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Manasseh Mannem
Mid-level DevOps Engineer specializing in AWS, Azure, Kubernetes, and cloud automation
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About
Built and owned end-to-end deployment and AI support workflows spanning CI/CD, Kubernetes, Terraform, and LLM/RAG systems. Stands out for combining DevOps delivery with production AI operations, including secure tool-calling, incident debugging, retrieval quality controls, and validation-first document ingestion for messy real-world inputs.
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Key Strengths
- end-to-end customer deployment ownership
- DevOps automation and cloud migration
- cross-functional stakeholder coordination
- productionizing LLM/RAG support workflows
- security-conscious AI workflow design
- incident response and root cause isolation
- retrieval and indexing quality troubleshooting
- validation-first document ingestion design
- auditability and human-review workflow design
- metrics-driven operational ownership
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