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jksprattler/README.md

🛠️ About Me

Hi there 👋 I'm a Cloud Engineer & SRE with 10+ years in infrastructure, reliability, and networking, including lead and staff roles. I'm moving into AI/ML platform engineering: making models and agents run reliably, securely, and cost-effectively in production.

I write technical deep dives, hands-on implementation guides, CLI helper scripts, and architecture diagrams covering cloud, Kubernetes, MLOps, and AI runtimes.

📂 Portfolio: blog.jennasrunbooks.com/page/projects

🚀 Featured Projects

Project What it does Links
ConsoleTrack Catches out-of-band AWS changes, links them to EKS incidents, and triages with a read-only AI agent over two MCP servers. One evaluated auto-fix behind a validator, dry run, and rollback Demo · Video · Repo
FaultTrack Classifies microservice faults (CPU, memory, disk, socket, delay, loss) from metrics, with leakage-safe grouped evaluation and cross-system generalization result Repo
PathTrack (in progress) Predicts a speed test's final throughput from its first second, on an AWS ML pipeline (SageMaker, EKS) Coming January 2027

Earlier work

Project What it does Links
terraform-azuread-users Terraform module for managing Azure AD users, published on the Terraform Registry Repo · Registry
azure-security Azure AD security and RBAC tutorials, with a two-part video series (1.3K+ views on part 1) Repo · Part 1 · Part 2
aws-security AWS security scripts and demos, including a Lambda + SES + Boto3 + Terraform IAM password-expiry notifier (my most-read post, 1.7K+ views; featured in weekly.tf #122) Repo · Article

✍️ Recent Writing

📌 Writing & Focus Areas

Topic Focus Areas
1. AI Infra & Platform Model runtimes (vLLM, MLX, WASM), GPU scheduling, model serving, Kubernetes, kernel tuning
2. MLOps & Reliability Terraform IaC, FinOps, security (including AI agents and MCP), automation, model evaluation and monitoring
3. Cloud Architectures Multi-cloud blueprints (AWS, Azure, GCP, OCI) & system design
4. DevEx (Developer Experience) CLI utilities, agentic workflows (Claude Code, guardrail hooks, reviewer agents)

📜 Certifications & Recognition

CKA Terraform Associate

🧰 Tech Stack & Tools

Cloud & IaC

AWS Azure Google Cloud Terraform Ansible Github Actions

Platform & Observability

Kubernetes Helm Docker Linux Grafana Prometheus OpenTelemetry

ML & AI

Python scikit-learn FastAPI Claude MCP

Scripting

Bash PowerShell

🌐 Let's Connect

Portfolio Hashnode LinkedIn YouTube

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  1. jennasrunbooks/consoletrack jennasrunbooks/consoletrack Public

    ConsoleTrack turns undocumented cloud changes into reviewable records.

    Python 1

  2. jennasrunbooks/faulttrack jennasrunbooks/faulttrack Public

    Classifies the fault behind a microservice alert (CPU, memory, disk, socket, delay, loss) and names the likely root-cause service with classical ML.

    Jupyter Notebook 1

  3. terraform-azuread-users terraform-azuread-users Public

    Terraform module that manages cloud-based Azure AD / Entra ID user accounts

    HCL 3 2

  4. azure-security azure-security Public

    Azure AD, RBAC, Policy, Secure vWAN, hybrid AD design proof of concepts/labs/demos using Terraform, Python

    HCL 7 7

  5. aws-security aws-security Public

    Scripts, demos, PoC's, etc related to AWS security topics

    Python 4 3

  6. aws-networking aws-networking Public

    Helper scripts and terraform templates used for various types of AWS network implementations including: dxgw prefixes, hybrid DNS simulation

    HCL 3 1