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00Platform

The pipeline behind the Case.

This is how Aculeus works out what a move means for you. It takes a brief, pulls the sources, reads the second-order consequence and the case against it, and names the one signal to watch. Every claim cites the source behind it, and you can re-run the Case when the facts change.

10 STAGES, END TO END · 01–05 RETRIEVE · 06–10 READ & VERIFY
01The schematic

Everything between a raw source and a Case you can check.

Past retrieval, Aculeus finds the gaps in the source set, re-queries against them, reads what the move means for you, states the case against its own call, and ties every point back to a source.

  1. 01IntakeRead the brief. Classify intent. Set scope and review level.
  2. 02ContextBuild the subject pack — known facts, relationships, timeline.
  3. 03Official sourcesQuery government and regulatory APIs: SEC EDGAR, FEC, CourtListener, USAspending.
  4. 04Source searchRun news, web, and deep-research providers in parallel.
  5. 05CaptureFetch the actual pages so the evidence stays attached.
  6. 06Gap analysisIdentify the holes in the source set before reasoning.
  7. 07Second passRe-query the sources, aimed at the gaps the first pass left.
  8. 08ReasoningWrite the Case — the consequence, the counter, and the one signal to watch.
  9. 09ReceiptsPull a direct quote from a source for every concrete claim.
  10. 10ReviewAudit every claim and tag confidence before delivery.
02Sources

The connectors that feed the pipeline.

as shipped. Private-data families — your contracts and internal systems — take the same socket and are on the roadmap.

  • 01FilingsSEC EDGAR, company registries, annual reports, disclosures
  • 02Records (public)Federal spending, lobbying, FARA, sanctions and watchlists
  • 03CourtsDockets and opinions via CourtListener
  • 04ResearchPDFs, web pages, and documents you upload
  • 05Contracts · ROADMAPProcurement, vendor agreements, renewals, payment terms
  • 06Systems · ROADMAPCRM, ERP, vendor masters, legacy databases, BI extracts
03Confidence model

How much weight a Case can carry, shown on the page.

— each one explicit, and each one traces back to the sources behind it.

“When the evidence is thin, the Case says so — it never reads more confident than the sources behind it.”

The standard: , ever — and .

01SOURCE QUALITYPRIMARY
DERIVATIVEPRIMARY

Tier of the publisher, primary vs. derivative, reputation.

02RECENCYCURRENT
STALECURRENT

How fresh the claim is relative to the question being asked.

03CORROBORATIONINDEPENDENT
SINGLEINDEPENDENT

How many independent sources agree on the same fact.

04COMPLETENESSON-POINT
ADJACENTON-POINT

Whether the source actually answers the question or only adjacent ones.

04The Dispatch

One approved Case, rendered for every audience.

The Case is the research. The Dispatch is the actionable step: it turns an approved Case into the media you ship. When a Case is approved, Aculeus freezes it into an immutable snapshot and renders it for the audience in front of you — the credit desk, counsel, the board. The emphasis moves; the record does not. The model chooses what to lead with and how to frame it. It cannot add a fact, cannot drop the counter, and never writes an attribution.

  1. 01FreezeThe approved Case is hashed into an immutable snapshot — the substance boundary every render is bound to.
  2. 02AtomizeThe snapshot decomposes into claim atoms, each bound to its own receipt. A claim with no receipt is not an atom; it cannot be asserted.
  3. 03MapPer audience, the model selects which atoms to surface and their order — a salience map over the frozen atoms. It picks emphasis, never facts.
  4. 04RenderThe map drives a draft in the audience's format — an op-ed, an article, a report today; social posts, AI-video scripts, and explainer videos are roadmap. The model writes prose and places markers only.
  5. 05BindEvery rendered claim is bound back to its atom and receipt. The AP-style attribution is injected by code from the receipt metadata — never authored by the model.
  6. 06Substance-lockA cross-model verifier checks the render against the snapshot: any line that drifts from the record, any naked assertion, any dropped counter is blocked.
  7. 07ScoreName the action you want the reader to take. A synthetic panel of the target audience reads the render and reacts in free text; each reaction is mapped to a Likert distribution by embedding similarity (SSR — Semantic Similarity Rating, arXiv:2510.08338). The result is an action-intent score: a ranking signal over drafts, not a measured persuasion lift.
  8. 08TuneA capped revise-and-rescore loop — at most twice. Each variant goes back through bind and substance-lock before it can be scored, so the door tunes but the record never moves. The highest-scoring variant is a candidate, not a decision.

The frame moves; the facts do not. Five spectrum profiles ship built in — Hyper-progressive, Left of center, Center, Right of center, Right wing — research-grounded configuration on a moral-foundations and moral-reframing basis (pointers to the literature, not an academic claim). Each is a door into the same record: it sets which moral language leads, which messengers carry trust, and which terms to avoid — and it can only reorder atoms that already exist in the frozen Case. The counter is force-carried into every render, the same fact set reaches every door, and the score never lets a frame change a number.

Audience profiles — the frame, the lexicon, the messengers a render may use — are configuration, not code: versioned and change-audited, so a change to how the board sees a Case is itself on the record. And the last gate is a person: if the gestalt pass cannot clear a render, it routes to human review rather than shipping on its own say-so.

“Different doors. Same receipts. The substance is locked to the frozen Case; only the salience moves.”
THE WHOLE PIPELINE, IN ONE LINE

A brief goes in. A dossier you can defend comes out — every line on the record.

IN
A BRIEF
THROUGH
14 STAGES
OUT
CITED DOSSIER
AGAIN

The platform does the work. The workbench is where your team actually works the case, attaches the source trail, and ships the Case.

The public recordR 00 · C 05
BUILD bc08a75 · CLAIMS ON THIS PAGE: 05 · RECEIPTS AVAILABLE: 05 · SOURCES: EDGAR / COURTLISTENER / USASPENDING / OPENCORPORATES / OFAC
SOC 2 IN PROGRESS · TYPE: ARCHIVO EXP / PLEX MONO / SOURCE SERIF 4 · © 2026 ACULEUS · SECURITY · API · SLA · PRIVACY · TERMS
EVERY LINE TRACES BACK TO THE RECORD.