Insights

Strategic Insights

Deep dives into the intersection of high-velocity engineering, agentic AI, and deterministic quality assurance.

Featured Insight

Unblock DevOps with embedded test automation

To know if we are truly implementing DevOps, ask release manager about their deployment bottlenecks. Usually, we’ll hear the same story. The engineering team invested heavily in modern…

Team · 3 min read
blogs

Engineering a Continuous Learning AI for Test Generation

Part of our AI in Testing series, our earlier blogs - Why AI Test Generation Fails to Scale: Solving the 40% Accuracy…

Balaji Ponnada · 5 min read Read article
blogs

Rethinking AI Test Generation: The Role of Continuous Learning

Part of our AI in Testing series, our earlier blog, Why AI Test Generation Fails to Scale: Solving the 40% Accuracy Plateau, uncovered the hidden…

Balaji Ponnada · 6 min read Read article
blogs

The RAG Triad in Practice: Faithfulness, Context Relevance & Answer Relevance with RAGAS

Part of the AI Testing series, our earlier blog Engineering Trust: The Mandate for Testing Agentic AI & RAG, introduced the RAG…

Rakesh Lokireddy, Founder · 7 min read Read article
blogs

Why AI Test Generation Fails to Scale: Solving the 40% Accuracy Plateau

Introduction AI test generation is rapidly reshaping how organizations approach software quality. While what once required deep expertise and significant manual effort…

Balaji Ponnada · 4 min read Read article
blogs

Engineering Trust: The Mandate for Testing Agentic AI & RAG

The era of experimental AI has reached its expiration date. We have moved beyond the novelty of generative chat into the high-stakes…

Team · 5 min read Read article
blogs

AI in Software Testing: Why MCP is the Missing Layer

AI in Software Testing While AI in software testing is already transforming in the areas of generating test cases, analysing defects, and…

Team · 4 min read Read article
Intelligent Process Automation

Types of AI Agents: Understanding How They Actually Work 

What is an AI agent?  It’s easy to think of an AI agent as just a smarter chatbot, something that takes a prompt…

Team · 8 min read Read article
Intelligent Process Automation

What Are AI Agents? How They Work and Why They Matter

For a while, it seemed like AI had found a stable pattern. It answers when you ask something. It makes an answer when you…

Team · 9 min read Read article
Quality Engineering

The Cost of Poor Code Quality: Why Untested Code Is Expensive

We’ve all been there—hitting "update" on an app only to find that a favorite feature is suddenly broken, or worse, the whole…

Team · 3 min read Read article

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