Niharika Gupta's contributions

Learn whether AI coding tools need to upload entire repositories, how code indexing and targeted retrieval work, and what developers should check for code privacy.

Learn how to debug AI agents when correct-looking answers hide tool failures, stale data, wrong decisions, and incorrect execution paths using tracing and validation.

Learn how to check which files an AI coding agent can read, including workspace permissions, indexing, Git, shell access, secrets, network access, and C# projects.

Learn what developers should check after the ZCode codebase indexing incident, including repository access, index security, retention, permissions, and AI tool data flow.

Learn how to trace AI agent tool calls with OpenTelemetry in .NET, track model and tool latency, retries, errors, and build secure production observability.

Learn how to measure wasted compute in AI coding agents by tracking model calls, tool usage, retries, repository context, tests, tokens, and task efficiency.

Learn how to measure AI agent costs before production by tracking model calls, tokens, tool usage, retries, context growth, and cost per successful task.

Explore .NET 11 JIT improvements, including inlining, devirtualization, loop optimization, code generation, and how they affect real applications.

Explore .NET 11 performance improvements for JIT, GC, allocations, JSON, startup, and I/O, and learn which changes matter most for real applications.

Learn how C# 15 collection expression arguments simplify collection creation with constructor settings like capacity, comparers, spread elements, and custom builders.

Learn how C# 15 extension indexers add indexed access to existing types, with practical examples, use cases, limitations, and production guidance.

Check WebGPU buffer_view support in Chrome, verify browser and GPU capabilities, and test compatibility safely. Follow these practical steps today.

Learn how to use WebGPU buffer views in Chrome, manage GPU buffer regions, handle alignment, and test support. Explore practical examples and tips today.

Learn how CSS symbols() creates custom list markers in Chrome 155. See practical examples, fallbacks, accessibility tips, and usage guidance.

Learn how to build responsive iframes with CSS, aspect-ratio, Flexbox, and Grid. Avoid overflow and resizing issues. Try these practical tips today now.

Learn how GitHub Copilot can approve pull requests, how approval assessments work, and how organizations can configure reviews, rulesets, paths, and human approval.

Learn how GitHub Copilot helps suggest repository custom property values and how structured metadata supports repository organization, automation, and governance.

Learn how GitHub Copilot helps define repository custom properties, suggest allowed values, standardize metadata, and support repository governance and automation.

Learn how to use GitHub Copilot pull request approvals safely with tests, security checks, path restrictions, repository instructions, and human review.

Learn how Python 3.15 lazy imports can reduce application startup overhead and how to measure their impact on large Python applications.

Explore Python 3.15 frozendict, compare it with dict, and understand when immutable mappings can improve safety, predictability, and application design.

Learn how to configure SignalR in Blazor .NET 11 to control interactive server connections cleanly without relying on custom workarounds or unsupported approaches.

Understand why ASP.NET Core 11 response compression uses Vary: Accept-Encoding and how the header helps CDNs cache compressed and uncompressed responses correctly.

Learn how to evaluate GitHub Copilot Lite Reviews by comparing multi-agent code review cost, review quality, coverage, latency, and practical engineering trade-offs.

Learn how to connect GitHub Copilot and Jira workflows to turn development issues into agent-assisted pull requests while improving task tracking and delivery.