Chihao Li "psylch"

HCI @UofMaryland · Building with AI agents
Now building @einsiaai · Ex-ByteDance AI PM · cofounder (CES 2026)
Exploring Human-AI Interaction

[Chihao Li "psylch" @psylch204]

The rise of OpenClaw in 2026 reminds me of Netflix's Pantheon —digital entities operating across networks at non-linear, parallel speeds far beyond human cognitive rhythm, reshaping how things work. I think we're watching something like that move from sci-fi to reality.

The agent ecosystem is shifting from demos to real production. Projects are starting to close the loop, and the infrastructure—multi-agent coordination, autonomous evolution, payments—is taking shape fast.

Despite three years of exploring this space, when I try to think seriously about these problems, I realize how much I still have to learn. So starting this month, I'll be systematically learning & building in public around what I believe matters most:

1. Agent autonomy & self-evolution
This includes what's already widely recognized—multi-agent frameworks, context engineering (memory, skills, tools design & optimization).
And what's becoming increasingly important:
- Agent infra: sandboxing, browser automation, and business-layer primitives like agent-native payments and monetization
- Reliability at scale in complex scenarios—especially human-in-the-loop intervention strategies, boundary design, and graceful fallback

2. Human-AI linear collaboration
While envisioning a future where agents build autonomous networks, we should also recognize: not every task belongs to full-autonomy concurrency.
Many high-value scenarios still depend on real-time human-AI co-creation—education, creative work, multimodal collaboration, complex everyday decisions.
Gen-UI, MCP-apps, and emerging interaction paradigms are pushing the human-AI interface from command-driven to genuinely collaborative.

I'll be sharing my thinking here as I go. If you're also paying attention to agent infra, context engineering, or new paradigms in human-AI interaction—let's connect.

[Chihao Li "psylch" @psylch204]

@haxfenx 看到了！感谢

[Chihao Li "psylch" @psylch204]

@Aoyi21 不用考虑 又不差这一个买家，只要感觉怪怪的就不理就行了

[Chihao Li "psylch" @psylch204]

@chenyuq56901969 20刀订阅的用fable随便一下就没了，也测不出来啥

[Chihao Li "psylch" @psylch204]

@chenyuq56901969 吐槽主要是说不够使。

[Chihao Li "psylch" @psylch204]

@chenhonzhou @remixdesigner firefox和safari是一个生态位的

[Chihao Li "psylch" @psylch204]

@rwayne 99%理科生和程序员Vibe的东西也是。。。

[Chihao Li "psylch" @psylch204]

@dingyi 卖课（求职陪跑之类的）的吧，还经常能看到anthropic入职经验贴，放一个生成的或者盗的图，很多anthropic的logo字体都是错的。。。

[yan5xu @yan5xu]

https://t.co/6W06db6v5c

[Chihao Li "psylch" @psylch204]

@turingou 第一层harness怎么定义啊？ 还有哪些层哇，之前还看有人说pi是第一层，cc/codex是第二层

[Chihao Li "psylch" @psylch204]

@jaywcjlove 这是印度人吗。。。

[Chihao Li "psylch" @psylch204]

@shitunote @Jimmy_JingLv 独立开发的本质不是要么是自媒体要么是外包 或者both？

[Chihao Li "psylch" @psylch204]

@yangyi 之前不是有个产品在做这个形态的东西？bento+canvas

[Chihao Li "psylch" @psylch204]

@minixalpha @PandaTalk8 是，他的意思是他本科的时候去也能干 而不是随便来个本科生就能干

[Chihao Li "psylch" @psylch204]

@kieranklaassen what's your font?

[Chihao Li "psylch" @psylch204]

@waylybaye 很诡异

[Chihao Li "psylch" @psylch204]

@Ice_Hazymoon 是，，，我最近cc codex双开 开着开着烫的一逼，给codex杀了就好了

[Chihao Li "psylch" @psylch204]

@foxshuo 看这种为什么不直接看片呢，，

[Chihao Li "psylch" @psylch204]

@iluciddreaming @yetone @fkysly ？这不就是现在官方blog里面的定义 cc codex openclaw pi都算harness

[Chihao Li "psylch" @psylch204]

有什么agent Browser-use tool是兼具： 1. 通过 chrome extension进行连接 2. 有类似 agent-browser cli的ref系统（用e1/e2这种缩写代替具体的button对象名） 两个属性的吗