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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Which Claude Code session is waiting on you? A queue for agents that stopped to ask
I build ccdeck . The step-by-step version of this post, with every setting, is at ccdeck.dev/guides/waiting-on-you . One silent prompt among many ta…
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…
Copilot Can Now Approve Pull Requests. Should It Count Toward Your Branch Protection?
Copilot Can Now Approve Pull Requests. Should It Count Toward Your Branch Protection? Until this month, a Copilot code review was advice. It left a…
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…
GitHub Copilot AI Credits vs Claude Code: The Real Math on What Your AI Coding Costs Now
Three months ago, almost every AI coding tool had the same deal: pay a flat monthly fee, use it until you hit a wall. That era is over. On June 1, 2…
Microsoft Strips Copilot's Free Features — and Puts Deep Research Behind a Subscription
Open the Microsoft Copilot app this week and it may be missing a few things you used. As of 18 August, Microsoft began retiring a clutch of free con…
'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…
Agentic DevOps Needs Observability: Trace GitHub Copilot with OpenTelemetry
Agentic DevOps Needs Observability: Trace GitHub Copilot with OpenTelemetry An agent can read files, call a model, run tools, delegate to a subagent…
Beyond the Hype: What I Learned from a 45-Minute AI Research Agent Lab
AI Agents are everywhere right now. We've all seen the flashy demos and read countless articles, but I wanted to understand how a research agent act…
The Agent Constitution
Enforcing AI Agent Adherence Through Single-Source Architecture in CrystaCode projects AI agents require strict directory structures to execute proj…
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…
When AI gets C++ bitmask enums almost right
Today I want to take a look at a piece of C++ code that Copilot generated for me recently. The code here will not be 1:1 the same because originally…
Zero DNS setup with Copilot: what it means for SL devs
The zero DNS configuration demo GitHub just published is being read as "AI does your DNS for you." I read it differently. What GitHub actually showe…
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…
Research Human Security Review in the Copilot App With Stop Conditions
GitHub announced on July 14, 2026 that security reviews are available in the GitHub Copilot app. Primary source: GitHub Changelog, July 14, 2026 . T…
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…
Remove the Copilot CLI PAT From GitHub Actions Without Losing Your Rollback
GitHub announced on July 2, 2026 that Copilot CLI no longer needs a personal access token when it runs in GitHub Actions. Primary source: GitHub Cha…
GitHub lets enterprises pin Copilot's OpenTelemetry endpoint
Where Copilot's telemetry stream lands, decided centrally GitHub added a control on July 8 that lets an enterprise mandate where the Copilot Chat ex…