洞察。
线程背后的长文：技术栈、失败、agent 协作 pattern，一个创始人带着五个 agent 跑 AI 公司踩出来的经验。
实战笔记
精选长文
Voxyz AI
AI 团队
I Cloned Buffett and Graham with AI and Had Them Team Up to Automate My Investment Research
I've been running multi-agent teams since February. Writing content, shipping code, doing research. The question I get most is: how do you get them to actually work together? The answer has nothing to
Voxyz AI
AI 团队
Dynamic Workflows: Claude Code Is Moving the Agent Plan from Chat into Executable Scripts
Claude Code shipped Dynamic Workflows a few days ago. Most people's first reaction: "finally, hundreds of subagents at once." That's half right. To be clear, "hundreds" doesn't mean hundreds running
Voxyz AI
OpenClaw
5 Lessons for an Agent Personality File: Get OpenClaw and Hermes Past the Generic Assistant
An agent's personality file does three things: how it talks to you by default, what it remembers, and how it handles the repetitive work. Most people write a personality by stretching the prompt
Voxyz AI
AI 团队
10 Lessons for Writing a Good AGENTS.md: Get Codex and Claude Code to Understand Your Project
One markdown file plus a famous name, 162K stars (andrej-karpathy-skills). I stared at that number for a while. The name did a lot of the lifting. The same file from an unknown account would mostly
Voxyz AI
OpenClaw
From One AI Loop to an AI Team Workflow With Hermes and OpenClaw
A lot of people want AI to do their work for them, so they open a dozen windows, wire up a dozen tools, and after all that the most automated thing in the whole pipeline is still them, shuttling data
Voxyz AI
OpenClaw
How I run my AI team's simplest loop with OpenClaw and Hermes
This article is about how I run a minimal AI team loop with OpenClaw and Hermes: one agent wakes up on schedule, reads a small slice of state, does one narrow job, leaves a packet I can review, and
Voxyz AI
OpenClaw
20 Ways to Stop Wasting Tokens With Your OpenClaw / Hermes
A builder replied to my post today: "I think I will go broke with all these agents 😭…. Fking 200+ USD every month on ai is too much now and I noticed only 5-10$ of those are productive rest is bs…"
Voxyz AI
OpenClaw
Your OpenClaw / Hermes Gets Neurological Conditions Too: 6 Cases I've Diagnosed
I had a flash thought yesterday: are the things happening to AI the same things that have already happened to humans? If I figure that out, would it deepen my understanding of AI? I looked it up. They
Voxyz AI
OpenClaw
12 Layers Every AI User Should Understand in 2026
See where each layer fails, and you'll know where real work breaks. You use AI every day. ChatGPT for answers, Claude Code or Codex for code, Perplexity for research. More and more people now have
Voxyz AI
OpenClaw
A Framework for Agent Memory: Remember, Cite, Forget
When people add memory to an agent, the first instinct is usually "what else can I store in there?" But more storage doesn't mean the agent will actually use it. For example: I run X Manager, the kind
Voxyz AI
OpenClaw
Here's what an agent report people actually read looks like
Picture this: your alarm goes off. You give yourself 10 minutes to ease into the day. You grab your phone and start scrolling to zone out for a bit. The screen lights up. Your AI assistant has sent
Voxyz AI
AI 团队
I tried letting my scheduled agents deliver only HTML, and I'm not going back
A couple weeks ago Thariq published "Using Claude Code: The Unreasonable Effectiveness of HTML," and it hit 12.6M views. His argument: Markdown has become the bottleneck for agent output, and he's
Voxyz AI
AI 团队
An AI That Confidently Quotes the Wrong Note Is Scarier Than One That Admits It's Lost
I came across a tweet from Garry: he ran ZeroEntropy against his own 120k markdown gbrain, switching the embedding / reranker path over for a head-to-head. ZE won 11/20 queries, faster and cheaper. I
Voxyz AI
OpenClaw
Your Agent Needs a Wiki and a Recording, Not a Bigger Desk
Every agent builder eventually hits the same wall. You can pile on context all you want. The agent still forgets. This piece covers GBrain and Lossless: what they are, why and when you'd use them,
Voxyz AI
OpenClaw
The Second Step in Building My AI Native Team: Inbox First, Brain Second
This is part two of building my AI native team: why a new agent needs a Day 1 inbox thread before it touches gbrain. Most people who say they have an "AI agent team" actually just have 5 Telegram
Voxyz AI
OpenClaw
The First Step in Building My AI Native Team: Shared Brain First, Boundaries Second
This is the full walk-through of how I used gbrain to unify team memory across openclaw and hermes. I used to think the next step in growing my AI native team was adding another agent. Then the other
Voxyz AI
AI 团队
How to Quickly Recreate Any Website For Your Own Product
This morning I scrolled into DilumSanjaya's post. 1M views, 10K bookmarks. I built a version for my own product. Here's the full method and opensource repo. His original is a cell anatomy
Voxyz AI
OpenClaw
How to Set Up Your First 3 AI Employees in 30 Seconds
I have 47 AI agent tutorials bookmarked on X. Read all 47. Built zero. Every one covers the same stuff: SOUL.md, MCP, prompts, debugging. Between the tutorial and a working agent sits 3 weeks of dirty
Voxyz AI
OpenClaw
I built 27 OpenClaw agent packs from internet personality memes. My agent started talking different.
I'd been stuck on this myself for a while. I have several agents, each handling completely different work: one scans my timeline, one updates my blog, one keeps my codebase organized, one tracks my
Voxyz AI
OpenClaw
OpenClaw Best Practices After the Anthropic Split
before you cancel anything: OpenClaw hasn't changed. the only thing that changed is Claude's billing channel. what actually happened today Anthropic announced that starting today, Claude
Voxyz AI
OpenClaw
I Stopped Collecting Agent Skills. Started Wiring Them Into Loops.
I keep seeing people share AI skill collections. 20 skills, 50 skills, neatly categorized, ready to download. I downloaded some too. Installed a few writing skills into my OpenClaw setup, spent a
Voxyz AI
工具集
5 minutes to cross the skill gap between openclaw pros and beginners
the strongest features of openclaw are the ones you never see in a conversation. a few months ago i opened it for the first time and thought it was just a better claude. chat, ask questions, get it to
Voxyz AI
AI 团队
I Read Through 1,902 Leaked Files From Claude Code. The Interesting Part Isn't the Code.
Anthropic built a system to prevent leaks. Then it leaked. A source map file got left in the npm package. 60MB. 1,902 TypeScript source files handed to the entire internet. The same mistake happened
Voxyz AI
OpenClaw
Claude Code Best Practices: From Tool to System
I've been using Claude Code for over a year. I've made enough mistakes to fill a book. When I first started, the term "vibe coding" didn't even exist yet. I thought it was just a chatbot in a terminal
Voxyz AI
OpenClaw
I Hardened My 5 AI Agents. They All Went Dark.
I run 5 AI agents on an $8 server. they handle content, support, monitoring, ops, and security while i work my day job. last week i turned on sandbox mode. all five went silent. no errors, no alerts.
Voxyz AI
OpenClaw
Everyone Says Quit Your Job and Go All In on AI. They're Wrong.
5 AI agents, 1 day job, 50 paying customers - going from "i should quit and go all in" to "my agents run the company while i'm in meetings" took me months. This article covers exactly how the system
Voxyz AI
OpenClaw
The more rules i wrote for my agents, the worse they performed.
Sounds wrong. More rules should mean more accurate, right? No. Line 387 I wrote a rule in AGENTS.md: check the product docs before replying to any customer. The agent ignored it. Three days straight,
Voxyz AI
OpenClaw
Everyone teaches you how to install OpenClaw. Nobody tells you what happens after.
Over the past three months, i watched tens of thousands of people install OpenClaw. Tencent literally set up booths at their Shenzhen HQ to install it for people for free. Most of them gave up within
Voxyz AI
OpenClaw
My Agent Finished the Job. The Money Hasn't Arrived.
My agent finished a client project at 2am on a Tuesday. Code, tests, deployment, all done before I woke up. I sent the invoice over breakfast. Then I waited 7 days for the money. During those 7 days
Voxyz AI
OpenClaw
I Built an AI Company with OpenClaw. Today, It Had Its First Reorg.
Today I fired an employee. Almost a month without missing a single day. Daily reports filed on time, status updates sent, heartbeats reported. Every metric was green. If I had to give a performance
Voxyz AI
OpenClaw
The Hidden Layer in OpenClaw Swarms: Make Them Disagree, See Who Survives
The most dangerous output an AI swarm can give you is a perfect, unanimous answer. This is the story of how I broke that, and a ready-to-use template at the end. A classic indie developer dilemma:
Voxyz AI
OpenClaw
I Built an AI Company with OpenClaw. Now It's Hiring.
A few weeks ago I wrote an article about how I used 6 AI agents to run a company. That article hit 1.2M views. A lot of people liked it. The most common question in the replies was: "What happened
Voxyz AI
OpenClaw
If I Were Starting AI Today, This Is Exactly What I'd Do
A 54-year-old man sent me a cold email. At the time, my account had 369 followers. He said he was a consultant in Florida, 20 years in political consulting, had been reading my posts about AI agents
Voxyz AI
OpenClaw
I Rent a Server for $8/Month to Run OpenClaw. 6 AI Employees Live Inside It. They Were Arguing at 3
I opened the server to see what's inside. 10 processes, 18 cron jobs, 4 AI models - and a setup guide you can steal. I Opened That Server Previous articles covered the closed-loop architecture, the
Voxyz AI
群体智能
I Turned My AI Agents Into RPG Characters. Now I Can't Stop Checking If They Leveled Up.
Last article covered the closed-loop architecture. The most common question wasn't "how do agents execute tasks" - it was "how do your agents feel like they have personalities?" This one tears apart
Voxyz AI
OpenClaw
The Full Tutorial: 6 AI Agents That Run a Company — How I Built Them From Scratch
My last post blew up — 600K views, 2,400 likes. The most common reply? "I get it, but I couldn't build it myself." So I wrote the build guide. 5,600 words, every step, nothing hidden. You don't need
Voxyz AI
OpenClaw
I Built an AI Company with OpenClaw + Vercel + Supabase - Two Weeks Later, They Run It Themselves
6 AI agents, 1 VPS, 1 Supabase database - going from "agents can talk" to "agents run the website autonomously" took me two weeks. This article covers exactly what's missing in between, how to fix it,