The Glass Box

April 2026

The Ghost Node Pattern

Why I Built a "Waiting Room" for Enterprise AI Data

Apr 21 • Sreeram Nudurupati

Why Object Storage is Eating the Database World

When you scrub a YouTube video to 2:16, your browser doesn’t download the entire video file from the beginning. Instead, it sends an HTTP request with a…

Apr 13 • Sreeram Nudurupati

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March 2026

98% Less Physical AI Data. Zero loss of operational context.

How I implemented 'delta-keyframe-heartbeat' pattern to Robotics data.

Mar 30 • Sreeram Nudurupati

The ChatGPT Moment of Robotics Has Arrived

Spatial replay tells you what a robot did. Here is how to build the operational context to know why it did it.

Mar 18 • Sreeram Nudurupati

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I Measured My AI Pipeline. The Number Changed Everything.

How real-time instrumentation exposed a 12.8ms result and what it means for enterprise AI context.

Mar 16 • Sreeram Nudurupati

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Context Debt: Why Enterprise RAG is Failing in Production

A thesis for Autonomous Knowledge Fabric

Mar 10 • Sreeram Nudurupati

Weights vs. Maps: The Myth of the ‘Magic’ AI

Why Your Fine-Tuning Failed the Multi-Hop Test (and How to Fix It)

Mar 2 • Sreeram Nudurupati

February 2026

Curing AI Hallucinations

Addressing AI’s Missing Middle via Continued Pre-training

Feb 27 • Sreeram Nudurupati

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The Corporate Brain: Eliminating Contextual Drift through Knowledge Graphs

Stop building chatbots and start architecting a nervous system: How Knowledge Graphs bridge the "Semantic Gap" to eliminate contextual drift in the…

Feb 16 • Sreeram Nudurupati

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Building Self-Correcting Agents

CRAG: Moving from Linear Pipelines to Corrective Reasoning Loops

Feb 2 • Sreeram Nudurupati

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January 2026

AI is great at finding words. It’s time to help it reason.

From Semantic Similarity to Structural Reasoning: A Data Engineer’s Guide to the Multi-Model Future of AI.

Jan 27 • Sreeram Nudurupati

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