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Mentoring

100+ mentoring sessions12K+ cloud & AI audienceAWS Community Builder

Learn AWS and GenAI from production problems, not only tutorials.

I mentor cloud professionals, students, career switchers, and engineers who want better judgment around AWS architecture, production GenAI, platform engineering, and career direction.

Why this exists

The market has enough AWS checklists. You need to learn how production systems actually fail.

100+ mentoring sessions with engineers, founders, and career-switchers
12K+ LinkedIn cloud and AI audience
4x AWS Community Builder
InfraTales public writing direction around production AWS decisions
Workshops and junior architect mentoring from enterprise cloud projects
Mentoring paths

Choose the conversation that matches your stage.

Each call should produce a practical next step: what to learn, what to build, what to fix, or how to explain your technical value.

Students, early engineers, and cloud career switchers

AWS career and architecture direction

Leave with a realistic next 30 days: what to learn, what to build, and which AWS fundamentals matter for production work.

AWS roadmapportfolio projectscertification strategycloud career positioning
Book Topmate mentoring

Working engineers and DevOps/platform professionals

Production AWS review for professionals

Review one architecture, deployment path, or cost problem and turn it into practical next steps.

serverlessTerraform/CDKCI/CDobservabilitycost control
Book architecture mentoring

Engineers moving from AI demos to production systems

GenAI and RAG production direction

Understand what to check before the model call: retrieval, evals, context, guardrails, fallback, latency, and cost.

AWS BedrockRAGevaluationsemantic cachesource attribution
Book GenAI mentoring
Progress signal

The mentoring comes from the same progression as the consulting work.

This is the path I want the site to make visible: implementation skill, AWS depth, production GenAI judgment, and public teaching.

Backend and cloud foundation

Built production systems before selling architecture advice.

Hands-on backend, DevOps, data, and cloud delivery across SaaS, ecommerce, fintech, and enterprise environments.

AWS architecture depth

Moved from implementation to platform-level decisions.

AWS Professional certifications, serverless/event-driven work, IaC, cost optimization, reliability, and rollback discipline.

Production GenAI

Focused on AI systems that can be measured after launch.

RAG, Bedrock, evaluation, semantic caching, cost-per-request control, source attribution, and safe failure behavior.

Forward-deployed engineering

Embedded close to users, constraints, systems, and adoption.

Translated ambiguous customer pain into shipped AWS, GenAI, backend, IaC, observability, governance, and developer enablement changes across enterprise, SaaS, consulting, and AI training contexts.

Mentoring and public trust

Turned production lessons into public guidance.

12K+ LinkedIn audience, 100+ mentoring sessions, InfraTales writing, workshops, and AWS Community Builder recognition.

What I can help you think through

The same topics buyers search for are the topics engineers need to learn deeply.

Forward Deployed AI EngineerForward Deployed Engineer GenAIproduction AWS architectGenAI platform architectforward deployed engineer AWS GenAIAI-driven software deliveryAWS Bedrock consultantproduction RAG consultantAWS cost optimization consultantserverless AWS consultantAWS platform architect

Mentoring is not a shortcut around experience. It is a way to make your next project, resume story, or production decision more precise.

Contact: hello@rahulladumor.com