I build reliable automation systems for real business workflows - not just chat demos.
My work focuses on turning manual processes into controlled, observable execution using Python, APIs, n8n, webhooks, and AI-assisted logic where it is actually useful. I build systems for lead follow-up, CRM workflows, internal tools, backend automations, and integrations that need to run reliably in production.
I am strongest in projects that require:
workflow orchestration
API integrations
human-in-the-loop safeguards
logging, retries, and failure handling
structured state management
safe use of AI in business operations
I have worked on local-first and privacy-conscious automation setups, including self-hosted inference, deterministic control layers, and audited execution paths for workflows that cannot rely on fragile prompt-only behavior.
My goal is simple: build automation that is practical, dependable, and safe to operate.
Core tools and areas:
Python, REST APIs, n8n, webhooks, PostgreSQL, SQLite, Docker, AI automation, workflow orchestration, stateful execution, idempotency, Playwright, human-in-the-loop systems, and reliability-focused integration design.
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Tags: AI Automation, Workflow Automation, n8n, Python, REST API, Webhooks, API Integrations, Workflow Orchestration, Business Process Automation, Human-in-the-loop, Reliability Engineering, State Management, Playwright, Docker, PostgreSQL, SQLite, CRM Automation, Lead Follow-Up Automation, Idempotency, Internal Tools
Experience: 6 months - 1 year
I use Python to build browser-based and API-driven automations, mostly with Flask/FastAPI, webhooks, and background jobs. I’ve shipped internal tools that handle data parsing, scheduling, logging, and database storage (SQLite/Postgres). I focus on reliable workflows with clear error handling, retries, and safe handling of credentials.
Experience: Less than 6 months
I build AI-powered automations that turn real workflows into repeatable systems using LLMs for drafting, classification, extraction, and summarization. I add validation, structured outputs, approvals, and logging so results are practical and reliable.
Experience: Less than 6 months
I use Flask to build lightweight backend services, APIs, webhook handlers, and internal tools for automation workflows. I use it when I need simple, flexible backend logic that is easy to deploy and extend.
I use Docker to package and run automation services, API backends, local AI tooling, and supporting infrastructure in a portable and reproducible way. I use it mainly for local development, deployment consistency, and isolated workflow components.
Experience: 6 months - 1 year
I build and integrate REST APIs for automation workflows using Python (Flask/FastAPI) and JavaScript. I’m comfortable with JSON payload design, auth (API keys, OAuth), webhooks, pagination, rate limits, retries, and idempotency. I also implement request validation, structured logging, and error handling so integrations are reliable in production.
Experience: Less than 6 months
I use PostgreSQL for storing workflow state, logs, records, and structured business data used by automation systems and internal tools. I’m comfortable designing practical tables, reading/writing data from APIs and scripts, and using SQL for reliable backend workflows.
I use Zapier for fast business automations such as lead capture, app-to-app data sync, notifications, form routing, and follow-up workflows. I understand when Zapier is the right lightweight solution and when a more controlled backend or workflow system is needed.
I build multi-step automations in Make for branching workflows, integrations, conditional routing, and business process automation. I use Make for scenarios that require more visual orchestration and flexible step logic across forms, messaging tools, spreadsheets, and APIs.
Experience: Less than 6 months
I use Playwright for browser automation, web interaction, testing, and workflows that need to operate through real web interfaces. I use it for reliable scripted actions, scraping, form handling, and UI-based task execution.
Experience: Less than 6 months
I use FastAPI to build modern APIs for automation systems, internal tools, and backend services. I like it for typed request handling, validation, performance, and clean integration with async workflows.
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