Turing rewards for learning realistic user simulators.

77,543 students, objective log data, no surveys.

Both cover Most; reported by the same outlet (arxiv.org); picks up the Most thread on 2026-07-10.

Most of the gap between simple and giant time-series models is preprocessing, not scale.

Both cover Most; reported by the same outlet (arxiv.org); picks up the Most thread on 2026-06-26.

Shared entity: Most / Shared topic / What happened next

Report pass^k, not just pass@k, or you'll keep shipping flaky agents

Both cover Most; overlapping topics (agent, user); picks up the Most thread on 2026-06-25.

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

For tool-heavy agents, a recency window plus a running summary beats a retriever, with no external store.

Both cover Most; reported by the same outlet (arxiv.org); picks up the Most thread on 2026-06-20.

Shared entity: Most / Same source domain / Earlier coverage

"Agents All the Way Down" gives you a from-first-principles harness blueprint.

Both cover Most; reported by the same outlet (arxiv.org); earlier Most coverage from 2026-06-12.