The capabilities of an agent swarm depend on both its individual members and how they coordinate. Yet existing multi-agent systems often train agents within fixed orchestration structures, separating the learning of i... Context & related coverage →
arxiv.org · 2026-10-15 · Ranked: agent + eval match · research watch · fresh 0.90 · score 2.44
Stronger language models may increasingly construct useful procedures for themselves, reducing the advantage of developer-supplied scaffolding. We investigate why this advantage persists and whether an environment-agn... Context & related coverage →
arxiv.org · 2026-10-15 · Ranked: evaluation match · research watch · fresh 0.86 · score 2.38
Large audio language models (LALMs) have made substantial progress in audio understanding. However, in high-throughput applications requiring frequent selection, judgment, and scoring, autoregressive text generation i... Context & related coverage →
Where to start with agent evals, offline vs online evals, evaluator types, LLM judges, benchmarks with Harbor, multi-turn evals, and keeping costs down. Context & related coverage →
AWS has introduced two open-source projects for AI agent development: Strands Decider 2B, a small model designed to make decisions within agent workflows, and Strands Box, a sandbox for controlling agent execution. Bo... Context & related coverage →
arxiv.org · 2026-10-15 · Ranked: agent + eval match · research watch · fresh 0.90 · score 2.11
Personalization is essential for general-purpose robots to transition into household environments and achieve true practicality. While general robotic manipulation has been extensively studied, personalized robotic ma... Context & related coverage →
arxiv.org · 2026-10-15 · Ranked: evaluation match · research watch · fresh 0.90 · score 2.10
Large language models (LLMs) can generate differential diagnoses for complex cases, but a useful second opinion must also be factually grounded, clinically coherent, actionable, and safe. We developed a multidimension... Context & related coverage →
Andrew Martin discusses why AI security is fundamentally tied to Kubernetes security. He shares insights into the evolving AI threat landscape, covering non-deterministic agent behavior, GPU supply chain vulnerabiliti... Context & related coverage →
simonwillison.net · 2026-10-15 · Ranked: claude code match · practitioner analysis · fresh 0.86 · score 1.90
Tool: Chirp Pong Another game experiment - I wanted to see if it was feasible to have a two player game on two separate phones running in static HTML where the networking code uses chirps sent via the microphone. It s... Context & related coverage →
What we shipped at Interrupt NYC and London: LangSmith AI Search, Engine v2, Trajectories, Custom Apps, Fine-Tuning, and Managed Deep Agents v0.9. Context & related coverage →
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