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Adam Jacob

Notes on systems, infrastructure, software, product, and the craft of building durable technology.

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Latest posts

A Practical Guide to Reducing Token Spend

Building a Swamp Workflow reduced real world token usage of an AI Agent by 8x and improved execution time by 2x - here is how to do it yourself.

Laziness, Impatience, and Hubris

How Larry Wall's virtues of a Perl programmer inspire me in this era of engineering

Adaptive Building Blocks

Adaptive building blocks are how automation keeps up with AI development

Communication Breakdown

Talking with Stephen O'Grady about AI and building the machine that builds the machine

Avoiding the Lethal Trifecta for Personal Agents

How teaching your Claw about Swamp can help avoid the lethal trifecta

You still have to refactor, even with AI

Engineering with AI Agents doesn't mean you get to skip the fundamentals

As we build, so we believe

Building the machine that builds the machine, in order to learn what I believe about the future of my profession