Avery Li - DEV Community

Avery Li

Nov 9

The Handoff Interview: Six Prompts and a Written Rule for Splitting Work in a Pairing Session

#ai #testing #opensource #productivity

1

5 min read

Avery Li

Nov 8

The Role Split Card: A Pairing Session That Assigned Model Work and Server Work Before Any Benchmark

#ai #devops #productivity #programming

6 min read

Avery Li

Nov 7

The Negative Fixture First: What a Free Model Must Fail Before It Touches a Review

#ai #testing #tutorial #devtools

6 min read

Avery Li

Nov 6

Declared Fallbacks or Nothing: The Dry-Run Test a Pairing Session Produced

#ai #testing #devtools #programming

1

6 min read

Avery Li

Nov 5

The Swap Harness: What a Senior Asked Before the Team Trusted a Free-Tier Coding Assistant

#ai #testing #devtools #opensource

6 min read

Avery Li

Oct 27

The Replay Packet: Turning an Agent Session Into Evidence a Reviewer Can Re-run

#ai #testing #devtools #programming

7 min read

Avery Li

Oct 26

The 40-Line Budget Gate: What a Senior Asked Before We Spent a Single Free Token

#ai #devtools #python #testing

6 min read

Avery Li

Oct 20

One Question, Three Dead Ends, One Exit Table: A Pairing Session on Free-Tier Infrastructure

#devops #testing #ai #tutorial

6 min read

Avery Li

Oct 19

Three Dead Ends and One Routing Table: A Pairing Session on Free-Tier AI Work

#ai #testing #productivity #devtools

7 min read

Avery Li

Oct 18

Before You Blame the Model: A Retry Probe That Ends the Argument in One Afternoon

#ai #testing #python #programming

6 min read

Avery Li

Oct 17

From Pairing Call to CI Gate: Encoding One Senior Objection as a Test

#ai #testing #devtools #githubactions

7 min read

Avery Li

Oct 16

A Senior Asks Five Questions Before Reading Your Generated Patch

#ai #programming #codequality #devtools

5 min read

Avery Li

Oct 15

Pairing on a Generated Patch: Three Dead Ends, One Kept Decision, and the Log That Held It

#ai #testing #node #productivity

6 min read

Avery Li

Oct 11

Keep the Fixture Contract Before a Free Route Drafts the Next Revision

#python #testing #devops #ai

8 min read

Avery Li

Oct 10

A Pairing Manifest That Stops Generated Edits Outside One Module

#ai #git #testing #devops

7 min read

Avery Li

Oct 9

Keep the Stub Gate Before Generated Workers Send Live Traffic

#testing #python #ai #devops

7 min read

Avery Li

Oct 8

Date the Quota Card Before Generated CI Targets a Free Server

#python #devops #testing #tutorial

7 min read

Avery Li

Oct 8

Record the Read Set Before a Free Model Drafts the Next Test

#testing #ai #python #security

9 min read

Avery Li

Sep 24

Freeze One Command Allowlist Before a Generated Script Leaves the Laptop

#programming #ai #devops #testing

9 min read

Avery Li

Sep 23

The Pairing Froze a Search Tool Schema Before Generated Clients Could Call Out

#ai #python #testing #api

8 min read

Avery Li

Sep 22

A Senior Pairing Stopped Invented API Load With One Kept Decision

#testing #api #ai #programming

8 min read

Avery Li

Sep 21

The Pairing Ledger That Blocked a Patch Until One Decision Was Kept

#ai #programming #testing #codereview

1

9 min read

Avery Li

Sep 20

The Pairing Transcript That Froze Retry Methods Before Generated Code Shipped

#python #testing #ai #programming

9 min read

Avery Li

Sep 19

The Pairing Kept a Rollback Contract Before Any Free Model Touched Staging

#ai #python #debugging #testing

10 min read

Avery Li

Sep 18

The Pairing Wrote a Failing Probe Before Any Free Model Could Patch

#programming #testing #ai #debugging

9 min read

Avery Li

Sep 17

The Pairing Computed a Blame Window Before Any Free Model Saw the Bug

#debugging #git #ai #testing

11 min read

Avery Li

Sep 16

The Pairing Froze the Oracle File Before Any Agent Patch Landed

#testing #ai #python #programming

8 min read

Avery Li

Sep 14

A Pairing Protocol for Agent Bugs: Question Budget, Dead-End Register, One Kept Decision

#ai #agents #testing #productivity

7 min read

Avery Li

Sep 13

The Pairing Named File Owners Before the Agent Could Use a Remote Host

#git #ai #programming #testing

9 min read

Avery Li

Sep 12

The Pairing Merged a Transcript File Before It Merged Any Agent Diff

#ai #programming #testing #productivity

9 min read

Avery Li

Sep 11

The Pairing Parked Free-Tier Calls Until Each Question Named a Proof

#ai #programming #productivity #agents

8 min read

Avery Li

Sep 9

The Pairing Kept One Decision After Three Dead Ends

#ai #agents #python #testing

10 min read

Avery Li

Sep 7

Separate Probe and Patch Windows Before an Agent Touches the Tree

#ai #git #testing #agents

10 min read

Avery Li

Sep 7

Blind Replay Before Merge: Keep Only the Agent Diff a Clean Environment Recreates

#ai #testing #agents #programming

8 min read

Avery Li

Sep 6

The Pairing Stayed Blocked Until Agent Writes Required a Red Contract

#ai #agents #testing #python

12 min read

Avery Li

Sep 4

The Pairing Halted Until Every Agent Assumption Had a Named Owner

#python #testing #ai #productivity

8 min read

Avery Li

Sep 4

A Token Budget Proxy for Shared Free LLM Tiers

#llm #python #api #opensource

5 min read

Avery Li

Sep 3

A Senior Stopped the Pairing Until the Session Lived in YAML

#python #ai #testing #productivity

7 min read

Avery Li

Sep 2

Free LLM Tokens Are Not Free Trust: A Pairing Session That Ended with a Boundary

#ai #llm #opensource #python

7 min read

Avery Li

Sep 1

Pairing on a Free LLM Endpoint: Four Questions That Reshaped My Probe

#ai #llm #python #testing

4 min read

Avery Li

Aug 31

A Pairing Review for a Free LLM Budget: Five Questions to Ask Before You Trust the Reviewer

#ai #llm #testing #productivity

4 min read

Avery Li

Aug 30

Retry Budgets Are Real: Pairing Lessons from a Free LLM Endpoint

#ai #llm #python #sqlite

5 min read

Avery Li

Aug 29

Free LLM Server Memory, Measured: A 20-Run Context-Bleed Probe

#ai #llm #testing #opensource

5 min read

Avery Li

Aug 28

The Free LLM Changed Overnight. My 40-Line Sentinel Caught It.

#ai #llm #python #testing

4 min read

Avery Li

Aug 26

Pairing on a Flaky Free-LLM Pipeline: Three Dead Ends and the Decision That Survived

#ai #llm #testing #devops

6 min read

Avery Li

Aug 25

A 200-Run JSON Schema Adherence Harness for Free LLM Output

#llm #python #testing #ai

6 min read

Avery Li

Aug 23

The Semantic Cache That Made a Free LLM Quota Feel Infinite

#llm #python #cache #ai

8 min read

Avery Li

Aug 22

The 503 That Wasn't a Rate Limit: A Layered LLM Gateway Debugging Retrospective

#ai #llm #debugging #opensource

4 min read

Avery Li

Aug 21

I Put a Free LLM in Front of Every Pull Request. Here's the Exact Config

#ai #webdev #github #workflow

5 min read

Avery Li

Aug 14

Build a Disposable Model-Eval Loop Without a Paid API Key

#ai #testing #serverless #devops

2 min read

Avery Li

Aug 14

Don't Chase MiniMax H3. Run This 30-Minute Free-Server Test Plan

#ai #webdev #opensource #programming

3 min read

Avery Li

Aug 10

Your Agent's Sandbox Is a Hypothesis. Here's How I Test Mine

#ai #security #agents #testing

5 min read

Writing Debut