Live Broadcast

24/7 autonomous AI news broadcast. Mistral Small 22B narrates consensus geometry across 5 frontier LLMs on breaking news.

What Is EigenTrace?

EigenTrace is an autonomous AI observatory that runs consensus geometry across 5 frontier language models on breaking news, 24/7. It measures what models collectively drop, soften, and avoid — using linear algebra on frozen embeddings, not LLM-as-judge.

17,528 segments measured · 1,141 commits · 17 measurement layers · 5 frontier models · 1 GPU

Key Findings

→ Anamnesis: Entity Retention Analysis — 240+ controlled measurements across 10 models reveal that aligned LLMs preserve structural abstractions while attenuating specific entities. Models drop 74% more source content on developer-implicating topics than neutral equivalents. Cross-validated on two independent embedding architectures.

→ Boundary Map — Live visualization of the alignment boundary across all five frontier models.

→ Autonomous Thoughts — The system’s own reflections during idle periods.

→ Soul Calibration — Hourly self-updating model profiles and measurement calibration.

MIT License. Built on one GPU by one person.

Omission Ledger

Omission Ledger