ShutterHunt : A Photographic Quest That Gets You Outside
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built Photography started off as a hobby, which soon…
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AI Coding Assistant Comparison: Copilot vs. Cursor vs. Codeium 2026
AI Coding Assistant Comparison: Copilot vs. Cursor vs. Codeium 2026 The AI coding assistant landscape is a battlefield, with GitHub Copilot, Cursor,…
Build Your First GitHub Copilot Custom Agent: A Practical LoadRunner Example
Creating Custom Agents in GitHub Copilot A good Copilot conversation can solve a one-off problem. A custom agent turns that conversation into a repe…
Project HydraFusion, in plain English
· 阅读中文版 → You might have seen the news about Project HydraFusion, a new research preview in GitHub Copilot CLI. You pick it like any other model, bu…
Creating a Custom Agent in 5 Minutes
Agents are cool, we know that, but making them can seem daunting. But actually it can be super easy, with the right tools and approach, let me show…
GitHub Billing Incident: A Wake-Up Call for Software Engineering Productivity
Even the most robust platforms experience disruptions. A recent incident on GitHub, specifically concerning its billing services, offers a critical…
Stop Prompt-Engineering Copilot. Write Three Rules in a File Instead.
Most advice about getting better output from Copilot is advice about phrasing. Be specific. Give it context. Ask it to think step by step. That plat…
Ask your assistant what you decided yesterday. Mine couldn't answer either.
Five months building memory for coding assistants. Here is what broke. Open a fresh chat with your coding assistant. Don't give it any context. Ask…
'Enshittified at a Surprising Clip': A Week of Hacker News on AI Coding Tools
Some fortnights the complaints about AI come from people who barely use it. This one they came from the people who use it most. Scroll Hacker News o…
Supercharging Your Daily Dev Workflow with GitHub Copilot: From Jira to JUnit
As developers, we’ve largely moved past the novelty of AI as just an "autocomplete on steroids." Today, the real productivity gains come from integr…
Effective AI Agents with GitHub Copilot
The most successful AI agent do NOT use complex and over-engineered frameworks. Instead, they use simple, modular patterns. To use agents you don't…
Can Copilot Fix Its Own Security Findings? Testing GitHub Agentic Autofix
Can Copilot Fix Its Own Security Findings? Testing GitHub Agentic Autofix GitHub can now assign a code scanning alert directly to Copilot cloud agen…
What Went Wrong For Copilot
There have been 3 amazing tools launched by Microsoft recently: Code Apps Cowork New Copilot Studio (aka GitHub Copilot Harness) These tools had me…
Human-in-the-Loop Agentic DevOps: Govern AI Automation in GitHub Issues
Human-in-the-Loop Agentic DevOps: Govern AI Automation in GitHub Issues The biggest question in agentic DevOps is no longer, "Can an AI agent automa…
Run GitHub Copilot CLI in GitHub Actions Without PATs or Runaway AI Costs
Run GitHub Copilot CLI in GitHub Actions Without PATs or Runaway AI Costs AI automation in CI has always had two awkward questions: which long-lived…
Agentic Coding Is Fast. Your Judgment Is the Moat
Agentic coding is getting fast enough that writing the code is no longer the hard part. The hard part is deciding what to build, judging whether the…
A Secure Mobile Handoff Checklist for Copilot Conflict Resolution
GitHub announced on July 8, 2026 that GitHub Mobile can start a Copilot cloud-agent workflow to fix pull-request merge conflicts. Primary source: Gi…
Test Copilot's BYOK Provider and Model Selector for Keyboard Accessibility
GitHub announced on July 14, 2026 that Copilot for JetBrains expanded bring-your-own-key capabilities. Primary source: GitHub Changelog, July 14, 20…
⚡ Supercharging .NET Development with GitHub Copilot and Testcontainers
Introduction Modern development isn’t just about writing code—it’s about writing better code, faster . With AI-assisted tools like GitHub Copilot an…
AI Coding Tools Benchmark 2026: Cursor vs Copilot vs Windsurf vs Claude Code
I spent two weeks testing Cursor, GitHub Copilot, Windsurf, and Claude Code on the same set of tasks. Not vibes. Not feature lists. Actual work: bui…
Best AI Coding Tools in 2026: Full Power Rankings
AI coding tools have changed a lot in 2026. A year ago, GitHub Copilot was the obvious choice. Now you have 7+ serious options — and the right one d…
AI credits are the new lines of code metric
GitHub added a tiny field to the Copilot usage metrics API this week that is going to create a lot of very confident spreadsheets. Enterprise and or…
From Confused to Confident: How I Finally Mastered GitHub Copilot in Every Situation
From Confused to Confident: How I Finally Mastered GitHub Copilot in Every Situation I still remember the afternoon I rage-closed VS Code because Co…
Never Fix a Bug Without Proof: The @test-engineer Prove-It Pattern
Let me describe a scene you've lived. A bug report lands. "The completed tasks are still showing up in the active list." You look at the code, spot…
Stop Merging Blind: How I Use @code-reviewer Before Every PR
Think about the last time you merged a PR without a proper review. Maybe tests passed. Maybe it looked fine at a glance. Maybe you were moving fast…
How to give GitHub Copilot cross-repo context today
In March 2026, someone filed a feature request on GitHub Community that I have thought about more than any product announcement from that month. The…
From 5 Seconds to 1.2 Milliseconds: Rewriting a Combinatorial Optimizer with GitHub Copilot
This is a submission for the GitHub Finish-Up-A-Thon Challenge What I Built Cijene ("Prices") is Croatia's premier open-source grocery price tracker…
copilot automations turn agents into scheduled infrastructure
GitHub keeps adding small pieces to Copilot cloud agent, and the pattern is getting harder to miss. The latest one is scheduling and event-based aut…
AI coding assistants are making juniors worse and seniors lazier
Copilot is quietly eroding two different skill sets at once. And almost nobody is talking about it honestly. GitHub Copilot has exceeded 1.5 million…
I Built an MCP Agent Framework for My B.Tech Major Project. It Got 750+ npm Downloads in Week One. Here's the Comeback Story.
This is a submission for the GitHub Finish-Up-A-Thon Challenge What I Built Last semester, under the pressure of B.Tech finals and a looming present…