Agentic QA: Navigating the New Frontier of Autonomous Software Testing
AI Quality Engineering Watch 1. Qodo Releases “Software Map” for Multi-Repository Risk & Blast Radius Analysis 2. Framework and Benchmark for Code-Driven Agentic Testing in Web Development 3. Playwright Native Agentic Suite Leverages Model Context Protocol (MCP) 4. Semantic AI Visual Review Agents & ARIA Tree Baselines Replace Pixel Diffing 5. Empirical Trace Study Quantifies […]
Graph AI & Knowledge Graph Watch: Next-Gen GraphRAG, Linear-Time Partitioning, and Neo4j 5.26 Advances
As enterprise multi-agent systems reach scale boundaries, Graph AI is moving toward deterministic linear-time partitioning, topology-constrained Transformer attention, and dual-level hybrid retrieval engines that unify local entity context with global community summarization over scalable property graph databases. 1. Bidirectional Graph Traversal and Adaptive Parallelism in Noēsis Graph-RAG 2. Deterministic k-Core Hierarchies Replace Modularity Clustering in […]
AI Quality Engineering Trends: Multi-Agent Frameworks and Autonomous Test Engineering
AI Quality Engineering Watch — September 28, 2026 The software testing landscape has rapidly transitioned from basic post-hoc test code generation to execution-grounded, multi-agent frameworks. Enterprise quality engineering is now defined by role-separated reinforcement learning, test-driven reasoning prior to code fixes, and real-time vision-language streaming for UI verification. Recent empirical research also exposes critical coverage […]
Graph Technology and AI: Charting the New Frontier of Intelligence
Graph Tech & AI Watch — September 26, 2026 Here is your Graph Tech & AI Watch for late September 2026. This edition covers asynchronous graph retrieval using diffusion models, hypergraph construction with zero token consumption, atomic query pipelines in Memgraph 3.10, and critical memory optimizations for vector handling inside Neo4j. 1. Ladder: Graph-Guided Diffusion […]
Legacy System Modernization: How to Design It Without Losing What Works
Legacy Modernization Every organization eventually reaches the same point. An old system that has run the business for fifteen years starts to feel heavy. It’s hard to change, the people who built it have moved on, and the screens look like they belong in a museum. The decision is made: let’s modernize. What usually follows […]
Agentic AI & Neural Architectures Watch
AI Technology Watch — September 22, 2026 This briefing covers August–September 2026 AI breakthroughs, focusing on real-time streaming voice reasoning, sub-4-bit edge quantization, agentic reinforcement learning sandboxes, and empirical findings on flat multi-agent topologies. 1. Google DeepMind Unveils Gemini 3.8 Live and Extended Thinking What happened: Google DeepMind launched Gemini 3.8 Live and Gemini 3.8 […]
First mobile automation script using robot framework
Overview Whenever we heard about mobile automation, one tool that comes top in every discussion is Appium. As per the official documentation Appium is an open source, cross-platform test automation tool for native, hybrid and mobile web and desktop apps However in a much simpler terms Appium is server which takes request from client and … Continue reading First automation script using robot framework
How to use custom library (Python Functions) in Robot Framework ?
RobotFramework have rich set of libraries to do all the necessary tasks, but sometimes we are not that much familiar with the library and we want to write our own method and want to import that method as a library in RF. Let me take an example here, suppose you have a CSV file data.csv […]
Why to use Robotframework with Selenium ?
Use Case: You need to write a framework to automate your webrowser Confusion of Selection You have selenium to automate all the web related work e.g login,click,button and many more thing.But,then you have to use it with some languages , e.g. Java ,Ruby, Python. Suppose you get a project to automate a webbrowser by using […]