Tiago Muchagato
Full Stack AI Transformation Engineer
About
Hi, I'm Tiago š, a Full Stack AI Transformation Engineer at 
BNP Paribas. I build AI agents and automation solutions that improve efficiency and reduce costs.
I hold a B.Sc. in Computer Engineering from 
ISCTE. My current stack includes Python, LangChain, FastAPI, React, and PostgreSQL. Previously, I spent three years as a Full Stack Developer in a Front Office team, building web applications and integrating APIs across enterprise systems.
This site is self-hosted on my own infrastructure.
š§ Focus Areas: AI Agents & Automation, Full-Stack Development, Digital Transformation.
Latest News
Check out CogniLight, a full-stack portfolio project simulating a smart city lighting network with real-time telemetry and AI-powered analysis
Check out CogniLight, a full-stack portfolio project simulating a smart city lighting network with real-time telemetry and AI-powered analysis
muchagato.dev launched!
muchagato.dev launched!
Check out my latest work
CogniLight
CogniLight
Smart city lighting simulation with 12 sensor-equipped poles generating real-time telemetry. Features live dashboards, an animated street scene, and an AI chat interface for natural language queries over the data.
Skills
Work Experience
BNP Paribas
BNP Paribas
Full Stack AI Transformation Engineer
Global Primary Credit ā Digital & Transformation
- Identified automation gaps across team workflows and led end-to-end design and delivery of tailored AI solutions, streamlining key business processes across the team
- Unified fragmented tooling by architecting a full-stack AI platform (React, Python, FastAPI, FastMCP) that consolidated multiple standalone tools into a single portal, reducing operational overhead and context-switching for users
- Eliminated manual multi-step workflows by developing an LLM-powered orchestrator with MCP tool-calling, enabling users to complete complex tasks through natural language prompts
- Accelerated platform adoption by delivering live demos and a townhall presentation to hundreds of clients, communicating complex AI capabilities to non-technical audiences
- Contributed to bank-wide AI strategy by participating in a transversal monitoring initiative, gaining visibility over AI projects
- Sustained delivery across a distributed team by actively coordinating with colleagues across Portugal and London, ensuring consistent progress and alignment on shared goals
BNP Paribas
BNP Paribas
Full Stack Developer
Global Markets Front Office ā Digital Marketing Solutions
- Modernised document generation by developing and maintaining a full-stack application (Angular, C# .NET, SQL), enabling automated monthly refresh of hundreds of public-facing documents and replacing legacy VBA macro-driven update cycles
- Improved data consistency by building pipeline logic that feeds the golden source database from external APIs and analysis tools, reducing reliance on manual data entry and minimising the risk of stale or inconsistent records
- Enabled a multilingual newsletter publication workflow by building a Python tool leveraging internal LLM API calls to publish translated drafts for internal review and schedule final delivery to clients ā recognised with a Synergies Pitch-In Award
- Delivered targeted quick-win automation by building VBA tools for business users