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LLM

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QA engineer testing CrewAI 1.14.7 agentic AI workflows with memory and RAG integrations
Tool News
CrewAI 1.14.7 Released: Powerful Agentic AI Improvements QA Engineers Must Know

CrewAI 1.14.7 introduces conversational flows, pluggable memory backends, Snowflake Cortex support, OpenTelemetry improvements, and critical runtime fixes for AI agents.

Shahnawaz Khan Jun 14, 2026 7 min read
Speech Emotion Recognition Using Transfer Learning: Why Multimodal AI Beats Text-Only Models
Engineering & Career
Speech Emotion Recognition Using Transfer Learning: Why Multimodal AI Beats Text-Only Models

Learn how Speech Emotion Recognition using Transfer Learning combines RoBERTa, wav2vec2, WavLM, and multimodal fusion to achieve superior emotion classification performance.

Shahnawaz Khan Jun 9, 2026 6 min read
Learn how an LLM Evaluation Framework helps QA engineers measure AI quality using correctness, faithfulness, relevance, RAG metrics, and automation.
AI & Agentic Engineering
LLM Evaluation Framework: 9 Proven Ways to Measure AI Quality

Learn how an LLM Evaluation Framework helps QA engineers measure AI quality using correctness, faithfulness, relevance, RAG metrics, and automation.

Shahnawaz Khan Jun 2, 2026 6 min read
What Is Playwright beginner automation guide showing modern browser testing framework architecture and CI/CD workflows
Test Automation
What is Playwright? Powerful Beginner Guide for QA Engineers in 2026

Learn what is Playwright? Why QA engineers are adopting Playwright in 2026, how Playwright compares with Selenium, setup steps, code examples, and…

Shahnawaz Khan May 29, 2026 7 min read
ai agents in qa
Test Automation
Why AI Agents Will Replace Fragile Test Frameworks Before They Replace QA Engineers

Discover how AI Agents in QA are transforming automation engineering, replacing fragile frameworks, improving debugging, and reshaping modern testing systems.

Shahnawaz Khan May 28, 2026 7 min read
futuristic QA robot managing AI agent workflows for intelligent automation and observability systems
AI & Agentic Engineering
7 Powerful AI Agent Workflows Every Modern SDET Should Learn

Discover 7 powerful AI agent workflows modern SDETs are using in 2026 for debugging, automation, observability, self-healing testing, and intelligent QA systems.

Shahnawaz Khan May 22, 2026 4 min read
MCP vs REST APIs vs Plugins comparison diagram for AI agent architecture in QA engineering
AI & Agentic Engineering
MCP vs REST APIs vs Plugins: 7 Powerful Distinctive differences

MCP vs REST APIs vs Plugins — The shift from calling systems to thinking systems. Essential reading for QA engineers.

Shahnawaz Khan May 5, 2026 25 min read
MCP Day 2 real-world use cases for AI agents in QA automation DevOps and developer assistants
AI & Agentic Engineering
Why MCP Matters for AI Agents

Why MCP matters for AI agents — Day 2. Four real-world use cases of Model Context Protocol in QA automation, DevOps and…

Shahnawaz Khan May 2, 2026 4 min read
What is MCP?
AI & Agentic Engineering
What is MCP? 🚀

What is MCP? Day 1 of AI Agents Zero to Hero. The hidden layer behind modern AI agents — Model Context Protocol…

Shahnawaz Khan May 2, 2026 4 min read
Python web scraping book data turning into profitable self-published KDP book 2026 guide
AI & Agentic Engineering
AI Agents vs Agentic AI — Stop Confusing These Concepts (90% of Developers Get It Wrong)

AI Agents vs Agentic AI — stop confusing these two concepts. 90% of developers get this wrong. Clear explanation with real examples…

Shahnawaz Khan Apr 26, 2026 8 min read