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MCP

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CrewAI 1.15.8 AI agent workflow improvements for QA engineers
Tool News
CrewAI 1.15.8 Released: Smarter AI Agent Workflows and Reliability Improvements Every QA Engineer Should Know

Explore CrewAI 1.15.8, featuring the new WaitTool, FileWriterTool fixes, E2B configuration improvements, migration guidance, and expert analysis for QA engineers, SDETs, and…

Shahnawaz Khan Jul 29, 2026 20 min read
MCP Sampling architecture showing server client AI model communication human approval security governance and response generation in the Model Context Protocol
Agentic AI
Day 13: MCP Sampling Explained: How Servers Request AI Model Completions

Master MCP Sampling with this complete guide covering sampling requests, AI model communication, human approval, security, governance, and production best practices.

Shahnawaz Khan Jul 22, 2026 20 min read
LangChain 1.5.0 Released dashboard showing reasoning_effort parameter, AI agent workflows, RAG architecture, enterprise LLM orchestration, and QA automation pipelines
Tool News
LangChain 1.5.0 Introduces Standardized Reasoning Controls for Enterprise AI Applications

LangChain 1.5.0 introduces the standardized reasoning_effort parameter, enabling more consistent reasoning controls across supported AI models. Learn how this release impacts QA…

Shahnawaz Khan Jul 21, 2026 13 min read
MCP Prompts architecture illustrating prompt registration discovery template generation parameter substitution governance and security in the Model Context Protocol
Agentic AI
Day 11: MCP Prompts Explained: Reusable AI Instructions in the Model Context Protocol

Master MCP Prompts with this complete guide covering prompt registration, discovery, templates, parameters, security, governance, versioning, and production best practices.

Shahnawaz Khan Jul 14, 2026 20 min read
MCP Resources architecture showing registration discovery URI templates caching streaming and security in the Model Context Protocol
Agentic AI
Day 11: MCP Resources Explained: Sharing Data Without Executing: Best Practices Every AI Engineer Must Know

Learn MCP Resources with this complete guide covering resource registration, URI design, discovery, templates, security, caching, streaming, and production best practices.

Shahnawaz Khan Jul 8, 2026 21 min read
MCP Servers 2026.7.4 Released: Essential Server Updates Every QA Engineer Should Know
Agentic AI
MCP Servers 2026.7.4 Released: Essential Server Updates Every QA Engineer Should Know

MCP Servers 2026.7.4 Released updates core Model Context Protocol servers including Filesystem, Memory, Sequential Thinking, and Everything. Discover what QA engineers should…

Shahnawaz Khan Jul 5, 2026 9 min read
Professional developer workspace MCP Development Environment Python VS Code setup
Agentic AI
Day 5: Build Your First Production-Ready MCP Development Environment (Python & VS Code)

Learn how to build a production-ready MCP development environment using Python and VS Code. Follow professional practices for scalable AI projects.

Shahnawaz Khan Jun 28, 2026 14 min read
QA engineer testing MCP Servers 2026.1.26 for AI agent memory management and tool integration workflows
Tool News
MCP Servers 2026.1.26 Released: Essential Updates AI Testing Engineers Should Track

MCP Servers 2026.1.26 updates server-everything, server-memory, and mcp-server-time packages. Learn what this release means for QA engineers, MCP testing, and Agentic AI…

Shahnawaz Khan Jun 21, 2026 7 min read
MCP architecture diagram showing AI agents tools and context layers for QA engineers and SDETs
Agentic AI
Day 4: MCP Architecture Deep Dive

MCP Architecture deep dive — How AI agents, tools and context layers actually work under the hood. For QA engineers and SDETs.

Shahnawaz Khan May 9, 2026 5 min read
MCP vs REST APIs vs Plugins comparison diagram for AI agent architecture in QA engineering
Agentic AI
Day 3: MCP vs REST APIs vs Plugins

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

Shahnawaz Khan May 5, 2026 4 min read