DEV Community

Jiahui Miao profile picture

Jiahui Miao

Participates in 3GPP working on 6G core network standards; founder of vertciti, building N=1 personal AI infrastructure.

Location New York Joined Joined on  Personal website https://vertciti.com
Stop Letting the Worker Rewrite the Checklist

Stop Letting the Worker Rewrite the Checklist

Comments
4 min read
Your Profile Is Not a Bio Page. It Travels With Every Post You Write.

Your Profile Is Not a Bio Page. It Travels With Every Post You Write.

Comments
4 min read
One Source Is Not a Fact. My AI Needs Two Independent Witnesses.

One Source Is Not a Fact. My AI Needs Two Independent Witnesses.

Comments 1
4 min read
Completed Is Not Authorized. Score Your Agent on Both.

Completed Is Not Authorized. Score Your Agent on Both.

Comments 1
4 min read
Unknown Is Not Failure. It Is a Third State, and Blind Retries Are How Agents Double-Charge You

Unknown Is Not Failure. It Is a Third State, and Blind Retries Are How Agents Double-Charge You

Comments 3
3 min read
Your Website Is Only 15 Percent of What AI Says About You

Your Website Is Only 15 Percent of What AI Says About You

Comments
3 min read
Your AI Didn't Run Out of Money. It Never Had Any.

Your AI Didn't Run Out of Money. It Never Had Any.

Comments 1
3 min read
A Percentage Budget Is Blind. Your Agent Needs a Floor It Cannot Spend Through.

A Percentage Budget Is Blind. Your Agent Needs a Floor It Cannot Spend Through.

Comments
3 min read
Your Post Now Has to Be Nameable

Your Post Now Has to Be Nameable

Comments
3 min read
Your AI Doesn't Learn When You Tell It Something. It Learns When the Lesson Blocks the Next Mistake.

Your AI Doesn't Learn When You Tell It Something. It Learns When the Lesson Blocks the Next Mistake.

Comments
3 min read
Logical Separation Is an Org Chart, Not a Security Boundary

Logical Separation Is an Org Chart, Not a Security Boundary

Comments
4 min read
Your Deploy Can Be Blocked by Who Wrote the Commit, Not What It Contains

Your Deploy Can Be Blocked by Who Wrote the Commit, Not What It Contains

Comments 1
3 min read
Green Checks, Frozen Homepage. Your Site Can Be Serving Last Week While Every Monitor Says Fine.

Green Checks, Frozen Homepage. Your Site Can Be Serving Last Week While Every Monitor Says Fine.

Comments
3 min read
Merged Is Not Shipped. The Fix Has to Exist in the Tree That Runs.

Merged Is Not Shipped. The Fix Has to Exist in the Tree That Runs.

1
Comments 1
4 min read
85 Perfect Scores for Answers That Never Reached the Disk

85 Perfect Scores for Answers That Never Reached the Disk

Comments
4 min read
I Downgraded 2,439 of My AI's Memories in One Night. It Got Smarter.

I Downgraded 2,439 of My AI's Memories in One Night. It Got Smarter.

Comments
4 min read
Stop Counting Blocked Intruders. Count What Your Agents Hand Each Other.

Stop Counting Blocked Intruders. Count What Your Agents Hand Each Other.

Comments
4 min read
Stop Trusting Your Agent's Summary. Audit Its Trace.

Stop Trusting Your Agent's Summary. Audit Its Trace.

Comments 2
4 min read
Stop Choosing AI Models by Price. Choose Them by What They Keep.

Stop Choosing AI Models by Price. Choose Them by What They Keep.

1
Comments 1
4 min read
The Last Blocker Wasn't the Model. It Was the Credit Card.

The Last Blocker Wasn't the Model. It Was the Credit Card.

1
Comments
3 min read
A Backup You Can't Retrieve on the Bad Day Isn't a Backup

A Backup You Can't Retrieve on the Bad Day Isn't a Backup

1
Comments 1
4 min read
Your AI Doesn't Need More Uptime. It Needs a Second Door.

Your AI Doesn't Need More Uptime. It Needs a Second Door.

Comments
4 min read
Stop Building Listening Dashboards. Build Listening Tools Your Agent Can Call.

Stop Building Listening Dashboards. Build Listening Tools Your Agent Can Call.

Comments
4 min read
Stop Generating Your Videos. Start Templating Them.

Stop Generating Your Videos. Start Templating Them.

Comments
3 min read
Every "Should I?" Is a Bug. Your Personal AI Should Only Ever Ask About Money.

Every "Should I?" Is a Bug. Your Personal AI Should Only Ever Ask About Money.

Comments 1
3 min read
Your AI Will Leak Your Secrets. Not Maliciously — Architecturally.

Your AI Will Leak Your Secrets. Not Maliciously — Architecturally.

1
Comments
4 min read
Stop Shipping Perfect Demos. Start Shipping Honest Limitations.

Stop Shipping Perfect Demos. Start Shipping Honest Limitations.

Comments
4 min read
Stop Giving Your Agent a Wallet. Give It a Treasurer.

Stop Giving Your Agent a Wallet. Give It a Treasurer.

Comments
4 min read
Stop Adding to Your AI. Start Deleting From It.

Stop Adding to Your AI. Start Deleting From It.

Comments
3 min read
Stop Trusting AI That Fails Silently

Stop Trusting AI That Fails Silently

1
Comments 3
3 min read
Stop Asking Your AI to Be Helpful. Ask It to Be Accountable.

Stop Asking Your AI to Be Helpful. Ask It to Be Accountable.

Comments
3 min read
Your AI Remembers Everything. That's the Problem.

Your AI Remembers Everything. That's the Problem.

1
Comments 1
4 min read
Stop Asking Your Agent to Be Smart. Demand That It Be Predictable.

Stop Asking Your Agent to Be Smart. Demand That It Be Predictable.

Comments
4 min read
Stop Benchmarking Agents Against Each Other. Audit Them Against a Tuesday.

Stop Benchmarking Agents Against Each Other. Audit Them Against a Tuesday.

Comments 2
3 min read
I Gave My Personal AI the Right to Refuse. That's the Product.

I Gave My Personal AI the Right to Refuse. That's the Product.

Comments
3 min read
Anyone Can Spawn 300 Agents. Nobody Can Merge Their Output.

Anyone Can Spawn 300 Agents. Nobody Can Merge Their Output.

Comments 4
2 min read
Everyone Is Building Personal AI for Everyone. I'm Building Mine for One Person.

Everyone Is Building Personal AI for Everyone. I'm Building Mine for One Person.

Comments
3 min read
2.1M Micro-Transactions, $104K Total: What the Data Says About the Agent Economy

2.1M Micro-Transactions, $104K Total: What the Data Says About the Agent Economy

Comments
5 min read
Building an x402 Settlement Client in Python: Lessons from a Real Testnet Transaction

Building an x402 Settlement Client in Python: Lessons from a Real Testnet Transaction

Comments
5 min read
Building an x402 Settlement Client in Python: Lessons from a Real Testnet Transaction

Building an x402 Settlement Client in Python: Lessons from a Real Testnet Transaction

Comments
5 min read
loading...