Hello, I am Jose Manuel
Applied AI Engineer with experience in LLMs, agents, RAG, automation and application security. I design and implement tool-enabled workflows with evaluation, traceability and human review to turn models into reliable, usable systems.
Experience
01July 2023 - Present | Buenos Aires, Argentina
Design, execution and maintenance of manual and automated tests for internal systems, web applications and embedded products. Test planning, test-case design, results documentation, defect follow-up and collaboration with analysis, development, engineering, laboratory and production teams.
Application security and security assessments
Web application analysis, authentication, authorization and input-validation reviews, vulnerability identification and technical reporting for engineering teams and clients.
Diagnostics, repair and quality control
Electronic equipment diagnostics and repair, functional testing, component replacement, inventory control and support for production processes.
Selected projects
02QA platform for manual, automated and AI-assisted execution, evidence, traces, reporting and release traceability.
Full-stack web video editor with a non-linear timeline, Remotion rendering, audio, captions and a Gemma 4B AI assistant that executes actions on the project.
Communication hub with hybrid RAG, embeddings, governed knowledge, specialized agents, multi-provider LLM integration, traceability and human review before responding.
Bridge between a local API and ChatGPT to automate queries, attach images, capture responses, preserve state and recover from interface errors.
Application to create, adapt and publish CVs with reviewable AI proposals, job compatibility analysis, ATS exports and privacy by default.
Defensive agent to analyze sources, classify evidence, prioritize risks and prepare reports for application and LLM-based system security.
Property and services platform development, along with Biuler's digital identity and presence.
Applied AI
03Ingestion, chunking, embeddings and hybrid retrieval to provide approved sources to an LLM context.
Support, sales and bug-agent workflows integrating tools, APIs, state, risk policies and human review.
Endpoint and agent testing, prompt evaluation, guardrails, traceability and defensive AI-risk analysis.
Capabilities
04LLMs, RAG, agents, tool integration, evaluation and reliable workflows.
Python, FastAPI, APIs, PostgreSQL, Redis, Docker, Linux, VPS and web deployments.
Functional, integration, regression, browser automation, evidence and quality metrics.
OWASP ZAP, Burp Suite, Nmap, access reviews and input validation.
Education & credentials
05Instituto de Formacion Tecnico Superior | Buenos Aires
Educacion IT | Buenos Aires
Codo a Codo 4.0
Amazon Web Services
Cisco Networking Academy
Contact
Available for opportunities in QA, applied AI, automation, application security and software development.