The short version The short version

Summary

Lead AI Engineer at BlackPrint Technologies, building LLM agents, GeoAI platforms and production ML. At BlackPrint: mireporte.ai market studies across 11 metro areas, GeoAI over 2.5M+ urban blocks and payment-acceptance scoring for ~5.5M merchants. For the Law Offices of Manuel Solis: legal LLM agents that cut document turnaround ~8×. Medical AI research, UTSA. BA Data Science, Berkeley; Master's in Applied AI, Tec.

Experience

1. 2025 – Present

   Current

   Lead AI Engineer

   BlackPrint Technologies · Remote

   • Led the map copilot's redesign into a tool-grounded agent (Copilot v2): 38 FastMCP tools with per-tool authorization, 53 user-confirmed UI actions and a 778-question blind-annotated gold eval set.
   • Architected a production WhatsApp agent that qualifies real-estate leads and books appointments via OpenAI tool calling, with a deterministic slot validator, human takeover and 13 golden evals.
   • Built GromAI Report Studio, grounding Claude site-report narratives behind a numeric firewall, claim ledger and anti-leak guard with deterministic fallback; 15 eval suites and 2,809 tests.
   • Built an expansion-planning OS demoed to three chains: Claude tool calling over deterministic services (87% prompt-cache hits, 58/58 Q&A audit) and a finance engine within +0.27% of public disclosures.
   • Led mireporte.ai, which turns a map point into a 25-section market study, from 3 to 11 metro areas: per-city data contracts that fail the build on drift, sha256 manifests, 19 ADRs and 5,043 tests.
   • Built an LLM-powered GeoAI platform for 2.5M+ urban blocks and a multi-brand site selector (63,724 blocks, 117 municipalities) whose v1.2 sales model cut leave-one-out MAPE from 106% to 22%.
   • Scored the payment-acceptance propensity of ~5.5M merchants for a global payments network (45 GB Postgres to a 70 MB Parquet via DuckDB) and reconciled 230,553 business records with MiniLM embeddings.
   • Built logistics optimizers: an exact MILP (HiGHS) partner selector on a 4,851-pair OSRM drive-time matrix for a digital pharmacy, and VRP routing for a pharma distributor's 3,100+ pharmacy pilot.

2. 2025 – Jul 2026

   Lead AI/ML Engineer (Consulting)

   Law Offices of Manuel Solis · Remote

   • Led custom LLM agents for T-Visa declarations and cover letters, cutting turnaround from ~2 hours to ~15 minutes per document (~8× faster).
   • Built a meeting-intelligence platform with Speechmatics transcription, GPT-5 structured summaries, Pinecone search and group-based RBAC.
   • Automated email-to-case database ingestion and assignment.

3. 2025 – Jan 2026

   Visiting Student Researcher (Medical AI, volunteer)

   UT San Antonio · San Antonio, TX

   • Developed a multi-agent medical QA system grounded in PrimeKG (4M+ nodes, 33M+ edges) and Neo4j.
   • Reached 54.69% QA accuracy (+24.24 pp) with multi-hop reasoning and systematic evaluation.

4. 2023 – 2025

   AI/ML Engineer

   STRTGY · Remote

   • Built a RAG assistant for industrial real estate (Claude 3.5 Sonnet, FAISS; +90% response relevance, 85% faster queries) and GPT-4 Vision competitor mapping in ArcGIS (+82% decision confidence).
   • Built adaptive demand forecasting for a beverage-industry client (Prophet or SARIMA chosen per SKU history, with inventory optimization): +42% forecast accuracy and 30% lower inventory cost.

5. 2024 – 2025

   AI Engineer (Contract)

   PRODENSA · Remote

   • Built OCR + Llama 3.3 extraction for invoices, packing lists and customs documents (95% accuracy, 98% less processing time) with FastAPI, React/Vite and async PDF/CSV/XLSX ingestion.

6. 2022 – 2023

   Data Scientist

   BlackPrint Technologies · Berkeley, CA

   • Delivered property analytics with Google Maps geocoding (92% accuracy) and pandas/SQL ETL pipelines with 99.9% deliverable accuracy.

• BlackPrint Technologies · 2026

  mireporte.ai

  Point-Based Market Study Generator

  11 Mexican Metro Areas5,043 Passing Tests

• BlackPrint Technologies · 2026

  Pharma Field Sales

  Route-Optimized Execution Platform

  3,100+ Pharmacies260+ Endpoints

• BlackPrint Technologies · 2026

  Acceptance Radar

  Merchant Payment-Acceptance Propensity Platform

  ~5.5M (National)594,068 CDMX POIs

Skills

GenAI / LLM

RAGAgentsLangGraphLangChainFine-tuning (LoRA)EmbeddingsFAISSPineconeSpeechmatics

LLM platforms

OpenAI (GPT-4o / GPT-5)ClaudeGeminiLlama

ML / DL

PyTorchTensorFlowscikit-learnXGBoostLSTMForecasting

Geo

GeoPandasMapLibre GLMapbox GLTurf.jsH3ArcGISQGIS

Data

PythonSQLBigQueryRedshiftpandasNumPyNeo4jMongoDB

Backend / Cloud

FastAPINode.jsTypeScriptNext.jsGoogle CloudTerraformMLflowDocker

Certifications

• Enterprise Data Science in Practice

  IBM SkillsBuild · Mar 2025

  Verify

• Data Analysis with Python

  Cognitive Class (IBM) · Mar 2025

  Verify

• Sutardja Center for Entrepreneurship Certificate

  UC Berkeley, Sutardja Center for Entrepreneurship & Technology · Fall 2022