Tag
#AI engineering

What a Forward Deployed AI Engineer actually does: the deployment playbook and an India skills roadmap
What forward deployed AI engineers really do, the discovery → prototype → production playbook they follow with clients, and a practical skills roadmap for engineers in India.

Agentic RAG in production: architecture, retrieval evaluation, guardrails and cost control
A practical engineering guide to agentic RAG in production: reference architecture, chunking and retrieval evaluation, guardrails, cost control and Python code you can adapt.

The LLM evaluation and guardrails checklist: hallucination tests, red-teaming and the metrics that matter
A practical checklist for evaluating LLM applications before and after launch: golden datasets, hallucination tests, red-teaming, guardrails, metrics and CI evaluation gates.