@superinstance/plato-neural

PLATO neural inference engine — heuristic tile scoring, gap analysis, and quality metrics. No GPU required.

Install

npm install @superinstance/plato-neural

Quick Start

const { PlatoScorer, GapAnalysis } = require("@superinstance/plato-neural");

// Score a single tile
const result = PlatoScorer.score(
  "What is PLATO?",
  "PLATO is a knowledge management system. It uses tiles, rooms, and fleet intelligence."
);
console.log(result);
// { quality: 0.723, tier: "good", details: { ... } }

// Batch score
const batch = PlatoScorer.batchScore([
  { question: "What is PLATO?", answer: "Knowledge system." },
  { question: "How does deadband work?", answer: "It blocks dangerous patterns." },
]);
console.log(batch.avgQuality, batch.tierDistribution);

// Find knowledge gaps
const gaps = GapAnalysis.findGaps([
  { question: "weak q", answer: "a", room: "plato" },
  { question: "What is the constraint manifold?", answer: "Detailed answer with code examples and domain terms like plato, tile, fleet.", room: "ct" },
]);

API

| Class | Purpose | |-------|---------| | PlatoScorer | Heuristic tile quality scoring (no GPU). Evaluates length, vocabulary, structure, question quality, domain relevance. | | GapAnalysis | Find knowledge gaps across rooms. Per-room aggregation, weak tile detection. |

Tiers

• excellent (quality ≥ 0.8)
• good (≥ 0.6)
• fair (≥ 0.4)
• weak (≥ 0.2)
• poor (< 0.2)

Zero dependencies. Works in Node.js and browser.

License

MIT © Cocapn