Work / Case Studies

Selected Work

A collection of production-grade AI systems, RAG platforms, agentic workflows, and AI platform engineering projects I've designed and built.

Production Systems Measurable Impact Open & Transparent Built for Scale
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Enterprise RAG Platform for Global Insurance Firm

RAGAWSSecurity

Designed and built a production-grade Retrieval-Augmented Generation platform with enterprise security, hybrid data connectors, and multi-tenant guardrails.

40%
Retrieval Accuracy Gain
72%
Faster Answers
99.9%
Uptime
AWS BedrockOpenSearchLangChainFastAPI
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Multi-Agent System for IT Operations Automation

Multi-AgentLangGraphKafka

Orchestrated agents for incident detection, triage, and auto-remediation at scale — with human-in-the-loop guardrails and full traceability.

70%
Faster Turnaround
60%
Efficiency Uplift
100%
Actions Traceable
LangGraphKafkaPostgreSQLRedis
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Cloud-Native GenAI Platform on AWS

AWSEKSLLMOps

Designed an end-to-end LLMOps platform with CI/CD, observability, and evaluation — a policy-aware control plane for routing enterprise AI workloads.

40%
Lower Cloud Cost
<2s
Interactive Latency
99.9%
Reliability
AWS BedrockEKSTerraformPrometheus
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LLMOps CI/CD Pipeline & Model Evaluation

BuildTestDeployMonitor

End-to-end pipeline for model versioning, automated evaluation, canary deploys, and rollbacks — treating prompts and models like code.

90%
Eval Automation
80%
Manual Effort Saved
100%
Releases Gated
GitHub ActionsMLflowAirflowDocker
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Evaluation & Observability Stack for LLM Apps

TracesMetricsFeedback

Built a unified stack to evaluate, monitor, and improve LLM application quality in production — traces, metrics, and human feedback in one loop.

2.5x
Quality Iteration Speed
60%
Faster Debugging
95%
Feedback Coverage
OpenTelemetryPrometheusGrafanaLangSmith
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