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Sairam Banavathu
Mid-level Backend & Reliability Engineer specializing in AWS, Kubernetes, and automation
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Meta engineer focused on reliability/operations tooling who built a unified real-time health dashboard and scalable telemetry pipelines (AWS + Datadog) for thousands of devices. Also shipped an internal LLM-powered knowledge assistant using RAG over wikis/runbooks/logs with strong guardrails and a rigorous eval loop that drove measurable accuracy improvements via automated doc ingestion and embedding updates.
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Key Strengths
- Owned end-to-end delivery of an ops reliability dashboard (design → build → launch → iterate)
- Strong MVP scoping and prioritization with ops stakeholders (SiteOps/FacOps)
- Production LLM + RAG system design with security guardrails (prompt injection mitigation, output filtering, audits)
- Built evaluation loops for LLM systems (test sets, metrics, human review, regression prevention) and used results to drive ingestion/indexing improvements
- Scalable telemetry data pipeline design on AWS with reliability patterns (retries, DLQ) and observability (Datadog)
- Performance optimization for real-time systems (caching frequent queries, precomputing embeddings, batching low-priority data)
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