juicebox-core-workflow-b by jeremylongshore

---
name: juicebox-core-workflow-b
description: |
  Implement Juicebox candidate enrichment workflow.
  Use when enriching profile data, gathering additional candidate details,
  or building comprehensive candidate profiles.
  Trigger with phrases like "juicebox enrich profile", "juicebox candidate details",
  "enrich candidate data", "juicebox profile enrichment".
allowed-tools: Read, Write, Edit, Bash(npm:*), Bash(pip:*), Grep
version: 1.0.0
license: MIT
author: Jeremy Longshore <[email protected]>
---

# Juicebox Candidate Enrichment Workflow

## Overview
Enrich candidate profiles with additional data including contact information, work history, and skills verification.

## Prerequisites
- Juicebox SDK configured
- Search workflow implemented (`juicebox-core-workflow-a`)
- Data storage for enriched profiles

## Instructions

### Step 1: Define Enrichment Schema
```typescript
// types/enrichment.ts
export interface EnrichedProfile {
  id: string;
  basicInfo: {
    name: string;
    title: string;
    company: string;
    location: string;
  };
  contact: {
    email?: string;
    phone?: string;
    linkedin?: string;
  };
  experience: WorkExperience[];
  education: Education[];
  skills: Skill[];
  lastEnriched: Date;
}

export interface WorkExperience {
  company: string;
  title: string;
  startDate: string;
  endDate?: string;
  description?: string;
}
```

### Step 2: Implement Enrichment Service
```typescript
// services/enrichment.ts
import { JuiceboxService } from '../lib/juicebox-client';

export class ProfileEnrichmentService {
  constructor(private juicebox: JuiceboxService) {}

  async enrichProfile(profileId: string): Promise<EnrichedProfile> {
    // Fetch full profile details
    const fullProfile = await this.juicebox.getProfile(profileId, {
      include: ['contact', 'experience', 'education', 'skills']
    });

    // Validate and structure data
    const enriched: EnrichedProfile = {
      id: profileId,
      basicInfo: {
        name: fullProfile.name,
        title: fullProfile.title,
        company: fullProfile.company,
        location: fullProfile.location
      },
      contact: {
        email: fullProfile.email,
        phone: fullProfile.phone,
        linkedin: fullProfile.linkedinUrl
      },
      experience: this.parseExperience(fullProfile.workHistory),
      education: this.parseEducation(fullProfile.education),
      skills: this.parseSkills(fullProfile.skills),
      lastEnriched: new Date()
    };

    return enriched;
  }

  async batchEnrich(profileIds: string[]): Promise<EnrichedProfile[]> {
    const batchSize = 10;
    const results: EnrichedProfile[] = [];

    for (let i = 0; i < profileIds.length; i += batchSize) {
      const batch = profileIds.slice(i, i + batchSize);
      const enriched = await Promise.all(
        batch.map(id => this.enrichProfile(id))
      );
      results.push(...enriched);

      // Rate limit protection
      if (i + batchSize < profileIds.length) {
        await sleep(1000);
      }
    }

    return results;
  }
}
```

### Step 3: Store Enriched Data
```typescript
// storage/profiles.ts
export class ProfileStorage {
  async saveEnrichedProfile(profile: EnrichedProfile): Promise<void> {
    await db.profiles.upsert({
      where: { id: profile.id },
      create: profile,
      update: {
        ...profile,
        lastEnriched: new Date()
      }
    });
  }

  async getStaleProfiles(olderThan: Date): Promise<string[]> {
    const stale = await db.profiles.findMany({
      where: {
        lastEnriched: { lt: olderThan }
      },
      select: { id: true }
    });
    return stale.map(p => p.id);
  }
}
```

## Output
- Enriched profile schema
- Batch enrichment service
- Data persistence layer
- Freshness tracking

## Error Handling
| Error | Cause | Solution |
|-------|-------|----------|
| Profile Not Found | Invalid ID | Verify profile exists |
| Partial Data | Limited access | Handle optional fields |
| Rate Limited | Too many requests | Implement backoff |

## Examples

### Enrichment Pipeline
```typescript
const enrichmentService = new ProfileEnrichmentService(juicebox);
const storage = new ProfileStorage();

// Enrich search results
const candidates = await searchPipeline.searchCandidates(criteria);
const profileIds = candidates.slice(0, 20).map(c => c.id);

const enriched = await enrichmentService.batchEnrich(profileIds);

for (const profile of enriched) {
  await storage.saveEnrichedProfile(profile);
  console.log(`Enriched: ${profile.basicInfo.name}`);
}
```

## Resources
- [Profile API Reference](https://juicebox.ai/docs/api/profiles)
- [Enrichment Guide](https://juicebox.ai/docs/enrichment)

## Next Steps
After enrichment, explore `juicebox-common-errors` for error handling patterns.