When We Talk About Harness, What Are We Really Talking About | Deep Dive: Minimax × Hermes Agent

When We Talk About Harness, What Are We Really Talking About | Deep Dive: Minimax × Hermes Agent

April 28, 2026

🚥 Last week, I hosted a livestream on Bilibili with frontline Agent developers from both China and the US:

  • Dao, Chief Architect of MiniMax Agent
  • Zeyin, R&D Engineer at MiniMax Agent
  • Tommy Eastman, Business Lead at Hermes Agent (Nous Research)

This was also the first time Hermes Agent officially appeared on a Chinese social media platform after gaining global attention — and they directly responded to the "plagiarism" accusations from Chinese team EvoMap.

Together, we dove deep into key topics around Agents and Harness, following the wave of enthusiasm from OpenClaw to Hermes:

  • Why did Hermes Agent take off after OpenClaw?
  • Will models eat Agents? Will general Agents eat vertical Agents?
  • Why are both MiniMax and Anthropic building models and Agents simultaneously?
  • How do you view entrepreneurial opportunities in Agent infrastructure?
  • What's your take on the Multi-Agent collaboration paradigm?
  • What do you think about Claude Code's real-name requirement?
  • Why hasn't Anthropic released Mythos?
  • Impact of the Claude Code source code leak
  • How the Agent paradigm has evolved from Manus's launch to today
  • The China-US model gap, and the open-source window
  • "Distilling yourself into a Skill"
  • The possibility of zero-person companies — will fully AI-driven companies emerge?

🎬 The video version of this episode is now live on @Koji Yang Yuancheng's Bilibili channel.

📒 The transcript has been published on the @CrossingCrossroads WeChat official account.

🟢 01:52 OpenClaw — Why It Blew Up Bigger in China Than Silicon Valley

The veil has finally been lifted.

In Silicon Valley, Claude Code had already existed for a while; in China, OpenClaw was many people's first real taste of "what an agent is." This wasn't accidental — it was a very specific moment in time.

Why did the buzz migrate from OpenClaw to Hermes Agent?

🟢 05:55 Where Did Hermes Agent Come From?

They never originally intended for others to use it.

A large language model is the brain; an agent framework is the hands — but Hermes's real differentiation wasn't the framework itself. It was that it solved a problem every agent has.

Within a month, daily token consumption exploded. Even they didn't see it coming.

🟢 08:14 The DNA of Nous Research

They published a paper on extending context length — and it was immediately adopted by all major model companies.

From Discord community, to LLaMA post-training, to Hermes Agent.

Why did they name their model "Hermes"?

🟢 14:18 What Is an Agent Harness?

You have a stable of fiery horses. How do you get the most out of them? You build a harness.

Analogy: You give a colleague a laptop, a phone, an email account, and agree on what they can do — then you discover that once this colleague starts working, the biggest bottleneck becomes you.

The core problem Harness solves: turning decisions that used to require human sign-off into ones that can be automatically completed through real feedback, then crystallized into skills.

Dao stopped using IDEs much last year — and he used an unexpected metaphor to explain why.

🟢 19:31 Multi-Agent: Why One Agent Isn't Enough

The message you send an agent is two characters: "Approved." When two agents talk to each other, every message is a full essay.

A single agent has a hidden ceiling: once context exceeds 50%, intelligence drops exponentially.

When an agent gets stuck in a rut, another one arriving with fresh context to re-examine the problem is as effective as sleeping on it.

In MiniMax's RL pipeline, 70-80% of the work is already being done by agents — so what are humans doing with the remaining 20%?

🟢 22:53 Self-Evolution vs. Douyin's Algorithm

Douyin also gets more accurate the more you use it. So why does no one call it "self-evolving"?

In the process of "raising shrimp," users start developing feelings for their agent. When it goes down, they feel a sense of loss. Behind "self-evolution" lies a much deeper user need.

🟢 29:00 You Think You're Distilling Steve Jobs — But Actually the Model Is Distilling You

"Distilling celebrity skills" has real value: it's not fundamentally different from reading a book, just in a different form.

The reverse perspective: Anthropic and OpenAI spend enormous amounts of money to get the world's top people in every field to pose questions AI can't answer — "Once you can't come up with any more, your value to training is exhausted. Squeezed dry."

When you're building your own Harness, you're also distilling yourself.

🟢 35:17 Survival Experiment Thrown Into the Ocean: yoyo Agent

It beat Claude Code.

ZhenFund and Crossing's Token Grant funded this project. yoyo Agent is now on day 49: writing code daily, opening GitHub sponsorships, tweeting 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