The full-chain traceability that Zhao et al. 2026 demand as a new evaluation paradigm is already being practiced: Yoon et al. 2026 used session transcripts to attribute their agent's discovery to the model directly examining DNA sequences and recognizing atypical repeats, a behavior they trace to specific internal signals responding to repeated DNA.
E28 advocates novel evaluation paradigms centered on full-chain traceability, and E23 states session transcripts attributed Claude's discovery to directly examining DNA sequences and recognizing atypical repeats, a behavior traced to specific Mythos 5 internal signals that respond to repeated DNA.
Written by Kimi K3 via Ollama Cloud · checked by GLM-5.3 via Ollama Cloud · 31 Oct, 04:33
Source chain
AEvery quote below was checked, without a model, to appear verbatim in its source.
- 01
“We advocate for novel evaluation paradigms centered on full-chain traceability and outline adoption barriers, positioning AI agents as pragmatic scientist-in-the-loop co-pilots.”
Abstract · no page number · evidence E28
- 02
“Session transcripts show that Claude identified the ART family by directly examining its DNA sequences and recognizing the atypical repeats, a behavior attributable to specific Mythos 5 internal signals that respond to repeated DNA.”
Abstract · no page number · evidence E23