Reliable operations.
Cloud infrastructure, repeatable deployments, monitoring and clear recovery paths that your team can operate.
Explore the recovery caseHello, I’m
DevOps Engineer
& AI Automation Builder
I build reliable infrastructure, connect business systems and develop AI assistants that help teams work with clearer information and fewer manual steps.
Available for selected projects

Cloud infrastructure, repeatable deployments, monitoring and clear recovery paths that your team can operate.
Explore the recovery caseConnect business tools with n8n, APIs and document workflows, with clear handoffs between people and systems.
See workflow examplesAI assistants that retrieve relevant documents, show sources and work within defined access boundaries.
Explore GLX-AI · Active projectA closer look at the infrastructure, automation and AI systems I build and operate.
Sales knowledge and business systems, connected with AI and clear access boundaries.
Knowledge retrieval with source references
A chatbot for sales teams to search internal documents, check sources and get answers within their access scope.
Models visible within the user’s permission level
Developing an Odoo ERP with an integrated AI chatbot. Model visibility and access are defined by each user’s permission level.
Explore the problem, my contribution and the approach behind each implementation, operations case or architecture study.
A sales chatbot that searches internal knowledge, cites its sources and checks document access before answering.
Developing an Odoo ERP with an integrated AI chatbot and model visibility and access defined by each user’s permission level.
Connect Odoo with documents, Google Drive and business APIs through validated, structured data workflows.
Website, server and service monitoring with Zabbix, Uptime Kuma and alerts routed to the operating team.
Turn invoices, quotes and PDFs into validated JSON or spreadsheets using OCR, AI and schema checks.
WordPress maintenance, plugin updates, Wordfence monitoring and investigation across hosting, DNS and SSL.
Sender authentication, mail routing and delivery troubleshooting across SES, Postal, Mailcow and Microsoft 365.
User administration, access permissions, Shared Drives and collaboration support across Google and Microsoft tools.
OpenWebUI connects department agents, internal knowledge and business tools through RAG, MCP and scoped access.
LXC snapshots, Kopia backups to S3/Wasabi, retention policies and clear status reports through Google Chat.
Product lookup, Excel catalog imports, industrial parts search and tender Q&A through messaging and business data.
A reference design for a self-hosted assistant with scoped sessions, sandboxed tools and operator approvals.
An engineering lab for persistent memory, reusable skills, scheduled execution and controlled tool access.
A blueprint for review monitoring, sentiment classification, reply drafting and team approval.
Workflow designs for translation, subtitles, media processing and reviewed publishing with FFmpeg, AI and n8n.
Engineering study of the original Astro portfolio: Three.js, GSAP, native scrolling and reduced-motion support.
No matching case studies. Try another keyword or category.
Two additional studies in cloud delivery and repeatable infrastructure, from content distribution to automated deployments.
Developed a website for formatted video delivery using AWS S3, CloudFront, MediaConvert, Lambda functions and Route 53 for reliable content delivery.
Transformed website deployment into Terraform infrastructure as code with Kubernetes concepts on AWS and CI/CD pipelines powered by Jenkins.
From voice and SMS assistants to document, media and operations workflows. Open an example to explore its five steps.
Automated scheduled backup of n8n workflows to GitHub for version control, data safety, and operational history.
Runs the backup process on a defined interval.
Fetches active workflows from a self-hosted n8n instance through its API.
Normalizes workflow objects into versionable JSON files.
Encodes file content for repository API updates.
Checks existing files and commits updates only when workflow content changes.
An AI chatbot workflow using business knowledge retrieval, Qdrant, RAG, and messaging webhooks for faster customer replies.
Receives incoming messages from supported messaging channels.
Stores business documents, FAQs, and product data in a vector database.
Retrieves the most relevant context from Qdrant before generating an answer.
Uses an LLM to draft a context-aware response in the business tone.
Routes low-confidence or sensitive conversations to a human team member.
A review monitoring workflow that classifies sentiment, drafts AI replies, logs outcomes, and alerts the team.
Polls or receives new review data from supported APIs.
Classifies reviews as positive, neutral, or negative.
Generates brand-safe replies for team approval or publishing.
Stores review data, draft reply, and status in a spreadsheet.
Notifies the team when urgent or negative reviews need attention.
A Twilio and n8n workflow for AI-assisted SMS conversations, customer inquiry handling, and team notifications.
Receives incoming SMS messages in real time.
Classifies the customer request and checks required context.
Fetches relevant business data or previous conversation notes.
Generates a safe response aligned with the business tone.
Sends the response and logs the interaction.
A Vapi, LLM, and n8n orchestration workflow for voice AI calls, appointment flows, CRM lookups, and call logging.
Handles inbound or outbound voice events through Vapi.
Uses an LLM to understand caller intent and respond naturally.
Lets n8n perform CRM lookup, booking, or data retrieval during the call.
Manages transfer, callback, voicemail, or escalation logic.
Stores transcripts and call metadata for operational review.
A data extraction workflow for competitor research, lead tracking, and structured business data collection.
Runs an HTTP or browser-based scraper depending on the target site.
Uses AI or structured parsers to identify relevant business information.
Normalizes names, emails, addresses, and links.
Writes clean data to Notion, Google Sheets, or another target.
Sends a short summary when the workflow completes.
A marketing workflow concept that reads product links, extracts product context, creates prompts, and routes video assets for review.
Workflow conceptReads product links and campaign metadata from a spreadsheet.
Extracts product copy, image references, and selling points.
Creates a structured prompt for video or creative generation.
Stores generated assets and captions for review.
Prepares captions and metadata for social platforms.
A media automation workflow for downloading source media, transcribing audio, translating subtitles, generating voiceover, and rendering with FFmpeg.
Receives a video URL or file through a controlled input channel.
Normalizes video format and extracts audio with FFmpeg.
Transcribes speech and creates timestamped subtitle data.
Uses an LLM to translate and preserve subtitle timing.
Generates voiceover and renders subtitles into the final video.
A moderation and response workflow that classifies comments, drafts replies, tracks repeated issues, and alerts a human reviewer.
Fetches recent posts and comments from the connected page.
Filters already-handled comments and extracts relevant context.
Classifies comment type, tone, and action priority.
Creates a suggested response for positive or support comments.
Logs risky comments for team approval before action.
A Model Context Protocol integration concept that exposes map search and place details to AI agents and n8n workflows.
Workflow conceptExposes location tools to an AI agent in a controlled way.
Searches for places or businesses from natural language requests.
Retrieves structured place information and operational metadata.
Writes clean results into Sheets, a database, or downstream workflows.
Lets the agent use the tool output to continue the business process.
A lead hygiene workflow that validates email format, checks DNS/MX data, scores addresses, and logs results for marketing teams.
Receives a list of email addresses from a form, sheet, or webhook.
Filters malformed addresses before slower validation steps.
Checks domain and MX records for deliverability signals.
Assigns a confidence score and reason for each address.
Updates the source sheet or sends a summary to the team.
Cloud, code and operations belong in the same conversation. I connect them so your team can build with confidence.
Let’s discuss your projectOne connected stack. Built to work together.
From Linux and container operations to repeatable deployments, migrations and infrastructure as code. Built with the operating team in mind.
Practical AI assistants, department-scoped knowledge and business integrations. Clear access boundaries, observable workflows and human handoffs.
I’m familiar with the following tools for AI agents, application workflows and LLM observability.
Monitoring that makes issues visible. Backups with understood restore paths. Documentation and handover that make a system useful after launch.

I’m Khang, a DevOps engineer based in Ho Chi Minh City. I work where infrastructure, automation and business operations meet.
I like making complex systems easier to run: fewer manual steps, clearer signals and a recovery plan you can actually use. The work is only complete when the people behind it can operate it confidently.
Turn logs, health checks and alerts into informed decisions.
Version the infrastructure. Automate the routine. Document the path.
Build for ordinary days. Plan for the difficult ones.
Tell me about your project, what you need to improve and where you’d like to start.
Ho Chi Minh City, VietnamGMT+7 · Remote collaboration
Khang’s AI portfolio assistant