Engineering · the build

The tactician needs it. Stonewall ships it.

Stonewall is a litigation knowledge system: a source-grounded corpus, a live operational data plane, and a retrieval-first chronicler — wired across the public surface, the operator cockpit, and a Telegram bot, on a main branch that is never red.

3,166Artifacts
279Patterns
193Matters
99.7%Analyzed
The system in motion

Four things worth the look

The product mechanisms that make the record hold. Pick one.

Patterns travel togetherPattern co-occurrence

Every pair of behavioral patterns is scored by Jaccard similarity over the artifacts they co-occur in. The dense clusters are the institutional tells — the recurring shapes the record keeps producing. Rendered live from the same data the operator console reads.

  • 279 patterns across seven taxonomic tiers
  • Pairwise Jaccard over shared artifacts
  • Force-directed, category-colored
  • One dataset, public + operator surfaces
Rendering the Jaccard graph…
The archive, in conversation

Every claim anchored.

Shelby does not summarize from memory — he walks the record artifact to artifact, and every factual claim he makes is pinned to a manifest ID, a repo source path, and a line range, rendered as a chip like A0071· L23. Against the live corpus those chips resolve to real artifacts — 3,166 of them — and open the source at the cited line.

Want the whole performance? The full demo exchange — a 1992 courtroom classic cross-examined citation by citation — lives on the landing page.