Cloud Binary · Forward Deployed Engineer (FDE) & AI Engineering Academy
AI Can Write the Code.Who Gets It into Production?
The demo was the easy part. Shipping it is the job.
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ByChennakesavulu KummariFDE Architect & Author

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Forward Deployed Engineer Program
Take cloud, DevOps and AI systems into real customer environments and make them work.
Engineering Foundations
Lab · Discovery and role mapping
Lab · Enterprise integration bridge
Lab · System design defense
Lab · Protected repo with quality gates
Lab · Production break-fix
Full-Stack and Data
Lab · Real-time telemetry dashboard
Lab · High-throughput core API
Lab · Customer data audit and ELT
AI Engineering and Agents
Lab · Document intelligence RAG
Lab · Multi-agent operations swarm
Lab · PRD to tested service in 4 hours
Lab · Legacy system bridge
Cloud, DevOps, Security and Field Delivery
Lab · AI platform provisioning with Terraform
Lab · Helm deploy with autoscaling
Lab · GitOps pipeline with canary release
Lab · DevSecOps and AI guardrail gate
Lab · Open-weight model serving with vLLM
Lab · Agent tracing and evaluation
Lab · Full client deployment simulation
Forward Deployed Engineer openings in India
Publicly available FDE roles across India from company careers pages and job boards. Updated regularly.
Forward Deployed Engineer (REF43630H)
Practitioner Leadership
Learn from people who build
No junior trainers or recorded slide presenters. Learn directly from industry architects who design and operate production enterprise systems.

"Our mission is to teach engineers how to think, build, debug, and defend systems in the real world."
Graduate Stories
Real skills. Real career moves.
Hear directly from graduates about their experience and career transitions.
Wilson Manda
Multi-Cloud DevOps & SRE Graduate
Arun Kumar
Azure DevOps & Cloud Engineering Graduate