---
format: "aidr-story-markdown/v1"
id: "4c6e95532e0e57579af3457c9f839143118811919a86e1633a6722b6a861705c"
canonical_url: "https://aidr.today/4c6e9553?lang=en"
title: "Harness^2: Recursive Agent Harnessing for an Open World"
lang: "en"
requested_lang: "en"
available_langs: ["en","vi"]
translation_fallback: null
fallback_fields: []
published_at: "2026-10-14T00:00:00.000Z"
category: "Frameworks"
topics: ["agent","framework"]
source_urls: ["https://huggingface.co/papers/2610.14224","https://huggingface.co/papers/2610.18356"]
summary: "Researchers have introduced Harness^2, a plug-and-play recursive agent harnessing framework designed to address challenges in open-world settings. The framework uses task-level recursion with a contrastive Propose-Probe-Compose step to refine harnesses without ground-truth verifiers, and harnessing-level recursion to extract experience for continual improvement across future tasks."
---

# Harness^2: Recursive Agent Harnessing for an Open World

> [Open the canonical story](<https://aidr.today/4c6e9553?lang=en>)

**Published:** 2026-10-14T00:00:00.000Z
**Category:** Frameworks
**Topics:** agent, framework

## Summary

Researchers have introduced Harness^2, a plug\-and\-play recursive agent harnessing framework designed to address challenges in open\-world settings\. The framework uses task\-level recursion with a contrastive Propose\-Probe\-Compose step to refine harnesses without ground\-truth verifiers, and harnessing\-level recursion to extract experience for continual improvement across future tasks\.

## Sources

- [Story source](<https://huggingface.co/papers/2610.14224>)
- [Story source](<https://huggingface.co/papers/2610.18356>)

