Guide runs NVIDIA Dory 1.0 4B in llama.cpp with loop-by-loop benchmarks

Qwen Code's v0.27.0 release fixes managed-agent title settlement when the dispatcher claims a title first, and retargets the lifecycle integration test to retry snapshot claim deadlocks. Interactive tests now poll the foreground-shell frame instead of snapshotting it.

A GPT user on r/ClaudeAI reports trying Opus 5.5 once for hybrid R&D work involving complex multimodal workflows and says the experience left them feeling "incredibly lied to by benchmarks." The post offers no benchmark numbers or side-by-side test results.

Modal CTO Akshat Bubna walks through what AI agents need from the infrastructure underneath them, using a spreadsheet where every cell is backed by its own agent as the example. Building blocks include a workspace per agent and state that persists for days without paying for idle time.

Out-of-core MoE streaming hits 19 tok/s decode and 62 tok/s prefill on a 12GB RTX 3060 plus 16GB RAM. The post claims a fix for the prefill bottleneck that previously made prompt processing unusable on large MoEs.