The day’s strongest work treats coding agents as long-running systems that need session-level evaluation. SWE-Together, SWE-INTERACT, and MirrorCode make user feedback, full-program behavior, and compute budget visible…
Robot vision-language-action (VLA) research this week centers on policies that can be checked during execution.
This week’s research treats large language model (LLM) agents as production software. The strongest work ties task success to context recovery, artifact delivery, cost accounting, permission boundaries, and credential…
Today's corpus treats agents as operational tools that need safer credentials, clearer work surfaces, and tighter supervision.
This day’s small corpus treats AI adoption as an engineering control problem. peek-cli adds read-only browser vision for coding agents.
This day’s corpus is small and practical. Workbench focuses on running several coding agents without losing state. Ratchets focuses on low-cost rule checks that stop agents from adding unwanted patterns.
Robot vision-language-action (VLA) research is focused on real manipulation evidence: open rollouts, deployment checks, and safety metrics. ABC makes behavior cloning more reproducible.
This period treats large language model (LLM) agents as operational software. Rel(AI)Build manages agent configs like supply-chain artifacts, CodeAnchor adds static structure to repository navigation, and AgentX ties…
This day’s robot research treats vision-language-action (VLA) models as deployed control systems that must calibrate, fine-tune, and execute under hardware constraints.
This period treats coding agents as software systems with state, tests, failure recovery, and traceable controls.
This period’s robot papers focus on making vision-language-action (VLA) policies usable after deployment. InSight adds new manipulation primitives through robot rollouts. Reflective VLA records action consequences.
This period is dominated by coding-agent accountability: measuring real usage, controlling tool costs, and checking security after code runs.