fleet-memory/hindsight-docs/examples/api/reflect.mjs
Nicolò Boschi 522b71aab8
doc: mental models (#199)
* doc: mental models

* doc: mental models
2026-01-26 14:27:08 +01:00

102 lines
3.5 KiB
JavaScript

#!/usr/bin/env node
/**
* Reflect API examples for Hindsight (Node.js)
* Run: node examples/api/reflect.mjs
*/
import { HindsightClient } from '@vectorize-io/hindsight-client';
const HINDSIGHT_URL = process.env.HINDSIGHT_API_URL || 'http://localhost:8888';
// =============================================================================
// Setup (not shown in docs)
// =============================================================================
const client = new HindsightClient({ baseUrl: HINDSIGHT_URL });
// Seed some data for reflect examples
await client.retain('my-bank', 'Alice works at Google as a software engineer');
await client.retain('my-bank', 'Alice has been working there for 5 years');
await client.retain('my-bank', 'Alice recently got promoted to senior engineer');
// =============================================================================
// Doc Examples
// =============================================================================
// [docs:reflect-basic]
await client.reflect('my-bank', 'What should I know about Alice?');
// [/docs:reflect-basic]
// [docs:reflect-with-params]
const response = await client.reflect('my-bank', 'What do you think about remote work?', {
budget: 'mid',
context: "We're considering a hybrid work policy"
});
// [/docs:reflect-with-params]
// [docs:reflect-with-context]
// Context helps the LLM understand the current situation
const contextResponse = await client.reflect('my-bank', 'What do you think about the proposal?', {
context: "We're in a budget review meeting discussing Q4 spending"
});
// [/docs:reflect-with-context]
// [docs:reflect-disposition]
// Create a bank with specific disposition
await client.createBank('cautious-advisor', {
name: 'Cautious Advisor',
background: 'I am a risk-aware financial advisor',
disposition: {
skepticism: 5,
literalism: 4,
empathy: 2
}
});
// Reflect responses will reflect this disposition
const advisorResponse = await client.reflect('cautious-advisor', 'Should I invest in crypto?');
// [/docs:reflect-disposition]
// [docs:reflect-sources]
const sourcesResponse = await client.reflect('my-bank', 'Tell me about Alice');
console.log('Response:', sourcesResponse.text);
console.log('\nBased on:');
for (const fact of sourcesResponse.based_on || []) {
console.log(` - [${fact.type}] ${fact.text}`);
}
// [/docs:reflect-sources]
// [docs:reflect-structured-output]
// Define JSON schema directly
const responseSchema = {
type: 'object',
properties: {
recommendation: { type: 'string' },
confidence: { type: 'string', enum: ['low', 'medium', 'high'] },
key_factors: { type: 'array', items: { type: 'string' } },
risks: { type: 'array', items: { type: 'string' } },
},
required: ['recommendation', 'confidence', 'key_factors'],
};
const structuredResponse = await client.reflect('hiring-team', 'Should we hire Alice for the ML team lead position?', {
responseSchema: responseSchema,
});
// Structured output
console.log(structuredResponse.structuredOutput.recommendation);
console.log(structuredResponse.structuredOutput.keyFactors);
// [/docs:reflect-structured-output]
// =============================================================================
// Cleanup (not shown in docs)
// =============================================================================
await fetch(`${HINDSIGHT_URL}/v1/default/banks/my-bank`, { method: 'DELETE' });
await fetch(`${HINDSIGHT_URL}/v1/default/banks/cautious-advisor`, { method: 'DELETE' });
console.log('reflect.mjs: All examples passed');