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By VoltAgent

awesome ai agent papers

A curated collection of AI agent research papers released in 2026, covering agent engineering, memory, evaluation, workflows, and autonomous systems.

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Refreshed May 21, 2026

On the maker

Pricing

Open-source

Field notes

No field notes yet.

Field notes for awesome ai agent papers will land here when sources support a confident take ; synthesized from postmortems, vendor retros, dev-team blogs, deeply-engaged GitHub issues, and our own builds.

Coverage isn’t promised on every tool ; empty sections are honest. Field notes are curated, not generated from vendor copy.

Benchmarks

Scores aren’t in yet.

We’re wiring up SWE-bench, Aider Polyglot, and a custom dev-task suite next. Methodology will be public; vendor pre-notification is 48 hours.

View benchmarks

How we make money

This directory is supported by display advertising. Advertisers do not influence editorial rankings, benchmark scoring, or which tools are featured. Tools are ordered by data.

Editorial independence policy →