Robin Tegg

@robintegg
1 Followers
4 Following
46 Posts

You fixed it. The AI did it again next session.

You learned. The AI didn't.

Close the loop 👇
https://robintegg.com/2026/03/14/ai-feedback-close-the-loop.html

#Java #GitHubCopilot #ArchUnit

AI Feedback: Close the Loop

How to build a feedback loop at the end of every AI-assisted ticket, using a reusable Copilot prompt to update instructions and ArchUnit tests so the AI gets smarter session by session.

Robin Tegg

"Building with AI isn't just about better prompting; it's about System Design."

Agents = Why. Prompts = What. Skills = How.

Orchestrating AI Workflows with Copilot Agents, Prompts, and Skills:
https://robintegg.com/2026/03/13/orchestrating-ai-workflows-with-agents-prompts-and-skills

#AIEngineering #GitHubCopilot

Orchestrating AI Workflows with Copilot Agents, Prompts, and Skills

A mental model for AI orchestration that mirrors clean code principles: Agents define the workflow, Prompts execute a phase, and Skills perform the atomic actions.

Robin Tegg

Shipped https://yorkshiregolf.life and I’m dead chuffed with it 🏌️

Something I keep thinking about: AI lowers the floor, not the ceiling. The barrier to starting something is basically gone now. But finishing — really finishing, with care and intention — that’s still a you problem.

Don’t let a polished prototype fool you into thinking you’re done. The last mile is still walked on foot.

#Golf #Yorkshire #IndieWeb #AI #BuildInPublic

Yorkshire Golf Life

Sharing a video that resonates with me little. My own thoughts bounce between are we just going to be machine operators and others still need help to extract the value in ai so there’s still a place for us. Who knows? https://x.com/atmoio/status/2030289138126107074?s=46
Mo (@atmoio) on X

I was a 10x engineer. Now I'm useless.

X (formerly Twitter)
A nice mention for Awesome Java UI in the IntelliJ Java annotated monthly newsletter #java https://blog.jetbrains.com/idea/2026/03/java-annotated-monthly-march-2026/
Java Annotated Monthly – March 2026 | The IntelliJ IDEA Blog

A lot is happening in tech and beyond, and as we step into March, we have pulled together a fresh batch of articles, thought pieces, and videos to help you learn, connect, and see things from new angles. 

The JetBrains Blog
“I knew that I probably would only have a certain window of opportunity in which I'd have the energy to put it together so I roped in some ai agents.” #java #ai #retrospective https://robintegg.com/2026/03/03/february-2026-ai-retrospective
February 2026 AI Retrospective

A personal journey through AI tools, skills, and agent workflows in February 2026.

Robin Tegg
TamboUI - Another day, another great addition to the Java UI ecosystem. Check it out https://xam.dk/blog/announcing-tamboui/
Announcing TamboUI - @maxandersen

This blog post is co-authored by Cédric Champeau (Micronaut) and Max Rydahl Andersen (Quarkus), and cross-posted on our respective personal blogs. Today we a...

The Java UI space is way more active than people give it credit for — and the community response to my recent post proved it.

So I've built a home for those conversations: https://awesome-java-ui.com/

50+ frameworks, open source, community-driven. Share what you’re building? 👇

#Java #JavaDev #OpenSource

Awesome Java UI - The Complete Guide to Java UI Frameworks

A comprehensive guide to Java UI libraries and frameworks for desktop, web, terminal, and mobile development. Discover the best Java UI solutions for your next project.

Awesome Java UI
Beware !!! Despite a positive intro, within minutes of giving Claude this prompt it had me questioning whether I had any software engineering skills at all 😭 😭
Looking forward to trying out GitHub’s agentic workflows. The feature usefully lowers the bar to defining and deploying automated jobs for your repo. https://github.blog/ai-and-ml/automate-repository-tasks-with-github-agentic-workflows/
Automate repository tasks with GitHub Agentic Workflows  

Build automations using coding agents in GitHub Actions to handle triage, documentation, code quality, and more.

The GitHub Blog