⚖️🪶 MA’AT Governance Suite Ubuntu Predictive Analytics · a Black Swan Technologies company

Hold power to its own rules.

A nonprofit suite of engines that check government — one for each job of each branch. Each one answers by matching your case to a real, known example, and shows its work so you can check it yourself.

stays silent← MATCH→makes it up

Match, not guess. Most software today guesses — it makes up an answer and hopes you don’t check. These engines do the older, safer thing: they match. Every answer points to a real, known example that fits your case, and shows you which one. If nothing real fits, it says so plainly instead of bluffing. It’s the same way we’ve trusted fingerprints, DNA, and x-rays for a hundred years — by matching what’s in front of us to what we already know, not by rolling the dice.

⚖️ Judicial 9 engines

The courtroom: rules, charges, standing, conviction integrity.

Alabama Civil Procedure

checked against · Alabama Rules of Civil Procedure + verified Ala. appellate holdings

Matches a pleading or motion against verbatim ARCP rule text and machine-verified Alabama holdings.

Alabama Evidence

checked against · Alabama Rules of Evidence + Ala. Code § 12-21-160

Matches an evidentiary question to ARE rule text and Alabama's Daubert statute.

ANCHOREDopen →

Contract Law

checked against · Formation doctrine + Ala. Code § 8-9-2 + UCC Art. 2

Matches contract facts to formation elements, the Statute of Frauds, and UCC Article 2.

ANCHOREDopen →

Federal Civil Procedure

checked against · Federal Rules of Civil Procedure (verbatim)

Matches a federal filing to the governing Federal Rule of Civil Procedure.

ANCHOREDopen →

FTCA Technician

checked against · 28 U.S.C. §§ 1346(b), 2671-2680 + accrual case law

Matches a tort-against-the-United-States fact pattern to FTCA elements, § 2680 exceptions, and accrual.

ANCHOREDopen →

Jury-Charge Detector

checked against · Pattern jury instructions vs. the charge as read

Matches a given jury charge against the pattern instruction it should mirror; flags the delta.

Standing Seat

checked against · Article III standing + justiciability doctrine

Matches a claim to the Article III standing / justiciability posture it actually occupies.

Material Injustice Lead Detector

checked against · Forcing authority (Martinez, Trevino, Coleman, Lee v. Kemna) + the ground courts actually reversed on

Reads a conviction record and flags the joints where a material injustice may live — a LEAD for a lawyer to verify, never a verdict. (Engine reproduced 93.8% precision / 8.7% coverage on the validation set; post-conviction remedy match: the ground the court actually reversed on lands in the top 3 in 100% of resolved reversals, top pick 74%.)

Post-Conviction Matching

checked against · Post-conviction relief lanes by jurisdiction

Matches a post-conviction posture to the relief lane that fits it.

🏛️ Executive 7 engines

The agency: discretion, foreseeable harm, disclosure, device use.

Government-Machine Audit

checked against · Agency mandates vs. exercised discretion

Matches an agency action against the machine it is supposed to be — where discretion became a variable.

Discretionary-Function Detector

checked against · § 2680(a) discretionary-function exception test

Matches a challenged act to the discretionary-function exception test.

Foreseeable-Harm Detector

checked against · Foreseeability doctrine + Ubuntu harm frame

Matches a decision to the foreseeable harm it carried (Ubuntu frame).

Citizenship Equity Auditor

checked against · Equal-protection + citizenship-equity baselines

Matches a benefit or burden against equal-protection and citizenship-equity baselines.

SEC-Fraud Engine

checked against · SEC enforcement actions + Rule 10b-5 patterns

Matches disclosures and trading against SEC-enforced fraud patterns.

FDA / VECTRA Detector

checked against · FDA-cleared Indications + IFU envelope

Matches a device's use against its FDA Instructions-for-Use envelope.

Nonprofit Compliance

checked against · IRC § 501(c)(3) + state charitable-solicitation rules

Matches a nonprofit's conduct against 501(c)(3) and state charitable requirements.

📜 Legislative 3 engines

The statute: conformance, riders, lobbying disclosure.

Statutory Compliance Audit

checked against · Enacted statutory text (verbatim)

Matches conduct or a rule against the statute it must conform to.

Appropriations-Rider Detector

checked against · Appropriations text + rider anomaly patterns

Matches a spending bill's riders against the anomaly patterns that hide policy in money.

Lobbying-Disclosure Auditor

checked against · Lobbying Disclosure Act filing requirements

Matches lobbying activity against LDA disclosure requirements.

🧪 Market & Method 4 engines

Cross-cutting integrity: manipulation, monoculture, liability drift.

Liability-Structuring Homeostat

checked against · Evidentiary-integrity setpoint (homeostatic)

Holds a setpoint of evidentiary integrity and matches drift away from it.

ANCHOREDopen →

Market-Manipulation Detector

checked against · SEC-enforced pump-and-dump signatures

Matches a ticker's price/volume action against SEC-enforced pump-and-dump signatures.

ANCHOREDopen →

Monoculture Detector

checked against · Diversity baseline vs. observed convergence

Matches a field's outputs against a diversity baseline to surface convergence (reverse-MatrAIx).

ANCHOREDopen →

Chaos Buckets

checked against · Spin taxonomy (students-of-spin buckets)

Matches spin and noise into the bucket that explains it (students-of-spin).