Platform

A modular architecture for governed prediction and decision support.

The web platform separates the analyst experience from model execution, data contracts, calibration, and deployment controls. This allows each layer to evolve without compromising reproducibility.

Next.js + TypeScriptPostgreSQL-readyDeterministic core

Core capabilities

Four systems working as one governed platform.

Each capability remains independently testable and connected through typed artifact contracts.

Corporate intelligence

Normalize company, sector, market, risk, and qualitative evidence into versioned signal artifacts.

Deterministic scoring

Apply locked policy bundles and transparent weighting rules so identical inputs reproduce identical outputs.

Forward calibration

Compare prediction snapshots with later outcomes and produce bounded, auditable model-delta reports.

Decision support

Translate scored evidence into position guidance, scenario ranges, confidence, and risk-aware decision cards.

System layers

Clear boundaries from interface to infrastructure.

The initial scaffold is designed to accept prior ACI-IPS artifacts incrementally rather than forcing a rewrite of governed logic.

01Experience

Public site, analyst workspace, dashboards, reports, case review

02Application

Evidence intake, scoring runs, calibration, scenarios, decisions

03Domain

Signals, policies, score artifacts, outcomes, model deltas, position cards

04Data

PostgreSQL-compatible persistence, artifact storage, version lineage

05Operations

GitHub Actions, Vercel previews, observability, audit and release controls

Execution workflow

Every step creates an auditable artifact.

Ingest

Capture dated evidence with source, cutoff, lineage, and quality metadata.

Normalize

Map evidence into the governed signal dictionary and comparable feature contracts.

Score

Execute deterministic policy bundles and generate a versioned score artifact.

Explain

Expose signal contribution, confidence, limitations, and model assumptions.

Calibrate

Compare forecast and outcome without backfilling or single-case overfitting.

Decide

Publish scenario-aware decision support with governance and review gates.