SYNIX · Presentation
PyQHub — From PDF Drives to Production
How we turned scattered medical exam papers into an automated, production-deployed platform serving 500+ papers.
8 slides ·Education · Automation
SYNIX · Case study
PyQHub — Previous Year Question Papers, Automated
An automated pipeline that discovers, validates and publishes papers — live at pyqace.com.
01 · The problem
Students waste hours hunting for papers that should be one search away.
Previous-year papers are scattered across forums, WhatsApp groups and unreliable PDF drives. There is no single, searchable, reliable source — and maintaining one manually is an unpaid full-time job.
The cost of leaving it
- Papers scattered across forums, PDF drives and WhatsApp groups
- No single searchable or reliable source
- Manual curation is an unpaid full-time job
02 · The solution
An automated pipeline, not a manual catalogue.
A pipeline that discovers papers from public sources, validates them through 15 quality gates, and publishes high-confidence papers automatically. Triple deduplication. Confidence scoring. Human review only where the system is uncertain.
03 · How it fits together
Four layers, one VPS.
Pipeline, storage, public site and operations — all running on a single server with PostgreSQL, Redis, MinIO and Caddy.
04 · The pipeline
From discovery to publication, hands-free.
Discover
Automated discovery of papers from public exam board sources.
Validate
15 quality gates: OCR accuracy, question detection, metadata, duplicates.
Score
Confidence scoring determines auto-publish or review queue.
Publish
High-confidence papers go live. Low-confidence enters human review.
05 · In production
Live at pyqace.com.
500+ papers, 2 boards, 14 subjects — live at pyqace.com
06 · The outcome
Measured against the manual alternative.
500+
Papers served
Across 2 boards and 14 subjects
15
Validation gates
Automated quality checks per paper
1 VPS
Deployment
Single server running the entire platform
Spec · Education · Automation
Previous-year papers, organized.
If you have a content pipeline problem, we should talk.
SYNIX · presentations/pyqace
What you just saw
End of presentation · PyQHub — From PDF Drives to Production
What you just saw
One project, three angles — how we work, what we build with, and the problems each of them removes.
Capabilities demonstrated
- Full-Stack Web Development
- Data & Document Processing
- Deployment & DevOps
Technologies used
Business problems solved
- One searchable, reliable source for previous-year papers — automatically maintained without a full-time editorial team.
- Hours wasted hunting across forums, WhatsApp groups and unreliable PDF drives.
- Medical students waste hours hunting for previous-year papers scattered across forums, PDF drives and WhatsApp groups. There is no single, searchable, reliable source — and maintaining one manually is an unpaid full-time job.
Could we build something similar for you?
Same team, same rigour — sketched around your operation.