The Architecture

Holistic Progress Tracking.

Before BETA, proof generation, project documentation, and metrics lived in silos. BETA unifies them into a single, reliable pane of glass where real metrics drive decisions. It ingests report.json files from proof runs, scans codebases, manages SQLite histories, and acts as the nervous system for the OMEGA suite.

Data Quarantine

Authentic Evidence

BETA strictly separates real field/bench evidence from mock/demo data. If a report is flagged as synthetic, it is quarantined and prevented from artificially inflating progress metrics.

Local Dashboard

FastAPI Backend

A high-performance backend serving JSON data and HTML pages from local SQLite databases. Supports multiple decoupled workspaces seamlessly.

Advisory AI

Ollama Integration

Leverages local, privacy-preserving models (e.g., Llama 3.2) as advisory project managers. The deterministic tracking engine remains the absolute source of truth.

Engineering Journal

Evolving the Dashboard.

The Bottleneck

The CLI Limits

Initially conceived as just the "OMEGA proof generator", the tool was a simple command-line script. When the ecosystem grew to encompass hardware and team coordination, the CLI became an untameable beast.

The Migration

FastAPI Web UI

Moving to a full FastAPI-powered web dashboard was required to visualize the sprawling data. It allowed the tool to track itself (using BETA on BETA) alongside unrelated hardware projects.

Data Flow

Unified Ingestion Pipeline

  Data Ingestion                          Analytics Engine                 Dashboard UI
  ──────────────                          ────────────────                 ────────────
  report.json files ──┐                   Parse & Sanitize                 Serve Local Dashboard
  Project Scans     ──┼─► SQLite DB ──►   Calculate Deltas ──► JSON ──►    (FastAPI Backend)
  AI Sessions       ──┘                   Generate Reports                 Action Tracker