Skip to content

DEV Community

Building CommitBrief Series' Articles

Back to Muhammet ŞAFAK's Series

Muhammet ŞAFAK

Jun 24

I built a local-first LLM code reviewer in Go. Here's the entire pipeline.

#showdev #go #ai #opensource

6 min read

Muhammet ŞAFAK

Jun 25

One Go interface, ten LLMs, three transport classes

#go #llm #architecture #opensource

6 min read

The parser as the real system contract

Muhammet ŞAFAK

Jun 26

Getting structured JSON out of five incompatible LLM APIs — and degrading when they ignore you

#ai #llm #go #json

5 min read

Muhammet ŞAFAK

Jun 27

Don't send secrets to your LLM: a pre-send scanner that never stores what it finds

#security #ai #go #privacy

6 min read

Muhammet ŞAFAK

Jun 28

Air-gapped code review with Ollama: when the diff never leaves the machine

#privacy #llm #selfhosted #go

4 min read

Muhammet ŞAFAK

Jun 29

Caching LLM responses is just content addressing

#go #llm #performance #cli

5 min read

Muhammet ŞAFAK

Jun 30

Exposing a CLI as an MCP tool in standard-library Go

#mcp #ai #go #opensource

5 min read

Muhammet ŞAFAK

Jul 1

Stop re-flagging the same finding — without going silent

#go #ai #devtools #opensource

5 min read

Muhammet ŞAFAK

Jul 2

A self-hosted PR reviewer: you own the trigger, not a GitHub App

#github #go #ai #devtools

6 min read