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Knowledge Representation

Making understanding explicit: from intermediate representations to structured publishing.

A Fleet domain · running on the frozen substrate

The problem it answers

Understanding that can't be represented can't be reused, taught, or checked.

Why it matters

Representation is the substrate of transfer — from one mind to another, from one system to the next.

4 Fleet Deployments

The deployments

Open on GitHub. Every system below runs on the same frozen decision substrate — this domain is one more proof that the substrate never needed editing.

stratagent

active

Collaborative AI development environment where specialized AI personas work together to build software projects.

Python

github.com/kliewerdaniel/stratagent →

workflow

active

Structured AI-assisted development methodology exploring how systems thinking guides human-AI collaboration in software engineering.

Markdown

github.com/kliewerdaniel/workflow →

specgen

experimental

Transform natural language specifications into production-ready application skeletons using AI-powered agentic workflows.

Python

github.com/kliewerdaniel/specgen →

BookForge

active

Deterministic publishing runtime that transforms structured knowledge into professionally written technical books.

Python

github.com/kliewerdaniel/bookforge →

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