temporal reasoning — 2 Technical Articles

Apr 7, 2026 · Artificial Intelligence

Rethinking Agent Memory: From Raw Ledgers to Non‑Parametric Systems

This article analyses the nature of memory for LLM‑based agents, arguing that memory is a closed‑loop system composed of a raw ledger, derived views, and a policy layer, and explores how non‑parametric designs, system‑2 architectures, temporal structuring, and skill‑based execution can bridge the gap between parametric and non‑parametric memory while highlighting key bottlenecks and practical design guidelines.

LLMMemory Systemsnon‑parametric memory

0 likes · 50 min read

Rethinking Agent Memory: From Raw Ledgers to Non‑Parametric Systems

AI Frontier Lectures

Jan 5, 2026 · Artificial Intelligence

Can AI Really Understand Dynamic First‑Person Scenes? Inside the New EOC‑Bench

The article introduces EOC‑Bench, a pioneering benchmark that evaluates multimodal large language models on dynamic first‑person visual tasks across past, present, and future time dimensions, presents its 3,277 questions, novel multi‑scale temporal accuracy metric, extensive model comparisons, and detailed error analysis revealing current models’ limitations in temporal perception and memory.

MLLM evaluationdynamic perceptionmultimodal AI

0 likes · 10 min read

Can AI Really Understand Dynamic First‑Person Scenes? Inside the New EOC‑Bench