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Leandro FerrazLF
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Leandro Ferraz

@leandroferraz

I build reliable multi-agent AI systems, LLM platforms, RAG pipelines, and data infrastructure.

United States
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What I'm looking for

I'm looking to build reliable AI products, including multi-agent systems, LLM platforms, and RAG solutions, while applying my data engineering and technical leadership experience.

At BairesDev, I design and implement multi-agent orchestration systems with web search integration, artifact passing, and specialized agents.

I build provider-agnostic LLM layers supporting OpenAI and on-premise models, with Pydantic structured output, async execution, configurable timeouts, and thread persistence. I also engineer observability and reliability features including token tracking, content moderation, prompt degradation, and robust error handling.

Previously at BeyondRisk AI-6, I led AI work across specialized LLM training, database ontologies, multi-agent security solutions, and Retrieval-Augmented Generation pipelines. I also developed contextual data views, SQL Q&A training pairs, and fine-tuning orchestration data models.

My background includes data engineering at AvantStay, where I modeled and implemented a ClickHouse data warehouse, automated data processing, and delivered ETL and ELT systems in Python.

Experience

Work history, roles, and key accomplishments

BairesDev logoBA
Current

AI Software Engineer

Nov 2025 - Present (10 months)

Designed and implemented a multi-agent orchestration system with specialized agents, including web search integration and artifact passing between agents.

Developed a provider-agnostic LLM abstraction layer supporting OpenAI and onpremisse models, with structured output via Pydantic, async execution, configurable timeouts, and thread persistence.

Engineered LLM reliability and observability feat

BeyondRisk AI-6 logoBA

AI Team Leader

Jul 2024 - Nov 2025 (1 year 4 months)

Train small, specialized LLMs to enhance performance on domain-specific tasks.
Engineer database ontologies to improve LLM comprehension of complex customer data structures.
Design and implement multi-agent AI solutions for security and new product development use-cases.
Develop and optimize Retrieval-Augmented Generation (RAG) pipelines for accurate, data-driven responses.

BeyondRisk AI-6 logoBA

Data Engineer

Aug 2023 - Jul 2024 (11 months)

Developed a contextual data view and crafted SQL-based Q&A pairs to train a GPT-based AI model.
Engineered a data model for a fine-tuning orchestrator, enabling streamlined LLM customization.
Executed prompt engineering and fine-tuning for multiple LLMs, significantly improving their performance.

AvantStay logoAV

Senior Data Engineer

Nov 2021 - May 2023 (1 year 6 months)

Modelled and implemented the company Data Warehouse using ClickHouse.
Perform ETL, ELT operations and administration using modern tools, programming languages (mainly Python) and systems securely and in accordance with enterprise data standards.
Assemble, model, transform large complex sets of data that meet non-functional and functional business requirements into a format that can be analyzed.
Au

Sidia Instituto de Ciência e Tecnologia logoST

Latin PE

Dec 2019 - Oct 2021 (1 year 10 months)

Homologation plan of all Samsung handheld devices in Chile and Mexico
Agreements with carriers(Telefonica, Claro/Telcel, Entel, …) to simplify homologation process and/or reduce duration.
More than 2000 releases homologated yearly.
Facilitated effective communication and collaboration between Sidia development and QA team members with the carrier´s Technical Account Managers.

ICTS logoIC

Technical Sales Manager

Aug 2019 - Nov 2019 (3 months)

Collaborated closely with cross-functional teams (developers, designers, marketers, and quality assurance) to ensure that the product meets customer needs and is delivered on time and within budget.
Development of technical proposals for industries in Manaus´ manufacturing center.

IATECAM - Instituto Ambiental e Tecnológico da Amazônia logoIA

Consultor de desenvolvimento de negócios

Oct 2016 - Mar 2018 (1 year 5 months)

New polices introduction to customer development and retention.
Over 6 million in projects sold.
Developed partnership that allowed development cost reduction, quality improvement and unlocked new markets.
Customer relationship management
Actively seeks input and feedback from stakeholders (customers, partners and executive team) to ensure that the product meets their needs and expectations.

INDT - Instituto de Desenvolvimento Tecnológico logoIT

Gerente de Projetos

Mar 2012 - Jun 2015 (3 years 3 months)

Project prospection.
Project and proposals creation.
Stakeholder expectation management.
Plan and monitor the approved project’s cost centers.
Plan and monitor the project’s resources, activities and schedule.
Define and prioritize the project’s activities together with the customer.
Effective communication with stakeholders about significant events.
Project Risk Management.
Change Request Managem

INDT - Instituto de Desenvolvimento Tecnológico logoIT

Project Leader

Apr 2009 - Mar 2012 (2 years 11 months)

New test platform for all Windows Phone devices. This platform performs all telecom required tests and tests all the phone features. This project was also responsible to evaluate, calibrate and approve the test equipment developed by Nokia supplier.

Develop several projects to improve Nokia mobile devices test efficacy and efficiency.

Develop a web solution to perform automatically the Nokia Ma

CEPEL logoCE

Analista de sistema

Nov 2004 - Mar 2005 (4 months)

Development of a monitoring system for Thermoelectric industries in Labview
Implement machine learning techniques to predict failure in Thermoelectric industries.
Implement the automation of Eletrobras Research Laboratory (LASEE) tests

Education

Degrees, certifications, and relevant coursework

UA

Universidade Federal do Amazonas

Mestrado em Engenharia, Engenharia de Produção

2009 - 2012

Universidade Federal do Amazonas logoUA

Universidade Federal do Amazonas

Master of Engineering, Production Engineering

2009 - 2012

Pursued a Master's degree in Production Engineering at the Federal University of Amazonas from 2009 to 2012.

FJ

Federal University of Rio de Janeiro

Bacharelado, Ciência da Computação

1996 - 2002

Federal University of Rio de Janeiro logoFJ

Federal University of Rio de Janeiro

Bachelor's Degree, Computer Science

1996 - 2002

Earned a Bachelor's degree in Computer Science from the Federal University of Rio de Janeiro from 1996 to 2002.

Tech stack

Software and tools used professionally

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