Anton – Python, LangChain, LangGraph, experts in Lemon.io

Anton

From Ukraine (UTC+3)flag

AI Engineer|Middle-to-senior
Back-end Web Developer|Middle-to-senior

Anton – Python, LangChain, LangGraph

Anton is a middle-to-senior Back-end Engineer with 5 years of commercial experience specializing in Python, FastAPI, and AI-powered systems. He has delivered MVPs and production platforms across hospitality, healthcare, marketplace, and scientific domains, with strong expertise in async APIs, PostgreSQL/SQLAlchemy, AI agent integrations, and AWS-based architectures. Anton is a reliable, team-oriented engineer experienced in both collaborative team environments and small cross-functional teams.

5 years of commercial experience in
AI
Data analytics
Healthtech
Hospitality
Scientific research
B2B
Marketplace
SaaS
Main technologies
Python
1 year
LangChain
1 year
LangGraph
1 year
FastAPI
1 year
AI agent development
1 year
Additional skills
PostgreSQL
OpenAI API
AWS
Docker
Terraform
Django
React
DynamoDB
Typescript
MySQL
Direct hire
Not possible
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Experience Highlights

Backend Engineer, AI Agent Architect
Apr 2025 - Ongoing1 year 4 months
Project Overview

Integration and intelligence platform normalizing heterogeneous data from multiple hospitality system sources — PMS, POS, scheduling, and HR tools — into a unified data model. AI agent layer analyzes per-property operational data and generates structured optimization recommendations in real time. Multi-tenant architecture serving property managers, regional directors, and platform administrators.

Responsibilities:
  • Built custom data integration architecture from scratch: ingestion pipelines normalizing heterogeneous hospitality system inputs into a unified PostgreSQL-backed data model using SQLAlchemy and Alembic migrations;
  • Designed and implemented AI agent pipeline using LangChain, LangGraph, and OpenAI API: stateful agent workflows with Pinecone vector retrieval, source-specific chunking strategy, function calling, and structured output generation;
  • Built async FastAPI backend with Pydantic-validated schemas for concurrent multi-property data processing;
  • Implemented Auth0 authentication and RBAC with separate access layers for three user tiers;
  • Built Streamlit-based management dashboard with configurable per-property KPI views and revenue risk signals.
Project Tech stack:
Python
FastAPI
LangChain
LangGraph
OpenAI API
Pinecone
SQLAlchemy
Pydantic
Alembic
Auth0
PostgreSQL
AWS
Docker
GitHub Actions
Backend Engineer
Jun 2024 - Feb 20258 months
Project Overview

All-in-one booking platform for motorhomes, RVs, boats, and houseboats covering the full rental lifecycle — asset discovery, identity verification, payment processing, booking management, and interaction history. Greenfield build from planning through production delivery under a fixed MVP deadline.

Responsibilities:
  • Designed and built async FastAPI backend from scratch: SQLAlchemy data models, Pydantic-validated API layer, per-asset availability calendars, pricing rules, and booking state management;
  • Built booking workflow engine: reservation creation, date conflict detection, availability locking, status transitions, cancellation, and refund logic;
  • Implemented Celery + Redis periodic task infrastructure: booking reminders, availability expiry checks, payment capture triggers;
  • Implemented secure payment integration with card-on-file, partial payment, deposit handling, and GDPR-compliant identity verification;
  • Managed AWS infrastructure with Terraform (EC2, RDS, S3); wrote Pytest coverage across booking engine and payment flows.
Project Tech stack:
Python
FastAPI
Django
SQLAlchemy
Pydantic
Alembic
Celery
Redis
PostgreSQL
AWS
Terraform
OAuth
pytest
GitHub Actions
Backend Engineer
Feb 2023 - May 20241 year 3 months
Project Overview

Greenfield healthcare data management platform for regulated workflows — clinical cases, animal transfers, family trees, and medical report generation. Built from schema design through production deployment on AWS.

Responsibilities:
  • Designed and built application architecture from scratch: SQLAlchemy data model, Alembic migration strategy, async API layer, RBAC, and audit trail for regulated data;
  • Automated multiple manual workflows, significantly reducing operational overhead across facilities;
  • Built report generation pipeline processing hundreds of thousands of records — general, medical, and financial reports per animal, group, and facility;
  • Wrote Pytest test suite covering core data workflows; delivered complete technical documentation alongside production deployment.
Project Tech stack:
Python
Django
FastAPI
SQLAlchemy
Alembic
Pydantic
PostgreSQL
AWS
Docker
Redis
pytest
GitHub Actions
Python Application Developer
Aug 2022 - Mar 20237 months
Project Overview

Desktop application for design and simulation of photonic circuits with multi-user real-time collaboration and AWS serverless backend. Supports calculation-heavy design workflows, collaborative sessions, and cloud-based project sharing.

Responsibilities:
  • Implemented Python business logic for calculation-heavy components: parameter adjustment, constraint validation, and geometry computation;
  • Built real-time data synchronization layer across multi-user collaborative sessions with state persistence;
  • AWS Lambda + DynamoDB + S3 backend for cloud file storage, project sharing, and role-based access;
  • Wrote Pytest coverage for component CRUD, real-time sync, and computation logic.
Project Tech stack:
Python
SQLAlchemy
pytest
Typescript
React
Redux
Three.js
AWS Lambda
DynamoDB
Amazon S3
Backend Engineer
Dec 2020 - Jul 20221 year 6 months
Project Overview

Backend engineering across enterprise tools and B2B SaaS products — async API services, internal Streamlit-based dashboards and reporting tooling, Elasticsearch-powered search, and third-party API integrations across multiple product verticals.

Responsibilities:
  • Designed and maintained async REST API services with FastAPI and SQLAlchemy across multiple product verticals;
  • Built internal Streamlit tooling: data views, reporting dashboards, and workflow interfaces backed by FastAPI services;
  • Implemented Elasticsearch and OpenSearch-based search and filtering across large datasets;
  • Integrated third-party APIs and OAuth providers into application service layers;
  • Maintained Docker + Nginx production environments with GitHub Actions CI/CD.
Project Tech stack:
Python
FastAPI
Django
SQLAlchemy
Pydantic
PostgreSQL
MySQL
Redis
ElasticSearch
Docker
Nginx
OAuth
GitHub Actions

Education

2022
Computer Engineering
Master's Degree

Languages

English
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