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QA Engineers

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Claude Code agentic coding workflow with AI coding agent, repository analysis, testing, debugging and code review
AI Developer Tools
Claude Code Agentic Coding: Advanced Agentic Coding Workflows for Real-World Projects

Claude Code is evolving beyond code generation into agentic software engineering. Learn how to build controlled workflows for repository exploration, planning, implementation,…

Shahnawaz Khan Aug 8, 2026 40 min read
n8n 2.33.7 QA testing task runner health and workflow upgrade strategy
Tool News
n8n 2.33.7 Released: Critical QA Fixes, Testing & Upgrade Guide

n8n 2.33.7 introduces fixes for task runner health checks, display-option dependencies, and editor dropdown behavior. This guide explains what QA Engineers and…

Shahnawaz Khan Aug 8, 2026 41 min read
CrewAI 1.15.13 QA testing and AI agent upgrade strategy for enterprise applications
Tool News
CrewAI 1.15.13 Released — Powerful Stability, Correctness, Observability, and Security Upgrade Guide

CrewAI 1.15.13 introduces fixes for LiteLLM provider preservation, LLM event handling, Anthropic token usage, and an updated h2 dependency. This guide explains…

Shahnawaz Khan Aug 8, 2026 43 min read
MCP Elicitation workflow showing user input, validation, authorization, and AI agent Tool execution
AI & Agentic Engineering
MCP Client Capabilities Explained: Roots, Sampling, Elicitation and Experimental Features

MCP Elicitation enables safer AI agents by requesting user input, validating decisions, and controlling high-impact MCP actions.

Shahnawaz Khan Aug 8, 2026 48 min read
MCP Roots vs Resources vs Tools architecture showing AI agent scope data and executable capabilities
AI & Agentic Engineering
MCP Roots vs Resources vs Tools: 7 Powerful Data Access Patterns Every AI Engineer Must Master

MCP Roots vs Resources vs Tools explains the practical difference between scope, information, and executable capabilities in production MCP servers, including security,…

Shahnawaz Khan Aug 8, 2026 46 min read
MCP Roots security architecture showing workspace validation, path protection, AI context and MCP server controls
AI & Agentic Engineering
MCP Roots Explained: Powerful and Secure Filesystem Access for AI Agents

Learn MCP Roots security with 7 powerful lessons covering path validation, permissions, root changes, AI context, RAG, tools, and safe filesystem access.

Shahnawaz Khan Aug 8, 2026 42 min read
AI Red Team Testing enterprise AI security and adversarial QA strategy
AI in Testing & QA
AI Red Team Testing: Building Adversarial Test Suites for Enterprise AI Systems

AI Red Team Testing helps QA Engineers uncover prompt injection, data leakage, RAG attacks, tool abuse, and AI security risks before production.

Shahnawaz Khan Aug 7, 2026 48 min read
n8n 2.33.6 feature flag testing strategy for QA Engineers
Tool News
n8n 2.33.6 Released: Feature Flags, Regression Testing & QA Strategy

n8n 2.33.6 is a focused maintenance release that changes backend PostHog feature-flag retrieval. Here's what QA Engineers and SDETs should validate before…

Shahnawaz Khan Aug 7, 2026 32 min read
LangGraph Reducers for state management in AI workflows
AI Developer Tools
LangGraph Reducers: The Powerful Foundation for Managing State in Complex AI Workflows

LangGraph Reducers provide a powerful way to control how state updates are combined inside complex AI workflows. Learn how reducers support parallel…

Shahnawaz Khan Aug 7, 2026 54 min read
LangGraph Retry Policies for reliable AI workflows
AI Developer Tools
LangGraph Retry Policies: Building Resilient AI Workflows That Recover Automatically

Learn LangGraph Retry Policies with practical Python examples, retry strategies, exponential backoff, jitter, error handling, idempotency, and production-ready AI workflow patterns.

Shahnawaz Khan Aug 7, 2026 43 min read