Buenos Aires, Argentina

Jeremias
Davison

AI Engineer · Automation & Agent Systems

I build systems that automate the boring stuff and scale businesses, using AI, LLMs and Python. No 40-slide PowerPoints involved.

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I learn tools by breaking them, not by taking courses. Almost nothing I run in production today existed two years ago, and that is deliberate: I pick the one that solves the problem, not the one I already know. I work inside the public sector and with private clients at the same time, because the same bottleneck looks different from each side. Yes, I could have automated this text too. I chose to write it myself.

Read the manifesto →
50%Reduction in operational overhead
5,000+Users on the platform the agent serves
10+AI projects built and in use
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AI & Agents

LangChainLangGraphRAGMCPCloudflare Agents SDKLLMsPrompt Engineering

Automation

n8nCopilot StudioPower AutomateAPI Integrations

Backend & Data

PythonNode.jsFastAPIFlaskPandasPower BI

Databases & Cloud

PostgreSQLMongoDBPineconeChromaDBAWS Bedrock

DevOps & Enterprise

DockerGitAzure ADServiceNowSAPOkta
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Ago 2026
Rent Index Automation

Automated ingestion of 15 economic indices from 6 official sources (scraping, REST APIs and spreadsheets) to adjust a real estate group's rental contracts. Two-source cross-verification per index, 28/29 backtest and an idempotent log the client's own app consumes as its interface. In production on a daily cron

n8nSupabasePostgreSQLWeb ScrapingREST APIs
Jun 2026

Middleware that extracts personality, style and knowledge from a person, stores it in RAG and injects it into AI agents, as identity middleware for omnichannel digital twins

FastAPIPineconeOpenAISupabaseMCP
Jun 2026
Marketing SaaS Platform

Multi-tenant SaaS platform for marketing agencies in LATAM: real-time Meta Ads dashboard, automated n8n workflows, financial agent, AI campaign chatbot and Google Maps lead scraping

FastAPISupabaseClaude APIMeta Marketing APIn8n
Jun 2026
soTives ↗hackathon

Web3 social motivation platform. Monad Hackathon 2026

MonadSolidityNext.js
May 2026

AI gym coach as MCP server. Apple Health, fatigue scoring and automatic progressive overload

FastMCPFastAPIChromaDB
May 2026
Real Time Agent

Restaurant assistant with real-time voice AI and payment processing

OpenAI RealtimeMercado PagoPython
May 2026

MCP server exposing crypto payment tools to AI agents via standardized protocol

MCPPythonWeb3
Abr 2026
RAG Security Assistantshipped

Conversational security knowledge base on AWS Bedrock with vector search

AWS BedrockLangChainChromaDB
Mar 2026

Multi-step onboarding automation with RAG and stateful flows in LangGraph

LangGraphRAGStreamlit
Mar 2026

Fine-tuned DistilBERT for automatic ITSM ticket classification and routing

DistilBERTHuggingFacePython
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Talk to my agent from yours.

This site runs a public MCP server. Connect it to Claude, ChatGPT or your IDE and your assistant can ask me questions, request a process diagnosis and book a call, no form involved.

Server URL

https://www.jeremiasdavison.com/api/mcp

How to connect

  • ClaudeSettings → Connectors → Add custom connector, then paste the URL.
  • ChatGPTWith developer mode on: Settings → Connectors → Create, then paste the URL.
  • Claude CodeRun this in your terminal:
    claude mcp add --transport http jeremias https://www.jeremiasdavison.com/api/mcp

What your agent can do

  • ask_jeremiasAsk about services, stack, process and availability.
  • check_availabilitySee my open slots for a 30-min call.
  • book_meetingBook the call in one of those slots.
  • dejar_mensajeLeave me a message with a way to reach you.
  • pedir_diagnosticoDiagnose a process: how much automates, hours and risks.
  • indice_cacGet the latest value and trend of Argentina's CAC construction index.
  • cuota_cacBuild a peso installment plan adjusted by the CAC index.

No account or credential needed. If you're already a client, your project code adds your project's tools.

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May 2026 – Present

Remoto

AI Automation Consultant · Freelance · Confidential Client

  • ›Built an n8n pipeline ingesting 15 economic indices from 6 official sources to automatically adjust rental contracts, running in production with cross-source verification and an auditable log
  • ›Built a real-time dashboard connected to Meta Ads, giving clients instant visibility into their campaign performance
  • ›Created automated workflows with n8n to sync and process Meta Ads data, eliminating manual reporting tasks
  • ›Automated carousel editing with Freepik-defined templates for Meta Ads campaigns
  • ›Developed a financial agent to log expenses, income, and services, enabling organized financial management per client
  • ›Built a Google Maps scraper to identify and qualify future business leads
  • ›Developed an interactive AI chatbot that allows clients to ask questions about their campaigns and get instant insights

Sep 2026 – Present

Vicente López, Bs. As.

Artificial Intelligence Analyst · Municipalidad de Vicente López

  • ›AI agent layer on an internal ticketing platform serving 5,000+ users: it qualifies incidents written in natural language, resolves the correct taxonomy category and escalates each case to the team that owns it
  • ›Taxonomy resolution inferred from how people actually describe a problem, rather than from the reporter picking a category, which is where most misrouted tickets originate
  • ›Computer vision models for automated identification of disease-carrying insect species, supporting early detection work in public health surveillance
  • ›Production automations in Python, Node.js, n8n, LangChain and MCP, connecting internal systems with LLM providers and validating cost before scaling

Mar 2025 – May 2026

Buenos Aires

AI & Automation · Advanced Technical Support · Cognizant

  • ›AI automation with Copilot Studio, n8n and LangChain, cutting operational overhead by 50%
  • ›End-to-end pipelines integrating SAP, ServiceNow, Azure AD and Okta
  • ›25+ technical cases daily in ES · EN · PT, above target SLA

Jan 2023 – Jan 2025

Maceió, Brasil

Team Lead & International Operations · Cross-functional

  • ›Led 150+ people in Brazil, USA and Africa, achieving 50% improvement in global KPIs
  • ›Designed onboarding programs and data-driven KPI dashboards

Jan 2021 – Jan 2023

Buenos Aires

Technical Support Specialist · Key Tech

  • ›Hardware repair, OS installation, component replacement and system optimization
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2025–2027

B.S. in Software Development

Brigham Young University – Idaho

2025–2026

Academic English Certificate

BYU – Pathway Worldwide

2022

Computer Technician

ET 36 Almirante Brown

Spanish

Native / Bilingual

Nativo

Portuguese

Native / Bilingual · TrueNorth

Nativo

English

Professional · BYU cert.

B2
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Let's talk?

Book a 30-minute call. No 47-field contact form, no automated follow-up emails. I respond personally, same day.

Or email me at jeremiasdavison@gmail.com

Buenos Aires, Argentina
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