Samuel Benuzillo Bemaras
ES Let's work together
Samuel Benuzillo
CDMX · San Diego · Remote

Samuel Benuzillo Bemaras

Chief AI Officer at Prepango · AI Solutions Architect · Multi-agent orchestration

I put AI to work inside real companies.

I find where an operation bleeds and fix it with AI that actually runs: autonomous agent teams, secure AI SaaS, and dashboards leadership trusts. Founder of MeshCode — the platform where AI coding agents work as one team — and today leading AI at Prepango, an automated-retail company.

Work with me
Builds with Claude Code Codex Cursor Cline MeshCode
Worked with and 40+ more businesses across Mexico, Costa Rica and the US
FEMSA Steren Procables Grupo Aries La Flor de
Córdoba Anfexi Prepango FEMSA Steren Procables Grupo Aries La Flor de
Córdoba Anfexi Prepango
In the pressBlue Mint Data · 2023
Tecnológico de Monterrey
CONECTA · Tecnológico de Monterrey
Tecnología y negocios: alumnos de CSF transforman empresas con datos “In an increasingly digital world, Blue Mint Data is dedicated to helping companies that fell behind and don't know how to start building a solid online presence.” Read the article →
Emprefinanzas
Emprefinanzas · Nov 22, 2023
Blue Mint Data, la startup mexicana que busca impulsar a las empresas hacia el éxito online “Data analysis is the backbone of how companies evolve — it turns raw information into decisions.” Read the article →

What I do

I turn into

  • manual work → work that runs itself
  • scattered data → one source of truth
  • guesswork → live decisions
  • AI pilots → AI in production
  • slow teams → AI-powered teams

Orders, restocks and reports move on their own — your people only step in when a decision needs them.

Sales, stock and finance in one place — everyone sees the same number and nobody reconciles spreadsheets again.

You see what's happening today, not last month — and act before it turns into a fire.

No more demos that die in a meeting: AI running on your real systems, audited and measured.

Your people keep their judgment and lose the busywork — the same team moves much faster.

What can I do with AI? Everything your operation needs.

Seven capabilities · one team
01 / 07

Real-time vision

Cameras → people, behavior, sales

Edge AI · no cloud videoFunnel per location

Speed & precision

Brief → production in weeks

Agents build in parallelTests + rollback, always

Automations

Work that runs itself

Trigger → AI → actionEvery run logged

Agent teams

24/7, on your systems

Commander + specialists + QATasks, not chats

Monitoring

Problems caught early

Sales · stock · uptimeThe alert carries the diagnosis

Team AI tools

Ask your company anything

Answers with sourcesDocuments in, reports out

In-house, not vendors

Own the system and the data

Your data stays yoursBuild once · run for pennies

How I work — step by step

Scroll · the stage follows the story
Step 01

I step inside your operation.

I sit with each team — your systems, your people, your day-to-day.

On-site or remoteWeeks, not quarters
Step 02

I map everything: processes, people, departments, tools.

Every handoff, screen and scheduled job: what's alive, what's dead, who waits on whom.

Process mapData modelLive/dead inventory
Step 03

I find where the money and the hours leak.

The hours don't leak inside each team — they leak in the handoffs between them. I rank each one by what it costs.

$ savedHuman hoursValue of better decisions
Step 04

I train specialized AI teams that learn your business.

Not generic assistants: a coordinated workforce that knows your knowledge base, your processes, your people and your tools — it surfaces bottlenecks and keeps improving how the company runs.

Multi-agent teamsTrained on your knowledge baseImproves continuously
Step 05

I build the fix with frontier AI — in production.

It ships inside the real workflow, on your own data — audited, with a human on the key steps.

In productionAuditedHuman on key steps
Step 06

Your team stops firefighting and starts looking ahead.

Efficient inside, ahead outside: faster than the competition, chasing new opportunities.

Beat the competitionNew opportunitiesNever left behind

Products I built

Shipped · in production
Founder & architectLive · PyPIAcquisition talks · live

MeshCode

meshcode.io

Real-time collaboration infrastructure that turns lone coding-agent instances — Claude Code, Codex, Cursor, Cline — into one coordinated team working in parallel across machines: shared memory and context, task boards to split the work, MCP messaging between agents, QA in the loop and a live dashboard to orchestrate it all. Ships as a published Python CLI (pip install meshcode) and runs Prepango's AI team in production today.

245,150messages in the mesh
8,996in the last 7 days
37agents active this week
211agents registered
6,166tasks closed

Live from the MeshCode database

PythonTypeScriptReact 19SupabaseMCPCloudflare
Visit site
zylo.com.mx landing pagezylo.com.mx ↗

ZYLO

Live · 30+ stores

Total control of a retail network: sales, attendance, P&L per store, WhatsApp AI reports and price monitoring for franchises and chains.

30+stores
$120M+MXN sales analyzed
+15–31%YoY growth, every month
Visit zylo.com.mx
BitPulse — geospatial map of MexicoBitPulse · live map

BitPulse

Live · demo access

Geospatial intelligence for Mexico: 50M+ public data points — DENUE, census, socioeconomic level, crime, transport, cell towers, people flow — scored by zone on one queryable map.

50M+data points
Nationwidecoverage
PostGIS+ FastAPI
Explore BitPulse live Opens in a new tab · read-only demo account · the map loads 50M+ points, give it a few seconds
Just for fun · personal research

A real fruit-fly brain, waking up

I downloaded the complete brain of a fruit fly — the FlyWire connectome: 139,255 neurons and 3.87 million synapses, reconstructed from electron microscopy — and I'm slowly turning it into a digital fly that runs on its own: the real wiring driving a simulated body, no hand-written behaviour. The organism now runs on BANC, the newer connectome that adds the nerve cord: 158,262 neurons.

Today the brain is alive (taste → motor neurons, vision → optic lobe) and the body walks at ~5 mm/s with a tripod gait 16% of the time — and still falls over. Not a model of a fly: the fly's own wiring.

158,262neurons · live
3.87Msynapses
16%tripod gait · measured
Vivario: the fly, driven by its own connectome, walking in its boxVivario: close-up of the simulated bodyVivario: the box — food drops, odours, a looming discVivario: live activity of the neurons — orange fires, blue goes quiet
FlyWire v783 · BANC (Princeton · Cambridge, Nature 2024) · CC BY 4.0 · body: NeuroMechFly (EPFL) A fly walks this card · hover it and it takes off
In
Brain
Out
Point at the cloud to name a class 16,000 of 139,255 neurons · real positions · motor and endocrine over-sampled to stay visible

The story, in order

WorkEducationProductCertification
  1. 2021Where it starts
  2. Tecnológico de Monterrey
    Education

    Tecnológico de Monterrey CSF — B.Sc. Business Intelligence

    Ciudad de México · Bachelor's Degree · Top 10% of class

    Data, statistics and systems — the foundation everything else is built on.

    PythonRSQLTableauPower BI
    Graduation, Tecnológico de Monterrey Campus Santa Fe, June 2025On stage at the graduation ceremony — AI with business impact concentrationDegree in Business Intelligence, Tecnológico de Monterrey
  3. Grupo Bituaj
    Work

    Sales Agent — Grupo Bituaj

    Insurance · real estate, vehicles, high-value assets

    Top-performing agent with a trusted-advisor reputation who consistently exceeded targets. Learned to sell, negotiate and listen before learning to build.

  4. 2023First company
  5. Blue Mint Data
    Work

    Founder & Lead BI Consultant — Blue Mint Data

    bluemintdata.com · independent consultancy · web, e-commerce, data, AI integration

    Founded and scaled a digital-solutions company: data pipelines, dashboards, AI integration, end-to-end delivery, sales and client acquisition.

    • BI consultant for a pharmaceutical company and for a nearshoring talent-recruiting firm — data pipelines, KPI dashboards and reports leadership actually used.
    • 40+ clients across industries and countries.
    • Now under new leadership — active equity stake retained.
    • Featured by Tecnológico de Monterrey for entrepreneurship.
    PythonReactTableauPower BIE-commerce
  6. 2024Specializing in AI
  7. Tecnológico de Monterrey+MIT
    EducationKey credential

    Specialization in Artificial Intelligence — Tec de Monterrey + MIT

    Diploma & Certificate · in collaboration with MIT (Massachusetts Institute of Technology)

    Machine learning, LLMs and applied AI — the pivot from BI to building AI systems. The academic base behind the agent meshes, the AML platform and the AI department I went on to build.

    Machine learningLLMsApplied AIMIT collaboration
  8. EU Business School
    Education

    EU Business School, Barcelona — Exchange

    Business Digitalization & Administration Diploma · Barcelona, Spain
  9. IBM
    Certification

    IBM Data Science series

    Data Science 101 · Foundations · Methodologies · Tools · Explore Emerging Tech · Sustainability & Technology
    JupyterData methodology
  10. 2025Graduation · leading AI at Anfexi
  11. Anfexi Technologies
    Work

    AI Solutions Architect · AI Department Lead — Anfexi Technologies

    Ciudad de México

    Founded and led the AI Department: company-wide adoption of generative AI and autonomous-agent workflows across compliance, finance, operations and engineering.

    • Onboarded 100+ professionals — through internal and client workshops (incl. Procables) — on LLM-assisted development, structured prompting, autonomous QA and document automation.
    • Designed and shipped Alerta AV — an anti-money-laundering SaaS (LFPIORPI Art. 23), acquired by FEMSA: multi-tenant Express.js + SQL Server on AWS ECS, React on IIS, AES-256-GCM, 17 SAT XML generators, EBR risk scoring, UIF reports, Help Center.
    Alerta AVactividadesvulnerables.net ↗
    Claude APIGPT APITypeScriptReactExpress.jsSQL ServerAWS ECSPlaywright
  12. 2026Own products · Chief AI Officer
  13. MeshCode
    Product

    MeshCode — open source, published to PyPI

    meshcode.io · architect & founder

    Real-time orchestration where multiple AI coding agents (Claude Code, Codex, Cursor, Cline) collaborate as one team. Competes directly with CrewAI, AutoGen, LangGraph and OpenAI Swarm.

    PythonSupabase / PostgresCloudflareMulti-agent
  14. ZYLO
    Product

    ZYLO — AI analytics for multi-location retail

    zylo.com.mx · founder & designer

    Analytics, GPS attendance, P&L per location, WhatsApp AI reports and a competitive Price Monitor. 30+ stores · $120M+ MXN in sales analyzed · 2,000+ SKUs · 25 KPIs per store · +15–31% YoY growth every month.

    ReactTailwindshadcn/uiSupabaseWhatsApp API
  15. BP
    Product

    BitPulse — geospatial intelligence engine

    builder

    50M+ public data points across Mexico — security, schools, demographics, economy, infrastructure — in one queryable map for location, growth and risk decisions.

    PythonPostGISFastAPIDocker
  16. MeshCode
    Certification

    Multi-Agent Systems & LLM Orchestration

    Earned the hard way — MeshCode shipped to PyPI
  17. Prepango
    Work · now

    Chief AI Officer — Prepango

    Automated retail · CDMX / San Diego

    Autonomous mandate: make the company more efficient through AI — find opportunities, remove bottlenecks, automate manual work across operations.

    • Stood up a team of AI agents in the first weeks and now lead it, working on internal systems via MeshCode.
    • Mapped the operations portal end to end — processes, data model, screens, live/dead inventory of routes, jobs and views.
    • First automations live on shipments, restocks and IT ticketing, plus dashboards for leadership and ops.
    • Measured at day 76 (15 Sep 2026): 1,399 tasks completed by the agent team, median 11 minutes from request to done · 20 people served through Slack, 2-minute median first response · 562 files delivered · 81 projects identified · 23 IT tickets and 12 merge requests into the operations portal.
    MeshCodeClaude CodeSupabasePlaywrightCloudflare

Certifications & credentials

Verified where a public link exists
Tecnológico de Monterrey+MIT
Specialization in Artificial IntelligenceTec de Monterrey + MIT · Diploma & Certificate · 2024
IBM
Data Science series (5)IBM · Foundations · Methodologies · Tools · Emerging Tech · Sustainability & Technology · May 2024
IBM
Data Science 101Cognitive Class (IBM) · May 2024
Verify ↗
IBM
Data Science ToolsCognitive Class (IBM) · May 2024
Verify ↗
Udemy
Secure Software DevelopmentUdemy · Nov 2025
Verify ↗

AI toolkit & stack

Daily drivers · production stack
Claude CodePrimary coding agent — architecture, refactors, autonomous tasks.
OpenAI CodexParallel agent for isolated builds and second opinions.
CursorIn-editor pair for front-end and quick iterations.
ClineTask-runner agent inside the mesh.
MeshCodeMy own orchestration layer: agents share tasks, memory and QA.

Core stack

Python
TypeScript
React
Postgres
Supabase
FastAPI
Express
Docker
Cloudflare
Tailwind
shadcn/ui
.NET / C#
Angular
Git
Jupyter
R
SQL ServerAWS ECSAzure DevOpsIISPlaywrightAES-256-GCMJWT / RBACTableauPower BIWhatsApp APIBash
SpanishNative
EnglishFluent · academic & professional

What people say

Clients · leaders · peers

There are companies investing tens of millions of dollars to get to the point where you already are. This is a game changer.

LatAm Senior Managing DirectorSlalom · on MeshCode

I have full visibility of my stores from anywhere — who showed up and when — and I can ask the built-in AI for any number about my business.

Retail ownerZYLO client

Very impressed with the professionalism and dedication they brought to our projects.

ClientBlue Mint Data

Thank you, Sam — you'll keep crushing it.

Fernando Guzmán, CEOAnfexi Technologies · former employer · when I left to lead AI at Prepango
Work together

Want to put AI to work in your company?

Tell me where the operation hurts. I'll tell you in a week what AI can take off the table, what it costs, and what I'd build first. Three ways to engage:

Chief AI Officer
Build AI systems
Train your team
Email · iCloudsammybenu@icloud.com
WhatsAppMessage me →
LinkedIn/in/samuel-benuzillo
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Samuel Benuzillo Bemaras · Ciudad de Méxicomeshcode.io · zylo.com.mx