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
Verified
