Blog category
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.

A reference architecture for enterprise GenAI on Google Cloud: Vertex AI, Gemini, vector search, security and LLMOps
A layer-by-layer reference architecture for enterprise generative AI on Google Cloud: Gemini on Vertex AI, vector search options, IAM and VPC Service Controls, guardrails and LLMOps.

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.
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