Featured Cases
Career Path
Six years solving scale and reliability challenges in banking, public sector, energy, and manufacturing.
Jun 2021 — Jun 2026 · Santiago, Metropolitan Region, Chile
Technical Lead · Senior RPA Analyst & Cloud Architect
As Technical Lead, I architect and implement resilient AWS cloud systems and enterprise automation workflows combining RPA and autonomous AI agents. Focused on operational stability and infrastructure cost optimization across banking, FinTech, public sector, energy, and manufacturing clients.
Strategic Cloud Cost Optimization on AWS
80%
Re-architected web platforms toward serverless and headless patterns using S3, CloudFront, and Fargate, resolving availability bottlenecks during traffic spikes and reducing monthly cloud billing from ~$2,500 to ~$500 USD.
Cloud bill reduction — From ~$2,500 to ~$500 USD monthly, with uptime improved from 98% to 99.9%
Infrastructure as Code (IaC) Automation
50%
Authored CloudFormation and AWS CDK templates for standardized staging and production deployments, orchestrating VPC networking, Security Groups, IAM roles, Certificate Manager, Secrets Manager, CloudFront, custom domain API Gateway, SQS queues, and databases.
Faster provisioning velocity — Reproducible deployments with zero manual drift
Generative AI Agent Deployment with RAG
L1+L2
Implemented a multimodal AI agent with RAG for autonomous support triage. The workflow parses screenshots, logs, and attachments, queries technical runbooks to propose grounded resolutions, and proactively clarifies missing context with users.
Automated end-to-end support
RPA Architecture Re-Engineering & Horizontal Scaling
60%
Migrated a legacy 3-robot financial reconciliation workflow to UiPath ReFramework, introducing a dynamic Dispatcher/Performer pattern where any available machine assumes the Dispatcher role to balance transaction loads in parallel, integrated with SAP and SharePoint.
Autonomous ticket resolution — Scaled up from an initial 10-20%; residual systemic error cut to 2%
Multi-Client Financial Scraping Engine
<5 s
Asynchronous data extraction backend concurrently navigating the CMF and 10 Chilean banks, with encrypted credentials managed in AWS Secrets Manager and continuous automated consolidation of balances, credit lines, and debts.
Unified data upon user login — Continuous 20-minute refresh with 100% automated consolidation
FinOps Governance & TCO Optimization
20-30%
Consumption telemetry analysis and execution of financial commitments via AWS Savings Plans and EC2/RDS Reserved Instances for enterprise clients across energy and public sectors.
Cloud TCO reduction
Massive Load Testing & Target Tracking Auto Scaling
0
Orchestrated load testing scenarios with Locust simulating 20 to 400 concurrent users, tuning ECS Target Tracking Auto Scaling policies up to 24 tasks using CloudWatch and ALB traffic metrics.
Production HTTP 502/504 errors
Technical Mentorship & Engineering Standards
45%
Mentored and coached development teams in modular UiPath design, structured exception handling, and enterprise documentation standards.
Fewer QA defect leaks
Tier-3 Support & Operational Continuity
98%
Managed advanced technical support, change control, database tuning, Node.js service debugging, and SQL Server query optimization for critical transactional platforms, managed through agile incident workflows in Jira.
Recovered SLA compliance — Restored from 75% on manufacturing platform; 99.9% SLA in FinTech
Hardened Infrastructure for Tactical Defense Communications
Deployed ATAK tactical communication applications on Linux EC2 instances interconnected via AWS Transit Gateway with Amazon RDS PostgreSQL, guaranteeing low latency and private subnet isolation.
Mar 2020 — Jun 2021 · Santiago, Metropolitan Region, Chile
RPA Analyst · Automation Consultant
On assignment for an international bank, I developed and supported mission-critical automation solutions with Blue Prism and UiPath, reporting to IT leadership and driving enterprise adoption of modern RPA tooling.
Emergency Massive Workflow for Mortgage Payment Deferral
8,000/day
During the COVID-19 emergency, I designed and deployed a fleet of 20 unattended robots on UiPath Orchestrator to process payment deferral requests, handling over 8,000 daily transactions within mandatory legal deadlines.
100% automated transactions — With strict 99.9% compliance with regulatory SLAs
POS Reconciliation & Dynamic Allocation Algorithm
0
Engineered an automated reconciliation algorithm and dynamic allocation system for payment terminals during a massive retail product launch, integrating stock validation and automated email workflows in Blue Prism.
Manual allocation errors — Real-time audit tracking and executive reporting
Initial UiPath Platform Setup for the Bank
Initial setup of UiPath Orchestrator and infrastructure integration establishing the technical baseline for the client's long-term automation strategy.
Legacy Java Process Re-Engineering
24/7
Restructured and stabilized critical processes featuring complex web interactions and background processing, integrating advanced image handling and manipulation of internal legacy Java systems via Blue Prism and Java Access Bridge.
Continuous operational uptime
RPA Platform Governance & Tier-3 Support
Analyzed technical requirements for banking operations and performed advanced UiPath Orchestrator tuning, featuring intelligent work-queue scheduling and continuous Tier-3 support for core banking processes.
Impact Stories
Real-world projects with quantifiable benchmarks. Filter by technology or domain.
FinTech / Lending · Jan 2025 — Current
Generative AI agent connected to a RAG system analyzing images, logs, and attachments to autonomously triage support incidents, orchestrated across n8n, UiPath, and AWS Fargate.
Public Sector · Mar 2023 — Feb 2024
Decoupled redesign of a government web platform: WordPress isolated in Fargate for journalists and static site served from S3 + CloudFront to the public. 80% cost reduction and 99.9% uptime.
Banking · Apr 2020 — Sep 2020
COVID-19 emergency response for an international bank: 20 unattended UiPath robots processing over 8,000 daily transactions under strict regulatory deadlines.
FinTech · Aug 2021 — Jun 2023
Asynchronous data extraction backend concurrently navigating the CMF and 10 Chilean banks, consolidating balances, credit lines, and debts refreshed every 20 minutes with under-5-second visualization.
Retail / Industrial · Jan 2022 — Jun 2024
Re-engineering 3 unstable robots to UiPath ReFramework with a pattern where any available machine assumes the Dispatcher role, lifting autonomous ticket resolution from 10-20% to 60%.
Public Sector · Jan 2023 — Jun 2025
CloudFormation and AWS CDK templates for reproducible QA and Production environments, paired with Locust load testing scaling from 20 to 400 concurrent users that eliminated HTTP 502/504 errors.
Energy / Public Sector · Jun 2022 — Jun 2026
Cloud financial optimization strategy via AWS Savings Plans and EC2/RDS Reserved Instances, driving down infrastructure TCO by 20% to 30%.
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