DEV Community

Local Agent Field Notes Series' Articles

Back to Qingfeng's Series
30 Days of a Local AI Agent on My Own Machine: What Actually Broke

30 Days of a Local AI Agent on My Own Machine: What Actually Broke

Comments
2 min read
Giving an AI Agent a Real Phone: What ADB Automation Actually Looks Like

Giving an AI Agent a Real Phone: What ADB Automation Actually Looks Like

Comments
2 min read
The Approval Gate: Designing an Agent That Can't Burn Your House Down

The Approval Gate: Designing an Agent That Can't Burn Your House Down

Comments 1
2 min read
Coordinate Clicks Are a Trap: Driving a GUI Agent Without Pixel Guessing

Coordinate Clicks Are a Trap: Driving a GUI Agent Without Pixel Guessing

Comments
2 min read
The Log Format That Made My Agent Debuggable

The Log Format That Made My Agent Debuggable

Comments
2 min read
How I Measure Whether My Agent Is Actually Saving Me Time

How I Measure Whether My Agent Is Actually Saving Me Time

Comments
2 min read
Cleaning Up After a Failed Run Is the Part Nobody Writes About

Cleaning Up After a Failed Run Is the Part Nobody Writes About

Comments
2 min read
I Stopped Writing Prompts and Started Writing Fixtures

I Stopped Writing Prompts and Started Writing Fixtures

Comments
2 min read
What I Let the Agent Do Without Asking, and What I Never Will

What I Let the Agent Do Without Asking, and What I Never Will

Comments
2 min read
The Ten Unglamorous Tasks My Agent Actually Handles

The Ten Unglamorous Tasks My Agent Actually Handles

Comments
2 min read
Five Things I Check Before Believing an Agent Demo

Five Things I Check Before Believing an Agent Demo

Comments 1
2 min read
The Pre-Flight Check That Killed Most of My Failures

The Pre-Flight Check That Killed Most of My Failures

Comments 1
2 min read
What I Do When the Agent Says It's Done

What I Do When the Agent Says It's Done

Comments
2 min read
My Agent Was Never Slow. My Tasks Were Serial.

My Agent Was Never Slow. My Tasks Were Serial.

Comments
2 min read
If I Started Over, I'd Write the Logs First

If I Started Over, I'd Write the Logs First

Comments
2 min read
The Agent Doesn't Need More Context. It Needs the Right Five Lines.

The Agent Doesn't Need More Context. It Needs the Right Five Lines.

Comments
2 min read
Two Plain Text Files Replaced My Whole Agent Framework

Two Plain Text Files Replaced My Whole Agent Framework

Comments
2 min read
I Sorted 400 Agent Failures Into Five Buckets. Almost None Were the Model's Fault.

I Sorted 400 Agent Failures Into Five Buckets. Almost None Were the Model's Fault.

Comments
2 min read
The 20% of Tasks I Deliberately Do Not Give the Agent

The 20% of Tasks I Deliberately Do Not Give the Agent

Comments
2 min read
The Second Run Is Where the Lies Show Up

The Second Run Is Where the Lies Show Up

Comments
2 min read
What I Got Wrong About "Just Give It a Better Model"

What I Got Wrong About "Just Give It a Better Model"

Comments
2 min read
The Twenty Minute Review That Keeps My Agent Honest

The Twenty Minute Review That Keeps My Agent Honest

Comments
2 min read
Letting the Agent Touch the Browser Changed My Task List

Letting the Agent Touch the Browser Changed My Task List

Comments
2 min read
What I Automate First in a New Project, and Why It Is Never the Important Part

What I Automate First in a New Project, and Why It Is Never the Important Part

Comments
2 min read
I Read My Agent's Log Backwards, and the Bug Was in Line Two

I Read My Agent's Log Backwards, and the Bug Was in Line Two

Comments
2 min read
A Script and a Task Are Not the Same Thing

A Script and a Task Are Not the Same Thing

Comments
2 min read
The Hardest Part of a Local Agent Is Deciding When to Stop

The Hardest Part of a Local Agent Is Deciding When to Stop

Comments
2 min read
The Two Lists I Keep for an Agent That Runs Unattended

The Two Lists I Keep for an Agent That Runs Unattended

Comments
2 min read