System online · Systems Engineer

Cross-functional collaboration.
Builds AI-enabled solutions.

Systems Engineer who works across Customer Success, Engineering, and Product to find the real problem — then builds the systems integrations, automations, and data dashboards that boost team productivity. Generalist stack: Windows/Linux, M365/Azure/AWS, networking, scripting, IaC, data engineering, and agentic AI.

M
grid://mark.sys — session 0xA1B2
mark@grid:~/grid$
Mark Marquez
▸ San Antonio Grid
// about

Mark Marquez

Systems Engineer with years across IT, cybersecurity, SaaS operations, and emerging AI tooling. I've spent that time in the weeds — supporting real users, hardening real networks, and shipping automation that gave real hours back. What I do best is sit between teams, find the real problem, and build the solution — the systems integration, the automation, or the data dashboard that makes the whole team more productive.

In practice that means being the bridge between Customer Success, Engineering, and Product — working closely with teams and customers to capture the domain knowledge that turns a vague problem into a high-value solution.

● LanguagesEnglishSpanish (bilingual)
// skills
06 domains

What I bring to a team.

01.debug

Troubleshooting, Diagnostics & Documentation

Diagnose vague problems fast — logs, curl, DevTools, Wireshark, SQL debug. Reproduce, isolate, root-cause, then document — the underlying documentation that scales a team and saves the next engineer the same dig.

Log AnalysiscurlDevToolsWiresharkSQL DebugRoot-CauseDocumentation
02.dash

Data Engineering & Data Dashboards

Data dashboards built with Python and SQL that provide data-driven insights — a warehouse, tested transforms, an analytical surface for what the data means and an observability surface for whether the pipeline is healthy, two audiences never crossed.

PythonSQLData WarehouseTransformationsAnalyticsObservabilityETLData EngineeringData Enhancement
03.auto

Systems Integrations & Automation

Systems integrations and automation that replace manual work and reporting — REST APIs, webhooks, and SSO wiring services together, with Python, PowerShell, Bash, SQL, and Terraform behind them. Measurable hour-reductions on real workflows.

PythonPowerShellBashSQLREST APIsWebhooksTerraform
04.infra

Systems & Cloud

Windows (10/11/Server), Linux, Microsoft 365 (Graph API), Azure, AWS. I provision and automate Active Directory, manage identity in Entra ID, codify infrastructure with Terraform, keep it observable with CloudWatch, and version everything in Git/GitHub.

WindowsLinuxM365Graph APIAzureAWSActive DirectoryEntra IDTerraformCloudWatchGit
05.sec

Networking & Cybersecurity

TCP/IP, DNS, routers, firewalls — diagnose at the wire. Cybersecurity hardening with SIEM, EDR, MFA, IAM, and threat intelligence, plus virtualization and backups so issues don't become incidents.

TCP/IPDNSFirewallsSIEMEDRMFAIAMThreat IntelVirtualizationBackups
06.ai

AI Agents & Workflows

Agentic AI applied to real engineering work — prompt engineering and graph-based agent orchestration behind production LLM assistants, with RAG for grounded answers. Deployed where teams already work, including chat surfaces, with guardrails like confirmation gates and audit logging.

Prompt EngineeringLLMsStateful AgentsLangGraphRAGLocal LLMsChat SurfacesGuardrailsTool UseEval Harnesses
// portfolio
15 logs

Project Portfolio

Field logs from years building real IT, data, and AI systems — each linked out to the full write-up.

Cyber Threat Pipeline: Modern Data Stack — Neon, dbt, Evidence, Grafana
▸ open log →
2026

Cyber Threat Pipeline: Modern Data Stack — Neon, dbt, Evidence, Grafana

dbtEvidenceGrafana
intake-form-ai-pipeline: Self-Improving Document Extraction Cascade
▸ open log →
2026

intake-form-ai-pipeline: Self-Improving Document Extraction Cascade

AIDocument AILLM
api-medic: HTTP API Diagnostic Tool — CLI, Web UI, Browser Extension
▸ open log →
2026

api-medic: HTTP API Diagnostic Tool — CLI, Web UI, Browser Extension

PythonDiagnosticsLambda
Infrastructure Monitor: CloudWatch Synthetics + Terraform
▸ open log →
2026

Infrastructure Monitor: CloudWatch Synthetics + Terraform

AWSCloudWatchTerraform
TARS: Conversational AI Sales Lead Bot — LangGraph + Salesforce
▸ open log →
2026

TARS: Conversational AI Sales Lead Bot — LangGraph + Salesforce

AILangGraphSalesforce
M365 Guardian: LLM-Powered Microsoft 365 Administration Chatbot
▸ open log →
2026

M365 Guardian: LLM-Powered Microsoft 365 Administration Chatbot

AIM365LLM
Dedicated AI Assistant PC with OpenClaw, Ollama, and MS Teams
▸ open log →
2026

Dedicated AI Assistant PC with OpenClaw, Ollama, and MS Teams

AIOllamaTeams
Automated Threat Intelligence ETL Pipeline
▸ open log →
2025

Automated Threat Intelligence ETL Pipeline

ETLSIEMSecurity
Automating Active Directory DC Provisioning for MSPs
▸ open log →
2025

Automating Active Directory DC Provisioning for MSPs

ADPowerShellMSP
3 Years of Hands-On IT Support: Phoenix Management
▸ open log →
2022–25

3 Years of Hands-On IT Support: Phoenix Management

TransformationIT Ops
Journey into PC Building: From Pre-Built to Custom Masterpiece
▸ open log →
2022–Now

Journey into PC Building: From Pre-Built to Custom Masterpiece

HardwareHome Lab
Journey into Data Science & IT During COVID-19
▸ open log →
2020–22

Journey into Data Science & IT During COVID-19

Data ScienceIT
LA County Sociodemographic Clustering — Coursera Capstone
▸ open log →
2020

LA County Sociodemographic Clustering — Coursera Capstone

MLClustering
KPMG Virtual Internship — Bike Shop Marketing ROI
▸ open log →
2020

KPMG Virtual Internship — Bike Shop Marketing ROI

AnalyticsROI
Real Estate Price Predictor — Kaggle Build
▸ open log →
2020

Real Estate Price Predictor — Kaggle Build

MLKaggle
VC Funding Scraper & Data Store
▸ open log →
2020

VC Funding Scraper & Data Store

ScrapingPython