About

Scott Scoble is a builder, writer, and speaker focused on the human side of AI systems. He's the author of The Soil Beneath the Code and A Walk in Mentoring, and creator of Speckl — a compile-time provenance layer for regulated industries. He advises engineering leaders on how to build AI systems that cultivate human capability instead of strip-mining it.

The Cultivation Framework

Soil Assessment

Diagnose before prescribing. Know what's actually depleted before you fertilize.

Formation

Cultivate capability, don't extract output. Build systems that get stronger with use.

Accountability

Hold the line on human infrastructure. Dark provenance for every agent output.

Books

The Soil Beneath the Code

Published

What engineering teams can learn from farmers about sustainable systems.

A Walk in Mentoring

Published

Three questions that change how people learn.

Dark Provenance

Coming 2026

Formal verification for the AI age. How to audit what your AI actually did.

Open Source Projects

Speckl

A state machine specification language compiler that produces auditable code with embedded provenance. Compiles SpeckDL to TypeScript, Z3 SMT verification, and compliance artifacts (PROV-O, CycloneDX, SPDX). Fulfills NIST SA-11.

ScobleClaw

Agentic engineering framework — tools, workflows, and skills for building with AI agents. Patterns for subagent dispatch, skill-based development, and provenance tracking.

Beyond the Prompt

Workshop presentation on using Skills and Subagents to guide AI-assisted development, demonstrated through practical architecture decisions. Built with Reveal.js and Nix flakes.