LITERATE-AICONFERENCE 202601

28 OCTOBER 2026 · BROWSER-NATIVE EDITION

From readable intent
to executable evidence

How a specification-led harness grew into a component system for governed software creation.

intentbuildverifymusic3Devidence

PROJECT.md · README.md

LITERATE-AICONFERENCE 202602

THE BOTTLENECK MOVED

Code generation made code abundant. Confidence stayed scarce.

PROMPTplausible intent

→

SOURCEplausible implementation

→

TESTSplausible self-assessment

→

?release confidence

A candidate can be coherent, tested, and still be wrong about the authority it was meant to implement.

source-notes.md

LITERATE-AICONFERENCE 202603

THREE THINGS MUST REMAIN DIFFERENT

Invert the product: intent is durable; implementation is renewable.

AUTHORITY

INTENT

Readable behavior
and constraints

CANDIDATE

IMPLEMENTATION

Replaceable source
and native artifacts

ADMISSION

EVIDENCE

Independent checks
and current receipts

source-notes.md

LITERATE-AICONFERENCE 202604

COMPOSITION WITHOUT COPY-AND-PASTE

A Component DAG keeps authority factored—and still makes art.

Componentmathphysics3Dmusicvideo

Each node owns a readable boundary. Edges express composition, not copy-and-paste.

source-notes.md

LITERATE-AICONFERENCE 202605

EVERY TRANSITION CAN REFUSE

The lifecycle is a chain of custody, not a single generate button.

RESOLVEexact DAG

GENERATEbounded context

BUILDnative tools

VERIFYindependent oracle

RECEIPTcurrent evidence

RELEASEexact commit

A changed specification, Flavor, skill, route, dependency, toolchain, or artifact changes what must be proved.

source-notes.md

LITERATE-AICONFERENCE 202606

THE 0.X LINE

Evolution I · make readable authority executable.

0.1–0.4Components + readable specs

0.5–0.8locks, receipts + release protocol

0.9evidence-gated framework

0.10create + adopt journey

1.0stable product boundary

source-notes.md

LITERATE-AICONFERENCE 202607

THE 1.X LINE

Evolution II · make evidence compose at production scale.

1.1native + multi-language

1.2integration + document pairs

1.3action DAG + HTML explorer

1.3.1separate patch closure

1.4 devretained native + public paths

publishedpatch programdevelopment

source-notes.md

LITERATE-AICONFERENCE 202608

THE RECIPE IS INSPECTABLE

Exact identities turn explanation into an executable contract.

Component revision
selected Flavors
pinned skills
workflow + routing
repository sources

EXACT
RECIPE

candidate + evidencesource · build · tests
acceptance · receipt

source-notes.md

LITERATE-AICONFERENCE 202609

SIDE EFFECTS CHANGE RETRY POLICY

Failure is evidence, too—if ownership stays explicit.

MODEL OUTPUT

Useful proposal
No acceptance authority

FAILED ATTEMPT

Retain diagnostics
Preserve ownership uncertainty

TRUSTED RESOLUTION

Owned terminal evidence
or admitted fenced lease

Retry policy must follow side effects—not optimism.

source-notes.md

LITERATE-AICONFERENCE 202610

ONE PORTABLE HTML FILE

Observability became a product surface, not a debug afterthought.

repositoriesComponentsFlavorsskills

IT IS

A provenance-bound authority graph with filters, focus, and source excerpts.

IT IS NOT

A general IDE, symbol index, or go-to-definition engine.

source-notes.md

LITERATE-AICONFERENCE 202611

NO KPI DASHBOARDS WERE HARMED

Six labs teach composition by making increasingly questionable life choices.

Impossible furniture 3D lab — 03 impossible 3D

Component cathedral lab — 05 multimedia cathedral

math → physics → audio/music → 3D → video → composed component art

source-notes.md

LITERATE-AICONFERENCE 202612

YES, IT HAS A PIPE ORGAN · NO, FINANCE DID NOT ASK FOR IT

The cathedral is the argument: rigor can wear better clothes.

Component cathedral interactive visual lab

READABLE

Select a node and inspect the authority it owns.

REPLACEABLE

Change one capability without rewriting the whole artifact.

PROVABLE

Capture bounded video; keep audio opt-in.

source-notes.md

LITERATE-AICONFERENCE 202613

CLAIMS FOLLOW EVIDENCE

Release posture is part of the feature—not a footnote.

PUBLISHED1.3.0 exact tag

PATCH1.3.1 explicit goal ledger

DEVELOPMENT1.4.0 on main

OPENFreeBSD + complete retained/public paths

An unchecked roadmap item is not a release claim. A catalog entry is not universal native qualification.

source-notes.md

LITERATE-AICONFERENCE 202614

SERIOUS EVIDENCE · LESS SERIOUS DEMOS

Readable systems can be
rigorous, renewable—and fun.

Keep intent human-readable.
Keep implementation replaceable.
Make evidence earn the release.

Start with the visual labs. The grumpy counter has opinions.

github.com/jordanhubbard/literate-ai

From readable intentto executable evidence

Code generation made code abundant. Confidence stayed scarce.

Invert the product: intent is durable; implementation is renewable.

INTENT

IMPLEMENTATION

EVIDENCE

A Component DAG keeps authority factored—and still makes art.

The lifecycle is a chain of custody, not a single generate button.

Evolution I · make readable authority executable.

Evolution II · make evidence compose at production scale.

Exact identities turn explanation into an executable contract.

Failure is evidence, too—if ownership stays explicit.

MODEL OUTPUT

FAILED ATTEMPT

TRUSTED RESOLUTION

Observability became a product surface, not a debug afterthought.

Six labs teach composition by making increasingly questionable life choices.

The cathedral is the argument: rigor can wear better clothes.

Release posture is part of the feature—not a footnote.

Readable systems can berigorous, renewable—and fun.

From readable intent
to executable evidence

Readable systems can be
rigorous, renewable—and fun.