ESI‑Bench: The ImageNet‑Style Benchmark for Embodied Spatial Intelligence

ESI‑Bench, introduced by Fei‑Fei Li's team, transforms the observer into an active agent to evaluate embodied spatial intelligence across 10 task categories and 3,081 instances, revealing that perception is not the bottleneck, action strategies are critical, imperfect 3D reconstructions can hurt performance, and current models suffer from action blindness and metacognitive deficits compared with humans.

BenchmarkEmbodied AIaction blindness

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ESI‑Bench: The ImageNet‑Style Benchmark for Embodied Spatial Intelligence

CodeTrend

Apr 21, 2026 · Artificial Intelligence

AI Agents for Beginners: A Zero‑Prerequisite Course Overview

This article breaks down Microsoft’s open‑source AI‑Agent learning repository, explaining core concepts, five design patterns, production deployment considerations, and emerging protocols, while offering practical engineering guidance for building reliable multi‑agent systems from scratch.

AI agentsAgentic RAGPrompt Engineering

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AI Agents for Beginners: A Zero‑Prerequisite Course Overview

Sohu Tech Products

Nov 5, 2025 · Artificial Intelligence

Do AI Models Really Have Introspective Awareness? Anthropic’s New Findings

Anthropic’s recent study reveals that large language models like Claude Opus 4 exhibit functional introspective awareness, defining rigorous criteria for true introspection and demonstrating through four experiments how models can recognize, report, and even control their internal states, though the capability remains unstable and context‑dependent.

AIClaude OpusConcept Injection

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Do AI Models Really Have Introspective Awareness? Anthropic’s New Findings