Avery Lin - DEV Community

Avery Lin

Oct 20

Parse, Validate, Then Persist

#ai #python #testing #webdev

4 min read

Avery Lin

Oct 19

Ship the Feature That Survives a 429

#ai #testing #node #webdev

5 min read

Avery Lin

Oct 17

Measure the Cold Start Before the Demo

#devops #webdev #ai #performance

5 min read

Avery Lin

Oct 16

Build a Spend Breaker Before You Ship AI

#ai #node #webdev #opensource

6 min read

Avery Lin

Oct 13

One Sale Survives the Restart

#python #webdev #testing #tutorial

9 min read

Avery Lin

Oct 11

Serve the File, Not the Model

#tutorial #webdev #devops #ai

7 min read

Avery Lin

Oct 10

Fit the App to the Free Box

#tutorial #devops #python #ai

6 min read

Avery Lin

Oct 9

One Click, One Row

#python #testing #webdev #tutorial

7 min read

Avery Lin

Oct 8

Free Tokens Are a Deadline

#ai #opensource #webdev #devtools

4 min read

Avery Lin

Oct 8

End the Demo on Purpose

#tutorial #devops #productivity #webdev

6 min read

Avery Lin

Sep 23

Give the Agent a Curfew

#ai #python #testing #productivity

7 min read

Avery Lin

Sep 22

Overlap Before DNS

#testing #ai #webdev #productivity

6 min read

Avery Lin

Sep 21

Lock the Files That Charge Customers

#javascript #testing #webdev #ai

6 min read

Avery Lin

Sep 20

Localhost Never Counts as Shipped

#javascript #webdev #ai #productivity

6 min read

Avery Lin

Sep 19

Write the Probe Before the Prompt

#ai #webdev #testing #sideprojects

6 min read

Avery Lin

Sep 18

Pin the Meter Before the Chat

#python #ai #productivity #webdev

5 min read

Avery Lin

Sep 17

A Receipt the Model Cannot Forge

#ai #testing #python #productivity

6 min read

Avery Lin

Sep 16

Ship One SKU Before Dusk

#ai #python #productivity #sideprojects

5 min read

Avery Lin

Sep 14

The Second Run Should Cost Nothing

#ai #agents #python #opensource

4 min read

Avery Lin

Sep 13

A Borrowed Garage for the First Ship

#ai #python #testing #productivity

6 min read

Avery Lin

Sep 12

The Suitcase Test Before Monday

#python #ai #testing #opensource

6 min read

Avery Lin

Sep 11

A Clerk Stamps Once

#ai #productivity #opensource #webdev

6 min read

Avery Lin

Sep 9

A Permit Desk for Model Commands

#ai #python #devops #productivity

7 min read

Avery Lin

Sep 6

A Kitchen Clock Beats a Cloud Queue

#python #testing #ai #productivity

5 min read

Avery Lin

Sep 5

Block Invented Infrastructure Before Merge

#ai #python #productivity #webdev

6 min read

Avery Lin

Sep 4

A JSON Fence Around Tonight's Deploy

#webdev #javascript #ai #productivity

6 min read

Avery Lin

Sep 4

A Stack Freeze for Zero-Bill Ships

#python #ai #webdev #productivity

7 min read

Avery Lin

Sep 2

A Nightly Tech-Debt Scan That Costs Nothing

#ai #devtools #serverless #productivity

3 min read

Avery Lin

Sep 1

A Commit Digest That Runs on a Free Server

#ai #productivity #server

3 min read

Avery Lin

Aug 31

A Zero-Cost Error Decoder: Run It on a Free Server

#node #ai #productivity #webdev

3 min read

Avery Lin

Aug 30

Track Your AI Token Use with a Free Server Proxy

#ai #python #webdev #productivity

4 min read

Avery Lin

Aug 29

A Free-Tier Merge Gate for the Solo Developer

#ai #productivity #testing #python

5 min read

Avery Lin

Aug 28

The Review Gate: Filtering AI Code Before You Read It

#ai #llm #productivity #testing

1

4 min read

Avery Lin

Aug 26

Shipping on a 10M-Token Budget

#ai #productivity #opensource #programming

4 min read

Avery Lin

Aug 25

A Free-Tier Loop That Summarizes Test Failures

#ai #python #tutorial #automation

4 min read

Avery Lin

Aug 25

From Prompt to Live Endpoint on Free Tiers

#ai #opensource #tutorial #devops

4 min read

Avery Lin

Aug 24

A Reasoning Ledger for a Free-Tier Coding Agent

#ai #agents #tutorial #python

4 min read

Avery Lin

Aug 23

Zero-Budget API: Free Model, Free Server, Verified

#ai #tutorial #python #webdev

4 min read

Avery Lin

Aug 22

MonkeyCode from Zero: A Gated Free-Tier Walkthrough

#ai #tutorial #llm #opensource

4 min read

Avery Lin

Aug 21

Zero to Verified: A Free Coding Model Tutorial

#ai #llm #python #tutorial

1

4 min read

Avery Lin

Aug 14

A Three-Pass Hygiene Check for Free Coding Model Diffs

#ai #testing #security #codereview

3 min read

Avery Lin

Aug 14

A Release-Day Gate for New LLM Releases

#ai #programming #testing #opensource

2 min read

Avery Lin

Aug 10

Gate the Toolbelt: A Filesystem-First Smoke Test for Agentic Coding Models

#ai #security #testing #agents

5 min read

Avery Lin

Aug 7

Sandbox First: A Safer Local Harness for Evaluating Free Coding Models on Your Own Codebase

#ai #programming #security #testing

6 min read

Avery Lin

Aug 5

A Reproducible Baseline for Comparing Free LLM Coding Models on Your Own Repo

#ai #llm #python #productivity

1

4 min read

Writing Debut