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Articles by Saurav Kumar
- AI
Android Developer Verification: What Changes for Apps Outside Google Play?
Learn how Android developer verification affects apps distributed outside Google Play, including APK distribution, signing, enterprise apps, testing, and CI/CD.
- Copilot
What Happens to Unconfigured Copilot Features
Learn what happens to unconfigured GitHub Copilot features after October 22, including default policies, explicit settings, organization controls, and admin actions.
- Copilot
GitHub Copilot's New Default Settings: What Should Admins Review Before October?
Learn how GitHub Copilot's new default feature policy affects admins before October 22, including unconfigured features, organization settings, security, and governance.
- .NET
Measuring Wasted Compute in Software: What Developers Can Track
Learn how to measure wasted compute in software by tracking CPU, memory, database queries, network usage, and resource efficiency per unit of useful work.
- AI Agents
How AI Agents Handle Long-Running Coding Tasks
Learn how AI coding agents manage long-running software tasks using context, repository exploration, tool execution, testing, checkpoints, and iterative debugging.
- AI Agents
Rust vs TypeScript for AI Agent Runtimes: What Actually Changes?
Compare Rust and TypeScript for AI agent runtimes, covering memory, concurrency, process execution, performance, deployment, and architecture trade-offs.
- AI Agents
What Happens When Multiple AI Coding Agents Work on the Same Repository?
Learn how multiple AI coding agents work on one repository, manage Git worktrees, coordinate tasks, avoid conflicts, and safely validate integrated changes.
- Azure
Running AI Workloads on Azure Silk Virtual SAN
Learn how Azure Silk Virtual SAN supports AI workloads with high-throughput storage, low latency, caching, checkpointing, capacity planning, and monitoring.
- JavaScript
Chrome 153: Using Camera and Microphone Elements Without JavaScript
Learn how Chrome 153 introduces declarative camera and microphone controls, how they compare with getUserMedia(), and when JavaScript is still required.
- Python
Python 3.15 Free-Threading: What Changes When the GIL Is Disabled?
Learn how Python 3.15 free-threading works with the GIL disabled, its impact on CPU-bound workloads, thread safety, native extensions, benchmarking, and migration.
- Python
Python 3.15 Frame Pointers: Better Profiling for Production Apps
Learn how Python 3.15 frame pointers improve production profiling, native stack unwinding, perf, eBPF observability, and troubleshooting Python performance issues.
- Generative AI
Microsoft Foundry Model Router: Keeping the Same Model Across a Conversation with Session Affinity
Learn how Microsoft Foundry Model Router session affinity keeps related Chat Completions requests on the same eligible model while supporting fallback and routing flexibility.
- AI
Foundry Local on Azure Local: Running Private Model Evaluation Without Sending Data to the Cloud
Learn how to run private AI model evaluation with Foundry Local on Azure Local while keeping sensitive evaluation data on-premises instead of sending it to the cloud.
- Python
Python 3.15 Remote Debugging: Safely Inspecting a Running Production Process
Learn how Python 3.15 remote debugging can inspect a running production process while addressing authentication, network exposure, and operational security risks.
- GO
Go 1.27 Generic Methods: Where They Simplify Real Go APIs and Where They Don't
Explore Go 1.27 generic methods, including where they simplify API design, reduce repetitive code, and where traditional Go patterns remain a better choice.
- GO
Go 1.27 encoding/json/v2: Testing Compatibility Before Moving Existing Go APIs
Learn how to test Go 1.27 encoding/json/v2 compatibility before migrating existing APIs, including behavior changes, serialization differences, and regression testing.
