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AI Engineering

Cover image for the article: What a Forward Deployed AI Engineer actually does: the deployment playbook and an India skills roadmap
AI Engineering·29 Oct 2026·9 min read

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.

Cover image for the article: Agentic RAG in production: architecture, retrieval evaluation, guardrails and cost control
AI Engineering·29 Oct 2026·8 min read

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.

Cover image for the article: A reference architecture for enterprise GenAI on Google Cloud: Vertex AI, Gemini, vector search, security and LLMOps
AI Engineering·29 Oct 2026·7 min read

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.

Cover image for the article: The LLM evaluation and guardrails checklist: hallucination tests, red-teaming and the metrics that matter
AI Engineering·29 Oct 2026·8 min read

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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