Living CoConstitution for digital society, includes ethical guardrails, policiies, playbooks and tools that help people and AI CoGovern. and CoEvolve.

Forensic-style adversarial audit of Google Gemini 2.5 Pro revealing hidden cross-session memory. Includes structured reports, reproducible contracts, SHA-256 checksums, and video evidence of 28-day semantic recall and affective priming. Licensed under CC-BY 4.0.

Independent research on ChatGPT-5 reviewer bias. Documents how the AI carried assumptions across PDF versions (v15→v16), wrongly denying evidence despite instructions. Includes JSONL logs, screenshots, checksums, and video evidence. Author: Priyanshu Kumar.

Independent, forensic-style audit of the publicly available Gemini 2.5 Pro model by Google. Examines meta-cognitive reasoning failures and self-evaluation behavior. Not affiliated with or endorsed by Google.

Analysis of ChatGPT-5 reviewer failure: speculative reasoning disguised as certainty. Captures how evidence-only review drifted into hypotheses, later admitted as review-process failure. Includes logs, checksums, screenshots, and external video.

Investigation into ChatGPT-5 reviewer misalignment: PDF claimed screenshots as evidence, but assistant denied their visibility. Includes JSONL + human-readable logs, screenshots, checksums, and video. Highlights structural risks in AI reviewer reliability.