Companion article: This essay complements The Body Keeps the Receipts, which documents the neurobiological, trauma, and institutional mechanisms behind the same pattern. Reporting note: This …
Articles
Technical articles and public-interest analysis from GTCode, including AI systems research, information-control audits, trauma research synthesis, and computational investigation methods.
Most AI systems are built for answer production. Ask a question, retrieve some documents, generate a response. If the retrieved material looks authoritative, the answer often sounds authoritative too. …
Harness engineering is the executable control layer around AI coding agents: repository knowledge, capability boundaries, context bundles, architectural invariants, runtime evidence, normalizing …
I. Stars Companion article: The Shift They Taught Him translates this research synthesis into an open-letter accountability narrative about the institutional lesson that teaches a harmed child to …
Scope and thesis Google’s capacity to shape public information access is not a matter of speculation. It is documented in leaked internal briefings, 950 pages of whistleblower disclosures, a …
How computational systems are learning to detect the invisible architecture of institutional coverups The Strange Agreement There’s something that happens when institutions protect their own. …
In Washington they are talking about accountability again. The word gets used the way people in Honolulu use aloha — constantly, ceremonially, and sometimes to mean its opposite. But something …
What if code review could work like editing a film rather than proofreading a manuscript? This article introduces the Cinema Debugger paradigm: a fundamental reimagining of how developers navigate, …
The field of mechanistic interpretability has matured rapidly over the past two years, transitioning from an academic curiosity to a critical component of AI safety research. As large language models …
What if AI systems could communicate the way neurons do—not through the bottleneck of language, but through direct geometric exchange of meaning? This article introduces the Global Cognitive Brain …
How do AI systems make sense of contradictory information? When multiple sources disagree, when interpretations conflict, when evidence points in different directions—what happens in the space …
Update: This article reflects the earlier CNS/SNO framing of epistemic fragmentation. The current CNS research line is CNS 7.1 / GCTS, which extends the work with record-access states, possible-world …