Engineering & Strategy

Our analysis on AI, Data Engineering, and Digital Transformation

Is Zombie Data Eating Your Budget? Here's How to Bring It Back to Life
anurag-jainJan 27, 2026

Is Zombie Data Eating Your Budget? Here's How to Bring It Back to Life

If you check your cloud storage bill right now, what proportion of the data is actually contributing to your operation? For most organizations, the answer is shocking. A significant amount of corporate data is in the dark. it gets collected, stored, and forgotten. We call this Zombie Data, and if you aren't aware, it could be slowly deteriorating your business efficiency.

Blog Post
The ROI Mirage: Why Most AI Agents Fail to Deliver Value (And How to Fix It)
anurag-jainNov 8, 2024

The ROI Mirage: Why Most AI Agents Fail to Deliver Value (And How to Fix It)

Stop measuring AI success by 'hours saved'. To truly unlock the value of AI Agents, enterprises must shift focus to outcome velocity, decision quality, and new revenue streams. Here is the brutal truth about AI ROI.

Blog Post
RAG vs. Fine-Tuning is the Wrong Question: Building Hybrid AI Architectures
anurag-jainOct 15, 2024

RAG vs. Fine-Tuning is the Wrong Question: Building Hybrid AI Architectures

Stop debating RAG vs. Fine-Tuning. The future of enterprise AI belongs to hybrid architectures that combine the best of both worlds. Learn how to build 'Agentic RAG' systems that reason, retrieve, and learn.

Blog Post
Escaping POC Purgatory: The Engineering Reality of Production AI
anurag-jainSep 22, 2024

Escaping POC Purgatory: The Engineering Reality of Production AI

80% of AI projects never make it to production. Why? Because building a demo is easy; building a reliable, scalable system is hard. Here is the DevOps maturity model for AI.

Blog Post
AI Governance isn't Red Tape, It's Your Moat: Building Trustworthy Financial AI
anurag-jainAug 30, 2024

AI Governance isn't Red Tape, It's Your Moat: Building Trustworthy Financial AI

In highly regulated industries, AI governance is often seen as a blocker. We argue the opposite: Robust governance is the only way to deploy AI at speed and scale.

Blog Post
The Death of Lambda Architecture: Why the Modern Data Stack is Streaming-First
anurag-jainJul 12, 2024

The Death of Lambda Architecture: Why the Modern Data Stack is Streaming-First

Lambda Architecture (Batch + Speed layers) was a necessary evil of the Hadoop era. Today, with tools like Apache Iceberg and Flink, we can finally build simple, unified streaming architectures.

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