Casey Li - DEV Community

Casey Li

Oct 15

A Free Reviewer Should Comment, Never Block

#ai #githubactions #devops #opensource

6 min read

Casey Li

Oct 13

Leave the Receipt on the Primary

#architecture #backend #testing #devops

7 min read

Casey Li

Oct 11

Keep Lease Renewal Off the Free Host

#python #backend #architecture #devops

8 min read

Casey Li

Oct 10

When the Scratch Host Must Not Hold the Oracle

#testing #ai #devops #python

1

9 min read

Casey Li

Oct 9

Commit the Offset Before the Draft

#python #testing #backend #architecture

8 min read

Casey Li

Oct 8

Leave Contract SQL on the Primary

#database #devops #postgres #ai

7 min read

Casey Li

Oct 8

The Merge Bit Stays With the Owner

#security #devops #git #ai

7 min read

Casey Li

Sep 24

Seal the Canary Bit Before the Note

#devops #python #testing #ai

7 min read

Casey Li

Sep 23

Dead-Letter Replay Does Not Belong on Free Inference

#ai #architecture #python #devops

1

6 min read

Casey Li

Sep 22

Incident Severity Does Not Belong on Free Inference

#ai #devops #testing #python

6 min read

Casey Li

Sep 21

Load-Test Oracles Do Not Belong on Free Inference

#testing #ai #devops #architecture

7 min read

Casey Li

Sep 20

Token Buckets Do Not Belong on Free Inference

#ai #architecture #security #python

1

7 min read

Casey Li

Sep 19

The Lease Loop Is Not a Chat Completion

#python #postgres #architecture #security

1

7 min read

Casey Li

Sep 18

Privilege Grants Do Not Belong on Free Inference

#ai #security #devops #aws

2

1

9 min read

Casey Li

Sep 17

Live Schema Changes Do Not Belong on Free Inference

#ai #database #devops #architecture

5 min read

Casey Li

Sep 16

Canary Verdicts Do Not Belong on Free Inference

#ai #devops #testing #python

1

8 min read

Casey Li

Sep 14

Red Flags Before Routing a Workload Through a Free Tier

#ai #opensource #devops #python

6 min read

Casey Li

Sep 13

When Free Inference Should Not Own the Retry Loop

#ai #devops #testing #python

2

7 min read

Casey Li

Sep 12

When Free Inference Should Not Back an MCP Tool

#ai #mcp #agents #security

1

3

6 min read

Casey Li

Sep 11

Free Inference Should Not Gate a Merge

#ai #cicd #devops #testing

2

7 min read

Casey Li

Sep 9

Free Inference Should Not Grant Tool Access

#ai #agents #python #security

7 min read

Casey Li

Sep 7

Free Inference Stops at the Persistence Boundary

#ai #architecture #testing #python

7 min read

Casey Li

Sep 7

When Not to Host an Agent on Free Inference

#ai #agents #python #testing

1

6 min read

Casey Li

Sep 6

When Free Inference Should Not Own the Contract

#ai #agents #testing #python

1

6 min read

Casey Li

Sep 4

Stop Conditions for Free Inference in Agent Loops

#ai #agents #testing #devops

7 min read

Casey Li

Sep 4

Free Model Night Incident Drafts on a Free Server

#python #devops #monitoring #incidentresponse

6 min read

Casey Li

Sep 3

Keep Free Inference Off the Merge Path

#ai #architecture #testing #devops

5 min read

Casey Li

Sep 2

Free Tokens Burn Fast: A Field Guide to MonkeyCode's Generosity

#opensource #llm #ai #workflow

4 min read

Casey Li

Sep 1

Probing Free LLM Servers for Cross-Session Memory Leaks

#llm #testing #opensource #ai

1

3 min read

Casey Li

Aug 31

Free Model Meets Free Server: Designing a Repeatable Reliability Experiment

#ai #llm #free

5 min read

Casey Li

Aug 30

Free Models, Free Server: A 30-Minute Quota Probe Before You Trust Either

#ai #llm #productivity #opensource

6 min read

Casey Li

Aug 29

When Not to Use a Free Model Server: Red Flags, Alternatives, and Exit Criteria

#ai #llm #opensource #productivity

6 min read

Casey Li

Aug 28

Free LLM Servers: Red Flags, Safer Alternatives, Exit Criteria

#ai #llm #opensource #productivity

4 min read

Casey Li

Aug 26

When Free Is the Wrong Price: A Field Guide for LLM Free Tiers

#ai #llm #opensource #devops

5 min read

Casey Li

Aug 25

Free-Tier CI Triage: One Small Bot, End to End

#ai #python #devops #opensource

5 min read

Casey Li

Aug 25

Zero-Budget Release Notes: A Case Study in Free-Tier LLM Automation

#ai #python #opensource #tutorial

1

6 min read

Casey Li

Aug 23

Free Models as Test Doubles: A Dev/Prod Split That Saves Real Money

#ai #testing #python #productivity

4 min read

Casey Li

Aug 14

I Stopped Reading AI Benchmarks and Started Testing Cheap Models for Free

#ai #python #programming #productivity

3 min read

Casey Li

Aug 14

Before You Adopt MiniMax H3, Run a Twenty-Minute Model Audit

#ai #opensource #programming #benchmarking

3 min read

Casey Li

Aug 10

Before You Give a Coding Agent Shell Access: A Boundary Test Harness You Can Run in an Afternoon

#ai #agents #security #programming

6 min read

Writing Debut