Curriculum Vitæ — May 2026
Fernando Flores.
Senior full-stack engineer · distributed Python systems, data & applied ML
Based
Ciudad de MéxicoUTC−6 · Remote-ready
Experienced full-stack developer with 20+ years building scalable web applications. Backend specialist in Python, Django, Flask & FastAPI: REST APIs, microservices, and high-traffic systems. Deep hands-on cloud across AWS, Azure & GCP using Docker, Kubernetes and serverless.
Currently leading engineering work at Bain & Company on AI-Native delivery, designing multi-agent systems on LangGraph and MCP, with humans-in-the-loop, evaluation harnesses, and prompt-cached LLM pipelines in production. Active interest in LLMs, fine-tuning and forecasting.
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Selected experience
PRESENT
Oct 2024 →
Oct 2024 →
Lead AI Application Engineer
Bain & Company · Platform & AI- Own infrastructure end-to-end on Azure and AWS with Terraform-orchestrated serverless services, networking, secrets and multi-environment CI/CD across Azure DevOps and GitHub Actions.
- Building agentic systems with LangGraph and the OpenAI API; tools exposed via MCP.
- Async FastAPI services on PostgreSQL.
StackAzure · AWS · GCP · Terraform · Serverless · Azure DevOps · GitHub Actions · FastAPI · asyncio · PostgreSQL · LangGraph · OpenAI · MCP · Docker
Sep 2022 →
Sep 2024
Sep 2024
Sr. Backend Developer
Buildertrend · Construction SaaS- Owned unit & integration testing strategy plus security reviews.
- Redis caching, token blacklisting & MFA in the auth layer; risk & onboarding flows via Sardine.
- Shipped banking-API features and a CI/CD pipeline for automated tests and quality gates.
StackPython · FastAPI · asyncio · GCP · MongoDB · .NET · Strawberry · Sentry · Docker
Nov 2021 →
Sep 2022
Sep 2022
Sr. Risk Software Engineer
Taller Technologies · at PayPal / Venmo- Built and maintained risk-evaluation services for card & account operations (Django + Pytest).
- Tuned fraud-detection algorithms; Kafka streams for real-time transaction monitoring.
StackPython · Django · MySQL · Cassandra · Kafka · Jenkins · Docker · PyTest
Nov 2020 →
Jul 2023
Jul 2023
Lead Python / AI Developer
SingularBot · Crypto-quant consultancy- Designed an HFT market-maker bot using orderbook microstructure analysis; built ML classification, MLP & SVM trading strategies.
- Kafka pipelines for multi-exchange market data; ML training scaled on Databricks; market-data lake.
- Provisioned AWS (S3, RDS, Lambda) via Terraform; CI/CD on GitHub Actions.
StackPython · Flask · Scikit-learn · Pandas · CCXT pro · Kafka · Databricks · Terraform · AWS
Aug 2021 →
Dec 2021
Dec 2021
Sr. Python Developer
BairesDev · Marketing-data platform- Marketing-profile classification with Django + PostgreSQL on event-driven AWS (Lambda, SQS, SNS); migrated core apps to Databricks; tuned ETL into S3 data lake.
StackPython · Django · PostgreSQL · AWS Lambda · SQS · SNS · Databricks · Docker
Sep 2017 →
May 2019
May 2019
Lead Developer
CodingMotion CA · Multi-tenant SaaS & medical imaging- Lead developer on Multi-x, a multi-tenant SaaS on AWS — owned architecture and full-stack delivery.
- Built 2D/3D DICOM viewers in VTK.js + VueJS; Django/Flask REST APIs with Redis + RQ.
StackVueJS · React · Django · Flask · VTK.js · Scrapy · PostgreSQL · Redis · Docker