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Ground Truth

Jonathan Lebensold

Writing about the tools, practices, lessons learned behind shipping reliable AI systems

Platform
Substack
PricingOnly free issuesPublishesTwice weekly
Issues13SubscribersRead lebensold.substack.com

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Latest Issues

Recent posts by this newsletter. Browse the email archive.

The Jagged Frontier Is an Evaluation Problem

I was listening to The Economist’s Boss Class podcast a few months ago when I heard Ethan Mollick describe something I’d seen a dozen times but never had a name for. He called it the jagged frontier; the idea that AI capabilities don’t adva...

7 days ago
0
0

Visual workflows are procedural programming in a costume

I’m always blown away looking at an agent described as an visual workflow. The boxes and lines expanding a collapsing are a joy to witness, and they scratch the same part of my brain that obsessed over tech trees in real-time strategy games...

21 days ago
1
0

Runbooks: what agents need to hill-climb

Last month I watched an agent run a six-step evaluation pipeline. It called the right APIs. It generated SQL that was mostly correct. It even caught a schema error and fixed it on the second try. Then it wrote a summary, declared the task c...

25 days ago
6
1

Generation Got Cheap. Verification Didn't.

Last spring, shipping with GPT-4o meant budgeting $5 per million input tokens. Enterprise teams paying for Claude Opus were spending $15 input, $75 output. Twelve months later, GPT-5.2 sells for $1.75 input. Anthropic slashed Opus by 67%. G...

a month ago
2
0

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Authors

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  • Jonathan Lebensold

    Software engineer turned privacy researcher turned founder. Building Jetty because AI has an evaluation problem.

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