V VajraNex Knowledge Solutions
Knowledge Base

From proof-of-concept to production, one hard-won layer at a time.

VajraNex Knowledge Solutions is a working library of engineering deep-dives on AI systems, infrastructure, and software architecture — written from the point where the demo works and the real project actually begins.

Topics

Series · AI / RAG

RAG in Production

A phase-by-phase series on turning a retrieval-augmented-generation proof of concept into a system that survives real data, real users, and real latency budgets.

Phase 1 — The Data Backbone Nobody Demos Phase 2 — Query, Retrieval & Generation Phase 3 — Control, Evaluation & Guardrails Phase 4 — coming soon ↳ End-to-End Architecture Diagram
Coming soon

More topicsplanned

Future series will cover agentic systems, ML platform engineering, and other AI and software topics as they move from requirement to production.

What every article here shares

Scalability

Does the design still hold at 100x the volume and continuous change, not just at demo scale?

Resilience

What happens when a source, a service, or a model call fails — does the system degrade gracefully?

Cost

What does this actually cost per unit of work at production volume, not proof-of-concept volume?