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Thinking Out Loud on AI

Practical perspectives on enterprise AI — no hype, no fluff. What actually works in production environments.

Published

Published Articles

Agentic AI Published · May 2026 Latest

The Hidden Cost of Your AI Agent: Why the Runtime Matters More Than the Model

The model is the smallest part. New research identifies the agent runtime as the primary source of hidden technical debt — and the real reason enterprise AI fails quietly in production.

Kamlesh Kshirsagar
9 min read
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Agentic AI Series
Parts 1 & 2 published — Part 3 coming soon
Series · Part 1 of 3 Published · April 2026

Context Engineering: The Missing Piece in Enterprise Agentic AI

The 6-layer framework, context rot, and the maturity curve that separates AI demos from production deployments.

Kamlesh Kshirsagar
11 min read
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Series · Part 2 of 3 Published · April 2026

Building Production-Ready Enterprise AI Agents

Four architecture decisions separate agents that work in demos from agents that work reliably at scale. Memory layers, context compression, human oversight design, and multi-agent orchestration.

Kamlesh Kshirsagar
12 min read
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In the Pipeline

Coming Soon

Research and writing in progress — coming over the next quarter.

AI Strategy Coming soon

Why Enterprise AI Differentiation Is About Trust, Not Features

Every vendor has GPT-5. The real competitive advantage in enterprise AI isn't the model — it's your data quality, governance framework, and ability to deploy responsibly at scale.

8 min read
AI Governance Coming soon

EU AI Act: A Practical Implementation Guide for CTOs

The EU AI Act is in force. Most guidance you'll find is written by lawyers for lawyers. This is a ground-level walkthrough for technical leaders.

14 min read
Analytics Coming soon

From Last-Click to Conditional Probability: Modern Marketing Attribution

Last-click attribution is broken. It systematically rewards the wrong channels and misdirects marketing budgets.

10 min read

Ready to implement this in your organisation?

Understanding the framework is step one. We've deployed these architectures across DACH enterprises — from context layer design through to production-grade agentic systems. Let's talk about your specific environment.

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