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Agentic Engineering: Orchestrating the Autonomous Development Lifecycle

April 07, 2026 - 187 words - 1 mins
I recently gave a talk on the shift from manual coding to Agentic Engineering. The core of my argument is simple: If you can model a problem, AI can learn it and solve it. Engineering is just the first industry to witness this transition, but it is coming for all knowledge workers. We are moving fr… read more

Data Platform Myths: What Breaks at Scale and How to De-risk It

February 23, 2026 - 879 words - 5 mins
Originally drafted in November 2021. Updated with a 2026 lens. Shared data platforms are often proposed as a universal solution: centralize ingestion, storage, query patterns, and governance so product teams can move faster. The promise is attractive. The failure mode is also predictable. This post … read more

Profit in the Stack: Why We Need Low-Level Optimization

January 15, 2026 - 203 words - 2 mins
For the last decade, our industry mantra has been "Serverless First." We abstracted everything away to Managed Services to move fast, ship features, and let someone else handle the DevOps. That strategy worked when money was free. It doesn't work when margins are shrinking. We are now seei… read more

Building Trustworthy AI Agents by Abstracting Infrastructure

September 10, 2025 - 289 words - 2 mins
I'm excited to share another collaboration with AWS on a recent blog post: Build trustworthy AI agents with Amazon Bedrock AgentCore Observability. A key challenge when building and scaling AI agents is the complexity of setting up and managing the underlying infrastructure for observability. Tradit… read more

Streamlining ML Workflows: Lessons from Nielsen Sports' 75% Cost Reduction

April 04, 2024 - 331 words - 2 mins
A recent AWS Machine Learning blog post co-authored by Eitan Sela, a Generative AI and Machine Learning Specialist at AWS, highlights how Nielsen Sports achieved a remarkable 75% cost reduction in their video analysis workflows. They modernized their system, which runs thousands of different machine… read more

The Pragmatic View on AI Safety

January 22, 2024 - 392 words - 2 mins
Geoffrey Hinton, often called the "Godfather of AI," has been sounding the alarm on the existential risks of the very technology he helped pioneer. For many in the industry, it's easy to dismiss this as alarmist sci-fi. But as architects building these systems daily, we see the micro-scale… read more