@orkestrel/interpret

@orkestrel/interpret

A zero-dependency, synchronous, deterministic bidirectional bridge between natural language and the @orkestrel/reason engine. FORWARD: raw text is normalized, classified into an intent, matched against a registered Template, mined for numeric entities, clarified (carry-over / defaults / computed fields), formatted into a refined prompt, then generated into a Subject + Definition pair ready for Reason.reason. REVERSE: a Definition / Subject / ReasonResult renders to display-neutral prose through a lexicon-driven Narrator. Nothing here is an LLM, provider, or agent. Environment-agnostic — no I/O, no browser or server assumptions. Part of the @orkestrel line.

Install

npm install @orkestrel/interpret

Requirements

• Node.js >= 22
• ESM-only (no CommonJS build)
• Runtime dependencies: @orkestrel/reason, @orkestrel/contract, @orkestrel/emitter

Usage

import { createInterpret } from '@orkestrel/interpret'
import { factorGroup, fieldFactor, quantitativeDefinition } from '@orkestrel/reason'

const interpret = createInterpret({
	extractor: {
		extract: () => ({
			intent: { action: 'calculate', domain: 'arithmetic', confidence: 1 },
			numbers: [42],
			complete: true,
		}),
	},
	templates: [
		{
			id: 't1',
			name: 'Arithmetic',
			domain: 'arithmetic',
			intents: ['calculate'],
			mappings: [{ entity: 'value', aliases: [], field: 'value' }],
			defaults: [],
			computations: [],
			definition: quantitativeDefinition('t1', 'Arithmetic', [
				factorGroup('total', 'sum', [fieldFactor('value', 'value')]),
			]),
		},
	],
})

const result = interpret.interpret('calculate arithmetic 42')
result.subject // { value: 42 }

interpret.destroy()

interpret() is genuinely synchronous and runs the fixed five-stage pipeline [normalize, extract, clarify, format, generate]. A NO_TEMPLATE / LOW_CONFIDENCE non-match, or a thrown stage, both yield a visible INCOMPLETE result rather than an arbitrary fallback.

Guide

For the full surface — the Interpret orchestrator, the five pipeline stages, the template/subject/definition managers, the cross-turn context, the lexicon-driven Narrator, helpers, validators, factories, errors, and the observation surface — see guides/src/interpret.md.

Package

Published as a single typed entry point per the exports field in package.json.

License

MIT Orkestrel — see LICENSE.