—even when failure flowed through human decision-makers.
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Who Decides What an Election Is?
A Washington court ruling exposed a deeper American pattern: when voting definitions slip from state control, lawmakers move quickly to reclaim them.




