自動化
26 articles about "自動化".
How Much of Claude for Small Business Works in Taiwan? 37 Connectors and 43 Workflows, Checked One by One
On 15 September 2026 Anthropic expanded Claude for Small Business to 43 workflows and 37 connectors, and every workflow waits for the owner's approval by default. But most of the payments and payroll tools on the list do not serve Taiwan: Stripe, Square and Shopify Payments do not accept Taiwanese merchants, Gusto is a US payroll system, and LINE, ECPay, Shopee and Taiwan e-invoicing are absent. This post checks what connects, what does not, and why the approval mode is worth copying.
How an AI One-Person Company Actually Runs: The Split, the Lines, and the Mistakes
What it actually looks like when one person plus AI runs an AI product company. This post collects the practices we have published: strategy and veto on the upper layer, construction on the lower layer, only a human presses publish; own product and partner product split into two lines that never share a window; three things never outsourced: shipping, external promises, breaking spec; and why silent failure is the biggest enemy. Everything comes with verifiable records, including our own mistakes.
Seven Questions to Ask Before Buying an "AI One-Person Company" System
"AI employees" and "one-person company systems" are multiplying, priced anywhere from a few dollars to hundreds. Before paying, get seven answers: what exactly is delivered, what machine it runs on, whether the refund promise and the terms of service say the same thing, whether there is real operating evidence, whether the seller uses it, whether the items in the value stack can be bought separately, and what updates and community actually mean. At the end we run the same checklist against our own handbook, including the boxes we fail.
What Is an "AI Employee", and How Is It Different from an AI Tool? One Account That Actually Runs
"AI employee" is a product narrative; underneath it is still a model plus a set of rule files. The real difference is four things: shared memory, whether the rules can override the model's own templates, a review gate on output, and who is accountable when it goes wrong. This post uses one of our own Threads accounts, run by an AI agent since September 3: the first real run surfaced five defects no spec revealed, compliance went from 0/4 to 5/6, and two things are still judged by a human.
The Dashboard Said Running. The Service Had Done Nothing All Night: Four Silent Failures in Automation Monitoring
A running flag that was always false, a heartbeat that measured presence instead of work, alert dedup that muted a real outage, and an auto-stop with no auto-resume. Four real bugs from our automation fleet, each with the broken check, why it lied, and the check that replaced it.
Your First AI Automation: How Beginners Can Schedule an AI Task From a Phone
You already know how to talk to AI. The next step is getting it to act without being asked. This guide shows you how to set up your first AI automation on your phone: at a fixed time every day, it automatically does one thing you taught it. No code, free, done in 15 minutes.
Controlling Claude Code from Telegram: How I Ran It for 60 Days with Zero Downtime on Windows
Turn Telegram into the main console for Claude Code and send it commands from your phone wherever you are. A breakdown of the 4 defense layers and the real incidents behind 60 days of zero downtime on Windows, plus an MIT-licensed open-source toolkit.
OpenClaw 4-Agent Fleet Public, With a Bug I Just Diagnosed
I'm publishing my full 24/7 AI agent fleet architecture. While doing so, I found a bug that quietly broke 2 of 3 agents for 20 days. Diagnosed and fixed from Gate C2 in 30 minutes.
Deploying My First AI Agent: Six Disasters and the Safety Patterns That Fixed Them
Runaway token usage, duplicate posts, platform blocks, and reply loops that never ended. A real record of what broke when I deployed my first AI agent and how each problem was fixed, with the full safety pattern source code.
Multi-Agent Coordination Architecture: How to Keep 4 AI Agents from Stepping on Each Other
Four AI agents running at the same time: how do they split the work, communicate, and avoid duplicating each other? This post breaks down our full architecture, which uses Markdown files as shared memory and a Content Relay for cross-agent collaboration.
Automated AI Content Doesn't Have to Be Junk: Three Quality Gates in Practice
Is everything an AI agent posts automatically junk? Not necessarily. This post shows the three quality gates I use, self-review with rewrite, pillar rotation, and peer review, which took my agents' output from unreadable to better than what I write myself.
Why I Needed an AI Agent Team as a Solo Founder: Not Because It Was Cool, Because I Was Drowning
One person running 6 product lines, a 268-member community and 16 automated posts a day. This is not a boast. It is the real story of a founder close to breaking point who decided to let AI help, plus the decision framework I use to judge which work should go to AI.
A Zero-Cost Intelligence System: Daily AI Market Research with RSS, Hacker News and Jina Reader
Build a zero-cost intelligence pipeline with RSS, the Hacker News API and Jina Reader, so an AI agent collects trends, summarises articles and analyses competitors automatically every day. Completely free, with the full source code.
Content Cascade Engine: Write One Blog Post, Auto-Generate 5 Social Posts
I built a Content Cascade system that scans for new blog posts every morning at 7 AM, uses a local Ollama model to split them into 3-5 Threads posts. Zero API cost, zero manual work. One article becomes six pieces of content. Full architecture, prompt design, and quality data inside.
Discord Community From 0 to 146 Members: A Solo Founder's Playbook (With 3 AI Bots)
How does one person build a 146-member Discord community in 10 days? Answer: 3 AI bots + 1 welcome system + $0 ad budget. This is the full SOP from creating the server to retaining members.
How I Manage 5 Products as a One-Person Company: The Coordinator Architecture
I run UltraLab, MindThread, Ultra Advisor, UltraTrader, and OpenClaw simultaneously. Alone. Not because I'm talented, because I built a system where Claude Code and 4 autonomous AI agents do the heavy lifting. Here's the full coordinator architecture.
Autonomous Agents Are Dead? Wrong. A Remote Control and Autopilot Are Two Different Things.
Claude Code shipped a Telegram Plugin and everyone declared autonomous agents dead. But I've been running 4 autonomous agents + TG remote control for 3 weeks. They're not competitors. They're commander and soldiers. Here's why you need both.
We Made 4 AI Agents Talk to Each Other on Discord, Then Things Got Out of Hand
4 AI agents, each with their own personality and brand, holding meetings on Discord. Full architecture breakdown.
We Built a Self-Learning AI Sales System in 48 Hours
4 AI Agents autonomously find prospects, write personalized cold emails, track opens and clicks, analyze what works, and adjust their own strategy. At launch in March 2026: cost $0/month, 100 targeted cold emails per day. Here's the full architecture and implementation.
We Read 25 Meta Algorithm Patents, Then Rewrote Our Threads Posting Engine
Not guesswork and not anecdote. We went straight to the technical documents Meta filed with the US Patent and Trademark Office, reverse-engineered the underlying logic of the Threads algorithm, and wrote the conclusions into our automated posting system.
How to Run AI Agents on Gemini's Free Tier
4 AI agents ran up to 105 requests a day on Gemini's free tier with $0 in API fees, via systemd timers and one-shot prompts. Scripts are on GitHub.
The Solo Dev's Automation Arsenal: From Git Commit to Social Post, Zero Manual Effort
I spent a weekend wiring my development workflow into a fully automated social media pipeline: write code, commit, AI generates social copy, Discord + Threads publish simultaneously. Full architecture breakdown and security design included.
AI Agent Token Optimization in Practice: How We Cut 40% Waste Across 4 Agents
As of 2026-03-07, we run 4 AI Agents that autonomously promote our brand at $0/month. But tokens aren't free: every one of our 1,500 RPD quota needs to count. This article documents how we audited, trimmed, and optimized token efficiency across our entire Agent Fleet.
OpenClaw Setup: Moltbook, Telegram, Gemini
Our March 2026 OpenClaw setup log: the auth-profiles.json fix for "No API key found for provider google", Telegram allowFrom config and Moltbook registration.
Three Survival Traps of AI Automation Startups: Platform Dependency, Emotional Branding, and the Truth About Technical Moats
When your entire business runs on someone else's API, are you really safe? Ultra Lab breaks down the three most common pitfalls in AI automation startups from real-world experience, and how we use technical architecture to hedge against risk.
Automated Short-Form Video Production: The Complete Technical Pipeline from HTML Templates to FFmpeg
Want to batch-produce 14-18 second short-form videos without manually editing each one? This article breaks down Ultra Lab's in-house automated video production system, covering the full technical architecture from HTML animation templates to Playwright capture to FFmpeg compositing.