Articles

Thoughts, tutorials, and insights on Data Science, AI, and Engineering.

Data Ecosystem Careers
February 08, 2026
Conceptual

The New Data Ecosystem: Career Guide 2025-2026

Understand the differences between Data Engineer, Data Scientist, ML Engineer, AI Engineer, and Analytics Engineer. Which path should you follow?

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Workflows vs Agents
January 31, 2026
Mixed

Building Autonomous AI Agents - Part 2: Workflows vs Agents

Before building a complex agent, ask: do you need one? We explore the difference between deterministic workflows and autonomous agents.

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Building AI Agents
January 29, 2026
Technical

Building Autonomous AI Agents - Part 1: Memory Management

Developing autonomous agents requires robust context retention. In this first part, I dive into memory management strategies, "Elastic Memory," and lessons learned from building Pam.

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