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I help financial institutions and businesses strengthen their risk management frameworks, improve decision-making, and transform complex data into meaningful business insights. As a Financial Risk Consultant and Credit Risk Coordinator, I specialize in Credit Risk, Operational Risk, Business Continuity, Contingency Planning, financial analytics, and regulatory reporting. My work combines strong business knowledge with advanced analytical skills using Excel, Power BI, SQL, and Python. Throughout my career, I have designed executive dashboards, developed risk monitoring frameworks, analyzed credit portfolios, implemented operational risk methodologies, prepared contingency and business continuity plans, automated reporting processes, and supported management with data-driven strategic decisions. My expertise includes: • Credit Risk Management • Operational Risk Management • Enterprise Risk Management (ERM) • Business Continuity Planning (BCP) • Contingency Planning • Financial Risk Analysis • Portfolio Performance Analysis • Risk Dashboards & KPI Development • Regulatory & Executive Reporting • Power BI Dashboard Development • Advanced Microsoft Excel • SQL Data Analysis • Python Data Processing • Data Cleaning & Validation • Business Process Improvement I am committed to delivering accurate, well-structured, and practical solutions that help organizations manage risk, improve operational efficiency, and make informed decisions. Whether you need a risk assessment, an executive dashboard, a business continuity framework, or advanced financial data analysis, I focus on delivering high-quality work on time and with attention to detail. Let’s work together to turn your data into reliable insights and your risk management challenges into practical solutions.

Full-stack developer specialized in React Native, Node.js, and modern AI integrations, with over a decade of experience building digital products end-to-end. I've led the development of AI-powered applications, including LLM-based agents, RAG-driven chatbots, and automated content pipelines, alongside cross-platform mobile apps for iOS and Android (a bilingual wellness app, a real-time chat and geolocation MVP, and more). On the web side, I build with React, Next.js, and TypeScript, backed by Node.js, Supabase, and PostgreSQL. Clients consistently highlight my clear communication, attention to detail, and reliability — reflected in my 100% Job Success score on Upwork. If you need a developer who can ship production-ready web, mobile, or AI-powered products, let's talk.

Software Engineer with extensive experience (10+ years) working remotely with US and international companies to build scalable web applications, cloud infrastructure, backend systems, and AI-powered products. I specialize in full-stack development, AWS cloud architecture, DevOps, and AI/LLM integrations. My expertise includes implementing Generative AI features, LLM-powered workflows, AWS Bedrock integrations, AWS Personalize recommendation systems, automation pipelines, and production-ready SaaS platforms. I manage the full software lifecycle, from architecture and backend development to frontend implementation, deployments, monitoring, optimization, and continuous product improvement. Core Areas of Expertise ✓ Full-stack web application development ✓ AI/LLM application development ✓ AWS cloud architecture and DevOps ✓ AWS Bedrock and Generative AI integrations ✓ Backend APIs, automation, and scalable systems ✓ SaaS product development

I've spent 5+ years building ML / AI systems that work in production, not just in notebooks. If you need a RAG pipeline that actually retrieves the right answers, an LLM integration that handles edge cases gracefully, or an AI agent that automates real workflows, that is exactly what I do every day at scale. Results from recent work: • Built LLM-based automation for one of the largest airlines in LATAM using LangChain and FastAPI, reducing human-hours on repetitive processes by ~40% • Developed a GenAI platform at a company serving millions of daily users (Rappi), including LLM fine-tuning that improved first response time by ~20% • Designed RAG systems with PGVector and ChromaDB for internal knowledge retrieval across enterprise teams • Implemented AI Automation workflows using platforms like n8n. • Deployed production microservices with FastAPI and Docker on GCP and AWS • 100% Job Success Score on Upwork. Every client rated 5 stars. What clients hire me for: • RAG systems and knowledge bases (document ingestion, hybrid retrieval, reranking) • LLM integration and fine-tuning (OpenAI, open-source models, domain-specific training) • AI agents and workflow automation (LangChain, LangGraph, tool-use pipelines) • Production ML microservices (FastAPI, Docker, cloud deployment) • AI strategy and architecture consulting Technical stack: • LLM/GenAI: LangChain, LangSmith, LangGraph, RAG, Prompt Engineering, Fine-tuning • ML/NLP: PyTorch, scikit-learn, sentence-transformers, embeddings, vector databases • Backend: Python, FastAPI, PostgreSQL, PGVector, Docker • Cloud/MLOps: GCP (VertexAI, Storage), AWS (S3), Apache Airflow • Data: SQL, Pandas, NumPy, Snowflake, BigQuery I work at a global consultancy (Thoughtworks), building AI solutions for enterprise clients during the day, and take on select freelance projects that align with my expertise. I bring the same production standards, documentation, and communication quality to every engagement. Published researcher (Springer, 2025). Two engineering degrees, including a B.Eng in Artificial Intelligence. Astronomer-certified in Apache Airflow. If your project involves LLMs, RAG, or production AI, send me a message with the details. I respond within a few hours and can usually scope a first milestone within 24 hours.

Experienced DevOps/Cloud Engineer with 5+ years of experience designing, implementing, and operating cloud-native infrastructure and CI/CD platforms across AWS, GCP, and Azure environments. Strong background in Infrastructure as Code (IaC) using Terraform, Terragrunt, and Ansible, combined with infrastructure validation and security tooling such as Terratest, Terrascan, and Checkov to ensure reliable, compliant, and production-ready deployments. Proficient in containerization and orchestration using Docker, Kubernetes, and Helm, with hands-on experience building automated deployment workflows using Atlantis, GitHub Actions, GitLab CI, Jenkins, TeamCity, and Bitbucket Pipelines. Experienced in implementing GitOps practices by managing Kubernetes workloads with ArgoCD, enabling declarative application delivery, version-controlled environments, and consistent deployments across development, staging, and production clusters. Strong scripting capabilities in Bash and Python for automation, operational tooling, and system management. Experienced in building secure and hardened infrastructure artifacts, including creating hardened VM images using Packer and building secure Docker base images following container security best practices. This includes minimizing attack surface, applying CIS-aligned configurations, removing unnecessary packages, and integrating vulnerability scanning into CI pipelines to ensure images meet security and compliance requirements before deployment. Adept at implementing monitoring and observability platforms using Prometheus, Grafana, OpenTelemetry, Loki, Tempo, and the ELK/EFK stacks (Elasticsearch, Logstash/Fluentd, Kibana), enabling comprehensive metrics, logs, and tracing visibility for cloud-native systems. Deep understanding of Linux and Windows server environments, with extensive experience configuring and operating web servers including NGINX, Apache, and IIS.

I turn complex geographic information, rough plans, GIS data, spreadsheets, sketches and existing maps into clear, accurate and visually compelling maps for print, presentations, reports, exhibitions and digital use. For more than 25 years, I have worked at the intersection of cartography, GIS, graphic design and illustration. My projects range from publication and book maps to property developments, tourism maps, environmental studies, museum graphics, corporate presentations, trail networks, infrastructure projects and interactive web maps. Many clients come to me with material that is technically correct but difficult to understand or visually unsuitable: an ArcGIS export, survey drawing, AutoCAD plan, shapefile, spreadsheet of locations, Google Earth reference, hand-drawn sketch or outdated map. I transform that material into a polished communication product while preserving geographic accuracy and making future updates practical. My work includes: • Custom cartographic design and map illustration • GIS analysis, spatial modeling and data preparation • Property development, subdivision and site-plan maps • Tourism, resort, trail, park and visitor maps • Editorial, book, historical and educational maps • Environmental, climate and scientific mapping • Executive presentation maps and infographics • Terrain visualization, shaded relief and 3D mapping • Large-format exhibition and wall graphics • Interactive web maps and editable vector map systems I regularly deliver layered Adobe Illustrator files, print-ready PDFs, SVGs, high-resolution raster graphics, GIS datasets, KML/KMZ files and web-ready outputs. Clients have included the World Bank, USAID, DAI Global, the Charles Darwin Research Station, the Swedish Forest Agency, Expedition Map LLC, engineering consultancies, publishers, universities, tourism organizations and government agencies. Software: ArcGIS Pro, QGIS, Adobe Illustrator, Adobe Photoshop, Blender, Python, FME, SAGA GIS, PostGIS and Leaflet. The result is not merely a map that is technically correct. It is a map designed for its audience, purpose and final format.