Top signals · Oct 20–21, 2026 · Updated Oct 21, 06:04 UTC

arxiv.org · 2026-10-20 · Ranked: agent match · research watch · fresh 0.93 · score 2.57

Cache Engineering for Agents

Large Language Model (LLM) agents can handle increasingly complex tasks, navigating long trajectories of observations and actions. As these trajectories grow, key-value (KV) cache I/O and storage become the dominant c... Context & related coverage →

hamel.dev · 2026-10-20 · Ranked: agent + evaluation match · practitioner analysis · fresh 0.80 · score 2.53

How To Use Decision Models for Evals

Decision models have exploded onto the scene recently, starting with TypeSafe’s Jev, followed by Perplexity’s Decider, Liquid’s d1, Cloudflare’s Clef, and OpenAI’s Decisions API 1 . These models promise fast, inexpens... Context & related coverage →

arxiv.org · 2026-10-20 · Ranked: harness + evaluation match · research watch · fresh 0.93 · score 2.09

What Do RTL Repair Benchmarks Actually Measure?

RTL repair benchmarks should measure whether a model can fix broken RTL given a specification. To this end, we construct and hash-bind RTLRepairDataset, 5,784 (broken, fixed) training pairs; RTLRepairBench, 459 held-o... Context & related coverage →

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