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florenciasastre/README.md

Florencia Sastre

AI Operations & Transformation Lead

I help organizations bridge the gap between AI experimentation and operational reality.

My work focuses on designing AI-enabled workflows that connect LLMs, RAG systems, automation, business processes, and measurable outcomes.

I am not building AI as a side experiment. I build prototypes and operational systems that help teams work faster, make better decisions, and turn complex knowledge into usable workflows.

Focus

AI Transformation Re-engineering workflows for high-transaction digital environments and operational teams.

GenAI & Agentic Workflows Designing RAG-enabled and LLM-powered pipelines to support business processes, decision-making, and knowledge operations.

Operational Enablement Connecting technical architecture with stakeholder adoption, KPIs, ROI logic, and execution.

Tech & Tools

AI & Automation GenAI · RAG · LangChain · Gemini · Vertex AI · LLM-enabled Workflows

Data & Development Python · SQL · PostgreSQL · Docker · Machine Learning · NLP

Business & Operations AI Transformation · Business Operations · Workflow Automation · Process Optimization · KPI & ROI Measurement

Background

10+ years across iGaming, tech, marketing operations, and digital business ecosystems.

Currently focused on practical AI systems that help organizations move from experimentation to adoption: clearer workflows, smarter operations, better decisions, and measurable business value.

📫 hello@florenciasastre.com | LinkedIn

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  1. agromonitor-ai-platform agromonitor-ai-platform Public

    Cloud-native AI platform for precision agriculture: IoT ingestion, RAG, deterministic irrigation logic and Gemini tool-calling agent on GCP.

    Python

  2. urbanplan-ai-permit-intelligence urbanplan-ai-permit-intelligence Public

    Forked from carlossevi17/entrega-mlops

    Multi-agent AI system for urban planning: permit feasibility, BigQuery-grounded cost estimation, dossier generation and MLOps-ready deployment.

    Python

  3. fintech-agentic-engine fintech-agentic-engine Public

    Forked from ygs1629/ia-project-2

    Stateful Agentic Financial Engine using LangGraph, FastAPI, and SQL for automated data analysis, forecasting, and operational alerting.

    Python

  4. multi-agent-fashion-os multi-agent-fashion-os Public

    Multi-agent commerce workflow for second-hand fashion trust, fit validation, fraud screening and secure transactions.

    Python

  5. integrity-gateway integrity-gateway Public

    Middleware for deterministic LLM policy enforcement, compliance, and regulatory governance.

    Python

  6. resilient-brand-ops-pipeline resilient-brand-ops-pipeline Public

    Fault-tolerant pipeline for automated visual asset generation, featuring dynamic rate-limit handling and stateful orchestration.

    Python