DANIEL KLIEWERThe book
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Compile-Time AI

Reasoning done once and compiled into explorable representations, instead of re-derived on every query.

A Fleet domain · running on the frozen substrate

The problem it answers

Query-time AI re-derives the same relationships on every request — burning tokens to reach conclusions someone already reached.

Why it matters

Do the hard reasoning once and compile it. Everyone after you inherits the answer instead of re-paying for the question.

3 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.

sovereignSpec

production

Local-first, offline spec-driven development engine that treats specifications as living, graph-grounded artifacts and enforces deterministic code generation through structured pipelines.

Python

github.com/kliewerdaniel/sovereignSpec →

specweave

active

Self-verifying, speculative, multi-agent spec engine with neuro-symbolic reasoning.

Python

github.com/kliewerdaniel/specweave →

synthScript

active

Semantic operating system that transforms a knowledge graph into executable software specifications — no more prompting LLMs directly.

Python

github.com/kliewerdaniel/synthScript →