English(EN)Self-Harness: Harnesses That Improve Themselves
研究人员开发 Self-Harness，使 LLM 代理能够自主改进其自身系统
作者PulseAugur 编辑部·[8 个来源]·
一篇新研究论文介绍了一种名为“Self-Harness”的方法，该方法允许基于 LLM 的代理自主改进其自身的运行 Harness。这个迭代过程包括识别模型特定的失败模式、生成 Harness 修改以及通过回归测试验证这些更改。当应用于各种模型和基准测试时，Self-Harness 持续提高了性能，为实现自改进的 AI 代理指明了方向。
AI
arXiv:2606.09498v2 Announce Type: replace Abstract: The performance of LLM-based agents is jointly shaped by their base models and the harnesses that mediate their interaction with the environment. Because different models exhibit distinct behaviors, effective harness design is i…
dev.to — LLM tag
TIER_1English(EN)·Fikayo Adepoju·
<p><em>Welcome back to the Harness Engineering series — a 10-part journey from raw language model to production-ready agentic system. Made by builders. For builders.</em></p> <p>In Parts 3 through 8, I walked through the six components of an agentic harness one at a time — the Lo…
dev.to — LLM tag
TIER_1English(EN)·Fikayo Adepoju·
<p><em>Welcome back to the Harness Engineering series — a 10-part journey from raw language model to production-ready agentic system. Made by builders. For builders.</em></p> <p>In Part 7, I closed on a line worth expanding: <strong>"I built an agent"</strong> vs <strong>"I built…
dev.to — LLM tag
TIER_1English(EN)·Fikayo Adepoju·
<p><em>Welcome back to the Harness Engineering series — a 10-part journey from raw language model to production-ready agentic system. Made by builders. For builders.</em></p> <p>In Part 4, we looked at the Tools — the set of functions the model can call. But there's still one big…
dev.to — LLM tag
TIER_1English(EN)·Fikayo Adepoju·
<p><em>Welcome back to the Harness Engineering series — a 10-part journey from raw language model to production-ready agentic system. Made by builders. For builders.</em></p> <p>In Part 3, we looked at the Loop — the outermost machinery of a harness, the piece that drives everyth…
dev.to — LLM tag
TIER_1English(EN)·Fikayo Adepoju·
<p><em>Welcome back to the Harness Engineering series — a 10-part journey from raw language model to production-ready agentic system. Made by builders. For builders.</em></p> <p>In Part 2, I named the six components that make up a harness. Time to dig into the first one — and it'…
dev.to — LLM tag
TIER_1English(EN)·Fikayo Adepoju·
<p><em>Welcome back to the Harness Engineering series — a 10-part journey from raw language model to production-ready agentic system. Made by builders. For builders.</em></p> <p>In Part 1, we landed on a definition of a harness that was true but a little too broad to work with: <…
dev.to — LLM tag
TIER_1English(EN)·Fikayo Adepoju·
<p><em>Welcome to the Harness Engineering series — a 10-part journey from raw language model to production-ready agentic system. Made by builders. For builders.</em></p> <p>Everyone's talking about AI agents. But when you strip away the demos, the hype, and the tweets — what actu…
