PRODUCTION SYSTEM

System Architecture

ARIA

Autonomous Career Intelligence System · localhost:5100

🔍
Built In Boston
async scraper
🗄️
MongoDB Cache
aria_career db
📧
Gmail IMAP
job alert emails
1
ARIA Scrape
OpportunityScanner.scan_all() · 5 sources
🔄
2
Bridge Normalize
aria_to_pod_bridge.py · schema normalization
🔀
3
Semantic Scoring
all-MiniLM-L6-v2 · 55 skills · cosine similarity
🧠
4
Archetype Match
AI_ML · Data_Eng · Analytics · Gov_Ethics
🎯
5
Resume Generation
Ollama / Mistral local · archetype_resume_generator.py
📄
6
HTML Digest
DailyReportGenerator · pipeline stats · Gmail SMTP
📊
7
iMessage Briefing
AppleScript · iPhone delivery · Memory Brain log
📱
🗄 MongoDB
localhost:27017
147+ job documents
aria_career db
🧠 Memory Brain
central_memory.db
30+ tables · MCP layer
SQLite
🖥 Job Pipeline
localhost:5100
live MongoDB view
aria_api.py
📝 JAIA Builder
localhost:5200
Ollama · Export .docx
resume_server.py
📈 Career Intel
localhost:8501
Streamlit · Memory Brain
dashboard.py
Scoring Formula — aria_integrations.py · _score_job()
confidence = semantic × 0.65  +  location × 0.20  +  recency × 0.15  −  neg_penalty
55
Verified Skills
147+
Jobs Cached
7
Pipeline Stages
4
Resume Archetypes
0
Cloud APIs Used