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    Achievements

    Achievement: Starstruck

    Achievements

    Achievement: Starstruck

    Highlights

    • Pro

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    workHMZ/README.md
    Typing SVG

    PortfolioWebsiteGitHub

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    Key Impact & Achievements

    • 10k+ PDFs RAG Pipeline: Built an end-to-end ingestion and vectorization pipeline, tuning retrieval quality (via LangFuse tracing) to achieve a +22pt improvement in search success.
    • 60% Faster Deployments: Architected secure, automated delivery with GitHub Actions, Docker, Trivy, and Cosign, slashing deployment time from 18 to 7 minutes.
    • Certified Expertise: AWS Certified Solutions Architect (Professional), OCI AI Foundations (Associate), and OCI Foundations (Associate).

    Focus Areas

    🧠 AI & RAG Infrastructure

    Designing practical RAG workflows with AWS Bedrock, Dify, OpenSearch, Python, and Langfuse. Evaluating model responses and optimizing vector search retrieval.

    ⚙️ CI/CD & DevSecOps

    Building repeatable delivery pipelines with GitHub Actions, Docker, GHCR, Trivy, Cosign, SBOMs, canary releases, and rollback-aware release flows.

    📈 Observability

    Implementing Datadog metrics, logs, APM, monitors, and LLM observability (LangFuse). Experience with GKE production monitoring and infrastructure-as-code alerts.

    ☁️ Cloud & Edge Platforms

    Operating public services and private lab workloads across AWS, Azure, GCP, Cloudflare, Vercel, and self-hosted infrastructure with Zero Trust boundaries.


    Toolbox

    Tech Stack

    "Building systems that stay useful after the demo."

    Explore my portfolio →

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