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linaresrivas/README.md

Gonzalo L. Linares-Rivas

AI Engineer · Agent Architect · AI Governance

AI, cloud, and data solutions for government and enterprise — with explainability, auditability, and privacy as first-class requirements.

Website LinkedIn Email Organization

75+ clients · 16 industries · 250+ OLAP cubes & analytics modules · 15+ AI / agent systems & products · ex-Intel
75+ clients across full career · 10+ actively tracked under GL-Solutions.AI · full catalog under private archive

🎤 U.S. Department of State — Speaker Program · invited expert on AI & Digital Transformation · worldwide via U.S. embassies & consulates
🤝 Member, Board of Directors @ AccessAI · AI awareness & training for underserved groups


🚀 About

I'm a Tech OG with experience, partners and techies transforming and innovating businesses through AI, cloud, and data analytics. My career spans oil, retail, pharmaceuticals, telecommunications, and government — delivering multimillion-dollar impact by turning bold visions into production systems.

Today I lead GL-Solutions.AI, where we design and deliver systems where explainability, auditability, and privacy are first-class requirements, not afterthoughts.


🛠️ Skills

Python · FastAPI · Next.js · JavaScript · Streamlit · SQL · Oracle · SQL Server · PostgreSQL · Azure · GCP · Azure Functions · Azure OpenAI · AI & LLMs · Agentic Systems · MCP · Claude API · n8n · Data Engineering · Medallion Architecture · SSAS / OLAP · Power BI · TIBCO Spotfire · DAX · Docker · GitHub Actions · Bicep / IaC · Data Governance · GDPR / PII · Compliance · Shell Scripting

Top Languages


💡 What I build

  • 🧠 AI & Agentic Systems — LLM applications, multi-agent pipelines, Claude API + Azure OpenAI integrations, MCP tool ecosystems, agentic architectures grounded in real operational constraints
  • ☁️ Cloud Architecture — Azure (Fabric, Data Factory, Functions, Bicep IaC), GCP, split-plane government + commercial deployments
  • 🗄️ Data Engineering — Medallion (Bronze / Silver / Gold), schema contracts, lineage, data quality gates, Oracle + PostgreSQL + SQL Server pipelines
  • 🏛️ Legacy Modernization — Mainframe, Magic xpa, packaged-CMS migrations to modern web stacks (FastAPI + Next.js); SSAS 2000 / OLAP to cloud-native analytics
  • 🛡️ Governance & Compliance — CJIS, NIST 800-53, IRS 1075, GDPR, CCPA, ADA / WCAG 2.1 AA, Section 508, PDF accessibility (ISO 32000), PII detection
  • 📊 BI & Analytics — Power BI + TIBCO Spotfire governance, health scoring, refresh reliability, DAX + SQL optimization; SSAS/OLAP cubes across 20+ industries
  • ⚙️ Platform & Dev Tooling — AI-assisted engineering frameworks, CI/CD automation, repo ops, reusable cross-client standards, homelab automation (n8n, Docker, MCP)

📊 Project Portfolio

Notable clients & sponsors: U.S. Department of State · LinkedIn · Intel · Cognizant (3Cloud) · TIBCO Spotfire · Geonosys · ING · Procter & Gamble · BP (British Petroleum) · Walmart · Sanofi · Bristol-Myers Squibb · PEMEX · Telcel (América Móvil) · Telefónica · Televisa · Volaris · Banco Azteca · BANXICO · Progresa / Oportunidades · Superior Court of California

Every client below corresponds to a real engagement with archived deliverables (most under NDA; bytes preserved on private storage).

Industry Clients delivered Focus Areas
AI / SaaS (own products) GL-Solutions.AI — Lucy · Lucy 2.0 · Text2SQL · GDPR DB Scanner · EnvMaker · OPS (Azure observability) · AZ_ImageComparison (vision) · Linkedin_img2insight (chart extraction) · OZMetaDB · Engineering Framework · AI Eval Framework Multi-Agent · RAG · MCP · LLM Evaluation · AI Governance · PII / Compliance
Big Tech / Enterprise Tech LinkedIn (3 GenAI engagements via 3Cloud) · Cognizant (3Cloud) · TIBCO Spotfire (AI eval framework) · Geonosys (ID1 + Adaptive Analytics) · Elile (LangGraph multi-agent OSINT) · Intel Corporation (15-yr in-house: 80+ analytics solutions, 4,000+ users, COE leadership) GenAI · Vision · Text-to-SQL · GDPR · Multi-Agent · Eval · Big Data · ML
Government & JusticeU.S. Superior Court of California (San Francisco) · U.S. Department of State (Speaker Program) Court modernization · ADA / WCAG 2.2 AA · PDF/UA-1 · BI governance · diplomatic engagement
Government & JusticeMexico Federal PEMEX (gov-side, 3 entities) · PEMEX-GAS · PEMEX-PEP · SEDESOL · LICONSA · BANXICO (Banco de México) · Consejo de la Judicatura Federal (CJF) · Secretaría de Salud (Seguro Popular era) · Progresa / Oportunidades (federal CCT, 13 cubes — world-recognized poverty-reduction program) · IAVE (federal toll-tag system via CAPUFE) · DICONSA (REFAC) · I+D Mexico · AMECE / FEA / Solcedi (CFD e-invoicing compliance) · FONACOT Data Warehousing · Fraud Detection · Federal BI · Social-impact analytics · Compliance
Government & JusticeMexico State / City GDF (Gobierno de la Ciudad de México — Dirección de Ingresos) · Miguel Hidalgo (Mexico City delegation) · UNAM Municipal DW · Budget analytics · Academic BI
Oil & Gas BP (British Petroleum) México · PEMEX (Natural Gas Division + 3 divisions) · PEMEX-GAS · PEMEX-PEP · Gas Natural Mexico Financial DW · Fraud Detection · Operations · BSC + OLAP + DataMining
Consumer Packaged Goods Procter & Gamble Mexico (5 engagements / 8 CABs + KBD) · Black & Decker · Kraft Foods México · Sigma Alimentos (ALFA Group) · Gamesa-Quaker (PepsiCo Mexico) · Whirlpool · Chocolate La Corona · Coffee Factory Sales Analytics · Market-Basket Discovery · Pricing · POS · DSD distribution
Pharma & Healthcare Bristol-Myers Squibb México · Sanofi-Aventis (Aventis pre-merger) · Genomma Lab Internacional · ETMS (Electronic Territory Management) · CIDMEX · MAYPO Sales & Marketing Analytics · Pricing · Distribution warehouse
Retail & Commerce Walmart · Sanborns (Grupo Carso, 5 cubes) · Liverpool (El Puerto de Liverpool) · CMR (Compañía Mexicana de Restaurantes) POS · Sales · Market-Basket · Loyalty (Tarjeta Dorada)
Financial Services ING (fraud-detection — saved $millions) · BP (British Petroleum) LATAM Finance (15 cubes) · GNP Seguros (Grupo Nacional Provincial) · Grupo Lorant (Lorant Martínez Salas — broker, 4 cubes) · ABM (Asociación de Bancos de México) · Banco Azteca (Grupo Salinas) · Marsh · Genesis Seguros Financial DW · Audit · Risk · Insurance · Banking · Fraud Detection
Telecom TELMEX (Teléfonos de México, 5 cubes) · Telcel (América Móvil) · Telefónica Movistar México · Pegaso (now Telefónica) · BESTEL (now Megacable Empresarial) · TELMEX-Cleansing (R&D engagement) · New Millenium (NMT + TMA) Billing / CDR Analytics · Data Cleansing · Network Operations
Logistics & Distribution SAFCO (13-cube dairy distribution) · FEMSA (Fomento Económico Mexicano) · OGASA (Mexican customs broker / IMMEX) · OMA (Operadora Mexicana de Aeropuertos) Supply Chain · Operations · Distribution · Customs
Media & Entertainment Televisa · Cinemex (IT Security audit + Workflow review) · Melate / Pronósticos (Mexican lottery) Sales · Billing · Audience Analytics · IT Security
Airline Volaris Sales Analytics
Real Estate / Construction Las Trojes (Fraccionamiento) Marketing site · Admin panel
Web & E-commerce (early career) Promoclave · Teacari · Artesanías de México · Expertopolis · Intelligence · IMEF · Cenneg · Cibeles Classic ASP · Flash · MySQL · Access · early web stacks
Nonprofit AccessAI (Member, Board of Directors) Board governance · AI ethics · equitable access

Totals: 75+ clients · 16 industries · 250+ OLAP cubes & analytics modules · 80+ internal analytics solutions at Intel · 11+ GL-Solutions.AI products · 15+ AI / agent systems & products.

Many client repos contain multi-cube suites (e.g., SAFCO = 13, BP Finance = 15, Progresa / Oportunidades = 13, P&G = 8 CABs, MAYPO = 6, TBD = 6, TELMEX = 5, Sanborns = 5, CMR = 5, Lorant = 4). Full catalog under private archive.


💼 Featured Projects

  • 🎤 U.S. Department of State — Speaker Program — Invited expert speaker on AI & Digital Transformation; engaging global audiences via U.S. embassies and consulates worldwide
  • 🤝 AccessAI (501(c)(3) nonprofit) — Member, Board of Directors. AI awareness, training, and equity for underserved communities
  • 🏛️ Superior Court of California (San Francisco County) — Juvenile data warehouse, legacy Magic xpa → modern web migration, Power BI governance, ADA / WCAG compliance
  • 🏢 Intel Corporation — Enterprise ML, AI image recognition, Big Data platform; IT Site Leader Silicon Valley HQ; 14+ awards including "Best IT Site Manager Ever"
  • 🧠 LinkedIn — Enterprise GenAI Assistant — GenAI assistant for workplace operations (delivered via 3Cloud / Cognizant)
  • 🧠 LinkedIn — GenAI Workplace Insights (v2) — GenAI-powered insights for internal workplace data
  • 🔍 Elile — Deep-Research Platform — Multi-agent OSINT (LangGraph Supervisor + Research / Analysis / Verification / Risk agents; Claude + GPT-4o + Gemini)
  • 🆔 Geonosys — ID1 Identity Resolution — Enterprise identity-resolution agent; LangGraph multi-agent workflow (query → intent routing → data fusion → resolution → report); multi-LLM (Anthropic + Google + Mistral); FastAPI + Django + Docker
  • 📊 Geonosys — Adaptive Analytics Platform — AI-driven self-evolving analytics with zero-code model generation; 21 model types delivered in 30-day sprint (94% completion); Neo4j + LangGraph; multi-LLM
  • 🧪 TIBCO Spotfire — AI Eval Framework — Contributed to Spotfire Copilot evaluation framework; Azure AI Evaluation SDK, GPT-4o / GPT-4.1-mini / Phi-4, LangSmith, production eval pipelines
  • 🛡️ 3Cloud / Cognizant — AI Privacy & GDPR App — PII detection + data-privacy project management for Fortune-50 customers
  • 🤖 GL-Solutions.AI — Lucy — Agentic AI platform: 130+ MCP tools, Multi-Agent RAG, cognitive memory, Anthropic + OpenAI + Azure
  • 💬 GL-Solutions.AI — Text2SQL — Natural-language enterprise database interface
  • ⚙️ GL-Solutions.AI — Engineering Framework — Cross-client AI-assisted development standards, git workflow, code review
  • 📊 GL-Solutions.AI — AI Eval Framework — Azure AI Evaluation SDK (GPT-4o + Phi-4 + LangSmith) for production LLM testing
  • 💰 ING (financial services) — Fraud-detection analytics system that saved millions and triggered new employee policies
  • PEMEX (Natural Gas Division) — 20-TB analytics platform for risk, prediction, fraud, and labor performance; 400+ users; multi-domain decision support

🏆 Proud Moments

  • 🏅 Recognized with 14+ awards for innovation, revenue, business-unit growth, and leadership — including "Best IT Site Manager Ever" (2023)
  • 💰 Saved millions through a production fraud-detection system using advanced analytics
  • 📈 Optimized worldwide operations with data-driven strategies across multiple industries

🎓 Education & Certifications

  • Bachelor of Science in Computer Software Engineering
  • Stanford Continuing Studies — Business Intelligence, Statistics, Negotiations

Recent certifications:

  • Microsoft Certified: Azure AI Engineer Associate (ID: 7740B4CC97965F64)
  • Google Cloud Digital Leader (ID: g4622, 2024–2027)
  • Agentic AI Fundamentals — Architectures, Frameworks & Applications (LinkedIn, 2025)
  • Fundamentals of Agentic AI — Business Implications & Ethical Insights (LinkedIn, 2025)
  • Developing LLM Applications with LangChain (DataCamp)
  • Copilot Foundations · Computer Vision · NLP · Generative AI · Document Intelligence · Security Copilot · Semantic Kernel · Azure AI Services (Microsoft)
  • AI Ethics · Prompt Engineering · OpenAI API · PyTorch · Data Visualization (DataCamp)

(Full list on LinkedIn)


📫 Let's connect — gonzalo@gl-solutions.ai · LinkedIn · gl-solutions.ai

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    GitHub profile of Gonzalo L. Linares-Rivas — Founder of GL-Solutions.AI, Azure AI Engineer, Cloud Digital Leader.