TalentStream: Autonomous AI Job Hunter & Data Pipeline
Serhii Lukash
🛠 TalentStream: Autonomous AI Job Hunter & Data Enrichment Pipeline
❌ The Problem
Recruitment agencies and talent platforms waste 40–80 hours per week manually searching job boards. Existing scraping tools are fragile, fail on dynamic (JavaScript-heavy) websites, and produce messy, unformatted text data.
The Cost: $5K–$15K/month in manual data entry + missed revenue due to slow discovery.
🛠 What I Built
An autonomous, asynchronous AI agent pipeline that discovers, enriches, filters, and delivers qualified job postings in real-time straight to your Slack workflow.
📊 Business Impact & ROI
⚙️ How It Works (And Why It's Reliable)
1. Resilient AI Parsing & Budget Optimization
Smart Noise Stripping: Raw HTML is stripped of headers, footers, and scripts via regex before sending it to the AI. This reduces token consumption by up to 70%, slashing your OpenAI API bills.
Dual-LLM Routing: System uses OpenAI GPT-4 Turbo with an automated Google Gemini fallback. If one API fails or hits rate limits, the pipeline recovers instantly without data loss.
2. Bulletproof Enterprise Infrastructure
Zero Duplicate Queue: Built with an atomic Redis caching system (SET NX EX) that instantly drops duplicate job URLs, saving your AI processing budget.
Asynchronous Task Queue: Powered by FastAPI and TaskIQ to process heavy scraping, AI data extraction, and notifications concurrently without blocking system uptime.
3. Custom Match Engine & Live Storage
Granular Filtering: Matches jobs based on complex multi-criteria filters (e.g., Only Remote, Salaries $150K+, or precise tech stacks like Python + FastAPI + React).
Structured JSONB Store: Cleaned data is saved into a PostgreSQL database with full metadata support, allowing for rapid querying and future integrations.
*Real-Time Slack Alerts Delivery*
👥 Who Uses This
Recruitment Agencies: Spot and contact clients' hiring managers before competitors do.
Tech Talent Platforms: Automatically feed fresh vacancies into your candidate matching pipeline 24/7.
Scaling Startups: Automate competitive landscape analysis and lead sourcing completely hands-free.
💻 Tech Stack & Verification
Backend Core: Python 3.13 (asyncio), FastAPI, SQLAlchemy 2.0, Pydantic v2, Alembic
Task Queue & Caching: TaskIQ, Redis 7
AI & Integration: OpenAI API (GPT-4), Google Gemini API, Serper API, Slack SDK
Observability: Structlog (JSON logging), Sentry (real-time error tracking), GitHub Actions CI/CD
Quality Assurance: 86% code coverage verified via comprehensive Pytest suites
*Automated Pytest Coverage Report — 86%*
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Posted May 22, 2026
Autonomous AI job discovery pipeline. Scrapes 240+ openings/day, saves 30+ hours/week. Dual-LLM routing, atomic Redis dedup, real-time Slack delivery.
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