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LLM Engineering

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Kubernetes Upgrade Testing: How to Catch API Breaks Before Production
DevOps & CI/CD
Kubernetes Upgrade Testing: How to Catch API Breaks Before Production

Kubernetes upgrades can break applications even when the cluster itself looks healthy. Learn how to detect deprecated APIs, validate CRDs and Helm…

Shahnawaz Khan Aug 14, 2026 23 min read
TensorFlow 2.21.0: QA Upgrade Validation
Tool News
TensorFlow 2.21.0: What QA Engineers Need to Validate Before Upgrading

TensorFlow 2.21.0 introduces important compatibility and ML workflow changes. Learn how QA engineers and SDETs can validate Python compatibility, dependencies, models, TensorFlow…

Shahnawaz Khan Aug 14, 2026 23 min read
Kubernetes 1.36.3: What QA Engineers Should Test Before Upgrading
Tool News
Kubernetes 1.36.3 Released: What QA Engineers Should Test Before Upgrading

Kubernetes 1.36.3 is a patch release, but QA teams should still validate cluster health, application compatibility, networking, automation, performance, and resilience before…

Shahnawaz Khan Aug 14, 2026 25 min read
Docker Engine 19.03.14 Security and Runtime Updates
Tool News
Docker Engine 19.03.14: Security Fixes, Runtime Updates and QA Impact

Docker Engine 19.03.14 is a security and maintenance release with containerd, builder, runtime, rootless, networking, and logging fixes. Learn what QA engineers…

Shahnawaz Khan Aug 13, 2026 26 min read
Testcontainers 4.15.0 CrateDB Integration Testing
Tool News
Testcontainers 4.15.0 Released — What’s New for QA Engineers

Testcontainers 4.15.0 adds a CrateDB community module, giving QA engineers another option for disposable database environments. Learn what changed and whether your…

Shahnawaz Khan Aug 13, 2026 28 min read
WebdriverIO 9.30.1 QA Automation Changes
Tool News
WebdriverIO 9.30.1 Released — What’s New for QA Engineers

WebdriverIO 9.30.1 focuses on targeted fixes across WebDriver BiDi, request handling, JUnit reporting, dependencies, ESLint integration, and debugging documentation. Here's what QA…

Shahnawaz Khan Aug 13, 2026 29 min read
API Testing GraphQL Strategy
AI & Agentic Engineering
API Testing GraphQL: A Practical Guide to Testing Queries, Mutations, and Errors

API testing GraphQL requires more than checking response status codes. Learn how to validate schemas, operations, authorization, business rules, performance, errors, and…

Shahnawaz Khan Aug 13, 2026 51 min read
Robot Framework 7.4.2 QA Automation Changes
Tool News
Robot Framework 7.4.2 Released: QA Automation Pipeline with external Testdoc workflow

Robot Framework 7.4.2 is the final planned bug-fix release of the 7.4.x series. Discover what changed, why Testdoc matters, and how QA…

Shahnawaz Khan Aug 13, 2026 23 min read
FastAPI iter_route_contexts route discovery workflow for API testing and CI
Data Science & AI
FastAPI iter_route_contexts(): The Safer Way to Inspect Routes After FastAPI 0.137

FastAPI iter_route_contexts provides a practical foundation for discovering application routes and building reliable API testing, security, observability, and CI workflows.

Shahnawaz Khan Aug 13, 2026 53 min read
AutoGen learning curve showing AI agent architecture and programming complexity
AI & Agentic Engineering
AutoGen Learning Curve: Documentation Complexity and Programming Language Choices

AutoGen has a moderate learning curve that goes beyond programming syntax. Explore its documentation complexity, programming language requirements, agent architecture, testing, and…

Shahnawaz Khan Aug 13, 2026 58 min read