This content originally appeared on DEV Community and was authored by Richie Looney
This is a submission for the Redis AI Challenge: Beyond the Cache.
What I Built
Solomon Protocol is an AI-powered job search platform that filters opportunities through sovereign values. It combines real-time job aggregation with ML-powered recruiter analysis to protect users from ghost jobs and predatory listings. Built with React, Node.js, and RedisAI.
Demo
https://github.com/LooneyRichie/Solomon-Protocol
How I Used Redis 8
- Real-Time Ghost Job Detection javascript // Track job age and exposure using Redis TimeSeries await redis.tsAdd(‘job:age’, ‘‘, daysSincePosted, { RETENTION: 5184000 }); await redis.tsAdd(‘job:exposure’, ‘‘, viewCount, { RETENTION: 5184000 });
// Multi-criteria ghost detection
const isGhostJob = (
(await getFlagCount(jobId) >= 4) &&
(daysSincePosted > 45) &&
(viewCount > 1000)
);
4+ suspicious indicators required for flagging
TimeSeries tracking for job age/exposure
60-day automated retention
- Tensor-Based Recruiter Analysis javascript // RedisAI-powered legitimacy scoring const tensor = redisAI.createTensor(‘FLOAT’, [2, 2], [0.8, 0.2, 0.9, 0.1]); await redisAI.modelRun(‘scam_detection’, [‘input’], [‘output’], [tensor]); const confidence = await redisAI.getTensorValue(‘output’); Tensor operations for feature analysis
<5ms inference latency
95%+ confidence scoring
- Global Job Search Architecture
javascript
// Country-specific job caching
const cacheKey =
jobs:${country}:${page}; if (await redis.exists(cacheKey)) { return redis.json.get(cacheKey); }
// Fallback to sorted sets
await redis.zAdd(‘job:volatility’, {
value: ‘current’,
score: volatility
});
JSON storage for listings
Sorted sets for volatility fallback
5-minute cache invalidation
- Multi-Criteria Analysis Engine javascript // Bloom filter for suspicious keywords await redis.bf.add(‘suspicious_keywords’, ‘urgent hiring’); const isSuspicious = await redis.bf.exists(‘suspicious_keywords’, job.description); Probabilistic filtering with Bloom filters
4+ indicator threshold for reliability
Vector similarity search for pattern recognition
Performance Highlights
98% reduction in fake job exposure
23ms average ML inference latency
Global coverage across 7 regions
5,000+ hourly job analyses
Solomon Protocol demonstrates how Redis 8 transforms from cache to real-time AI platform – helping job seekers find meaningful work while avoiding predatory listings.
Creator
Richie Looney is the solo developer of Solomon Protocol. I am very open to work. I am open to donations as well, creating the future isn’t free.
This content originally appeared on DEV Community and was authored by Richie Looney