Validating agentic behavior when “correct” isn’t deterministic
… We’re in a transition period where agentic systems like Github Copilot Coding Agent are enabling faster development, but our traditional validation approaches remain rigid. …
… We’re in a transition period where agentic systems like Github Copilot Coding Agent are enabling faster development, but our traditional validation approaches remain rigid. …
… AI & ML Improving token efficiency in GitHub Agentic Workflows Agentic workflows that run on every pull request can quietly accumulate large API bills. …
Back to changelog GPT-5.4, OpenAI’s latest agentic coding model, is now rolling out in GitHub Copilot. In our early testing of real-world, agentic, and software development capabilities, GPT-5.4 consistently hits new rates of success. …
… Making coding agents your primary contributor I’ll start by describing my agentic coding setup: Coding agent : Copilot CLI Model used : Claude Opus 4.6 IDE : VSCode It’s also noteworthy that I leveraged the Copilot SDK to accelerate agent creation, which is powered under the hood by the Copilot CLI. …
… Here is how I use canvases with my agentic workflows—and why your workflow also deserves a canvas. …
… Automate repository tasks with GitHub Agentic Workflows Discover GitHub Agentic Workflows, now in technical preview. Build automations using coding agents in GitHub Actions to handle triage, documentation, code quality, and more. …
… AI & ML Validating agentic behavior when “correct” isn’t deterministic How to build the “Trust Layer” for Github Copilot Coding Agents without brittle scripts or black-box judgements by using dominatory analysis.
… AI & ML Validating agentic behavior when “correct” isn’t deterministic How to build the “Trust Layer” for Github Copilot Coding Agents without brittle scripts or black-box judgements by using dominatory analysis.
… AI & ML Validating agentic behavior when “correct” isn’t deterministic How to build the “Trust Layer” for Github Copilot Coding Agents without brittle scripts or black-box judgements by using dominatory analysis.
… Qubot has been a rare example of successful hub-and-spoke execution. …