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LLM

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AI in Software Testing Traditional vs Autonomous Architecture
AI in Testing & QA
AI in Software Testing: Traditional Automation vs Autonomous Systems

A comprehensive SDET guide to AI in software testing. Discover the 5 best secrets behind autonomous test agents, accessibility perception, self-healing locators,…

Shahnawaz Khan Aug 28, 2026 18 min read
VISION-LANGUAGE MODELS IN QA
AI & Agentic Engineering
Vision-Language Models in QA: 5 Best Multimodal Testing Secrets

A comprehensive SDET guide to Vision-Language Models in QA. Learn how multimodal VLMs, visual grounding, Canvas automation, and semantic visual assertions eliminate…

Shahnawaz Khan Aug 27, 2026 18 min read
Self-Healing Test Automation LLM Recovery Architecture Diagram
Test Automation
Self-Healing Test Automation: 5 Best LLM Recovery Secrets

A comprehensive SDET guide to self-healing test automation with LLMs. Learn how runtime error interception, semantic DOM extraction, and AST code patching…

Shahnawaz Khan Aug 26, 2026 16 min read
Durable AI Agents Workflow
AI & Agentic Engineering
Build Durable AI Agents That Never Restart From Zero: 7 Proven Ways

Build durable AI agents using step checkpointing, strict tool schemas, and persistent memory systems. These seven proven steps ensure instant automated crash…

Shahnawaz Khan Aug 22, 2026 18 min read
Graph engineering architecture showing connected system paths beyond loop-based programming
AI & Agentic Engineering
Graph Engineering: The Powerful Layer After Loop Engineering

Graph engineering extends traditional loop-based thinking by modeling relationships, states, transitions, dependencies, retries, and execution paths across complex software systems.

Shahnawaz Khan Aug 17, 2026 31 min read
Graph testing behavioral states and transitions compared with linear test automation for QA
AI in Testing & QA
Graph Testing: The Critical QA Layer After Loop-Based Test Automation

Traditional test automation validates individual scenarios, but complex systems require more than isolated scripts. Graph testing adds a behavioral layer that models…

Shahnawaz Khan Aug 17, 2026 40 min read
QA to AI Engineer Roadmap
AI in Testing & QA
From QA to AI Engineer: 7 Proven Steps for a Powerful Career Shift (Complete Guide)

The transition from QA to AI Engineer does not require starting your career over. Learn how automation, APIs, CI/CD, testing, and debugging…

Shahnawaz Khan Aug 16, 2026 28 min read
Claude Code 2.1.233 GitLab and MCP workflow
Tool News
Claude Code v2.1.233: GitLab MRs, Safer Builds, Smarter Sessions and MCP Fixes

Claude Code 2.1.233 focuses on making AI-assisted development more reliable and controllable, introducing GitLab merge-request support, Linux memory limits, MCP connection fixes,…

Shahnawaz Khan Aug 15, 2026 29 min read
PyTorch 2.13.0 AI Workload Changes
Tool News
PyTorch v2.13.0: FlexAttention, FSDP2, and the New AI Performance Stack

PyTorch 2.13.0 introduces major changes across FlexAttention, distributed training, memory efficiency, deterministic computation, and Python 3.15 support. This guide explains what the…

Shahnawaz Khan Aug 15, 2026 20 min read
NumPy 2.5.2 Support and Compatibility with Python 3.15
Tool News
NumPy 2.5.2: Python 3.15 Compatibility and the C API Change Release You Should Know About

NumPy 2.5.2 is a focused patch release with Python 3.15 support and an important stable-ABI correction. Learn what changed, what developers should…

Shahnawaz Khan Aug 15, 2026 21 min read