Python Web Apps, AI MVPs & Workflow Automation

I build focused Python web applications, AI-enabled MVP features, and workflow automations for businesses that need a clear, working deliverable rather than a vague prototype.

I can start from a written brief, an existing prototype, or an existing codebase. My work includes Python rule engines, API and LLM integrations, OCR and document processing, data extraction, CSV and PDF workflows, dashboards, testing, debugging, and deployment.

A recent project involved building and deploying a privacy-conscious compliance review application with deterministic checks, LLM-assisted analysis, OCR, rate limiting, report generation, benchmark testing, and regression testing. I have also worked on Atlassian Forge applications, improving rich-text handling, dashboard and diagram behavior, dark-mode compatibility, and external-link behavior.

I work independently under Fernway. Before development begins, I turn the requirements into a written scope, deliverables, milestones, and acceptance criteria. During the project, I provide concise written updates and test the agreed core workflow before handover.

I am best suited for small, clearly scoped projects such as finishing an AI-generated MVP, adding a feature to an existing application, automating a repetitive process, or repairing and deploying a Python web application.

Clients receive the agreed source code and/or deployed version, core workflow testing, and setup or handover documentation. I value clear scope, reliable delivery, privacy-conscious implementation, and straightforward written collaboration.

Work Terms

AVAILABILITY

• Monday through Friday, Korea Standard Time (UTC+9)
• Written replies within one business day
• Asynchronous coordination across different time zones

COMMUNICATION

• All requirements, decisions, feedback, and approvals are handled in writing through Guru WorkRoom
• I work asynchronously and do not participate in voice or video calls
• Written progress updates are provided at the frequency agreed for each project

PROJECT SETUP

• Work begins after the scope, deliverables, deadline, milestones, and acceptance criteria are confirmed in writing
• Requests outside the agreed scope are estimated and approved separately
• Fixed-price milestones are preferred
• Hourly work is available for clearly defined maintenance, testing, or debugging tasks

PAYMENT

• The agreed milestone amount must be funded in Guru SafePay before work begins
• Milestone deliveries are submitted for review through Guru WorkRoom
• Payment is released after the agreed acceptance criteria are met

DELIVERY AND REVISIONS

• Delivery includes the agreed source code and/or deployed version plus basic setup or handover documentation
• Corrections for defects that do not meet the agreed acceptance criteria are included
• New features, changed requirements, and additional revisions are quoted separately
• Seven calendar days of post-delivery support are included for reproducible defects within the agreed scope

CONFIDENTIALITY

• Project files and business information are treated as confidential
• A reasonable NDA can be reviewed before work begins