📚 Engineering Playbooks & References
Complete production engineering playbooks containing deep architectural diagrams, constraints handling, and personal engineering notes out of production deployments.
Copyright & IP Notice The architecture, diagrams, and written content provided on this website and in the downloadable playbooks are the original intellectual property of Ambuj Kumar Tripathi. You may read, reference, and learn from these materials. However, reproducing, republishing, or claiming this architecture/content as your own work—without explicit written permission and proper attribution—is strictly prohibited.
Engineering Portfolio Disclaimer I don't claim to be a professor, nor am I pretending to be an 'industry visionary'. These aren't theoretical tutorials or polished bootcamp projects. They are simply my raw, field-tested engineering notes provided "as is" from building production RAG systems under strict constraints (512MB RAM, $0 budget). Use these insights at your own discretion as I do not guarantee their suitability for every production environment.
Building Real AI Systems
60 Pages • Architecture Playbook
The complete production playbook covering architecture, failures, and fixes across the entire RAG pipeline from ingestion to tracing.
📖 Read 60-Page PlaybookMaster RAG Engineering
11 Pages • Technical Reference
Personal engineering reference notes detailing document loaders, chunking strategies, embedding models comparison, and OOM prevention.
📘 Read 11-Page Reference