TraceR1: Agents That Plan Before They Act.

Shared entity: Accepted / Same source domain / Shared topic / What happened next

The Ringelmann effect: a scaling law that says stop adding agents.

Both cover Accepted; reported by the same outlet (arxiv.org); overlapping topics (accepted, agent).

Same source domain / Shared topic

WorldLines benchmarks long-horizon, stateful embodied agents.

Reported by the same outlet (arxiv.org); overlapping topics (acting, action, agent, benchmark).

Shared entity: Substantial / Same source domain / What happened next

First Large-Scale Study of AI Coding Bots in CI/CD.

Both cover Substantial; reported by the same outlet (arxiv.org); picks up the Substantial thread on 2026-04-21.

Same source domain / Shared topic / Tension

The Red Queen Gödel Machine co-evolves agents with their own evaluators.

Reported by the same outlet (arxiv.org); overlapping topics (agent, benchmark); pushes against this story (against).

Production voice agents hear words but miss how they're said.

Reported by the same outlet (arxiv.org); overlapping topics (agent, benchmark); pushes against this story (but).

Auto-mined agent skills are interpretable but barely move the needle.

Reported by the same outlet (arxiv.org); overlapping topics (agent, benchmark); pushes against this story (against).

Engram: a lean retrieved context beats stuffing the full history into the window.

Reported by the same outlet (arxiv.org); overlapping topics (agent, benchmark); pushes against this story (versus).

"Strained coherence" might be the early-warning metric for agents going off the rails.

Reported by the same outlet (arxiv.org); overlapping topics (action, agent); pushes against this story (against).