Topic

Ai

8 entries across field notes and white papers.

Jul 06, 2026

Make Every Token Count: Why Agent Quality Is the Better Way to Optimize Spend

GitHub Copilot switched from premium requests to usage-based billing. That single change set off a...

25 min readai / github / githubcopilot
Jun 07, 2026

Squad vs Fleet Mode in GitHub Copilot CLI: What's the Difference?

TL;DR For the Busy Dev Fleet Mode (/fleet) is built into Copilot CLI. It auto-decomposes...

9 min readgithub / githubcopilot / ai
Feb 10, 2026

GitHub Copilot SDK vs Azure AI Foundry Agents: Which One Should Your Company Use?

TL;DR for the Busy Person GitHub Copilot SDK gives you the same agentic core that powers...

10 min readgithub / azure / ai
Jan 13, 2026

What If Your CI Pipeline Could catch regulatory compliance violations of your code?

TL;DR for the Busy Dev: Traditional CI checks (linting, tests, SAST) are...

12 min readgithub / devops / ai
Dec 15, 2025

Injecting AI Agents into CI/CD: Using GitHub Copilot CLI in GitHub Actions for Smart Failures

TL;DR for the Busy Dev We are used to CI/CD pipelines that fail on syntax errors or failed...

10 min readgithub / cicd / githubcopilot
Nov 11, 2025

So… what is GitHub Copilot’s "Raptor mini"and why should devs care?

GitHub quietly slipped a new model into Copilot called “Raptor mini (Preview)”. The changelog...

8 min readgithub / githubcopilot / ai
Nov 10, 2025

I'm Going All-In on AI for Developers.

It feels like every developer is drinking from a firehose of AI information right now. We're seeing...

3 min readai / devops / microsoft
Feb 03, 2025

How to Save $17,000 a Month by Self-Hosting DeepSeek R1 on Google Cloud Run GPU

A February 2025 walkthrough of self-hosting a distilled DeepSeek R1 model on Google Cloud Run GPU for spiky, pay-per-use inference workloads.

8 min readdeepseek / ai / google-cloud-platform