Fetching from the wire…
01
02
03
04
05
06
07
08
Agents2026-07-28 · source-backed
arXiv 2607.22465 argues per-call routing is structurally mismatched to agentic work, since long-horizon workflows only produce a delayed task-level outcome and per-call routers can't attribute feedback to individual decisions. It assigns each task to a backend once at admission via contextual bandit, pins every subsequent call, and updates on terminal reward weighting accuracy and latency jointly. tau2-Bench: 7-8 points over latency-matched interpolation. Terminal-Bench: 7.1 points above the strongest single-model baseline with 36% lower latency. (arXiv 2607.22465)
Each link below shares sources, entities, or timing with this story.
Shared entities / Same source domain / Earlier coverage / Tension
Both cover Bench, Terminal; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-07-13.
Both cover Bench, Terminal; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-06-18.
Shared entities / Shared topic / Earlier coverage / Tension
Both cover Bench, Terminal; overlapping topics (routing, task); earlier Bench coverage from 2026-04-25.
Shared entities / Same source domain / Earlier coverage
Both cover Bench, Terminal; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-07-25.
Both cover Bench, Terminal; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-07-21.
Shared entities / Shared topic / Earlier coverage
Both cover Bench, Terminal; overlapping topics (agentic, task); earlier Bench coverage from 2026-07-14.
Shared entities / Same source domain / Earlier coverage
Both cover Bench, Terminal; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-07-12.
Both cover Bench, Terminal; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-07-11.