Professional portrait of Juan Carlos Cadavid Ruiz in a workspace setting

Juan Carlos · Cali / Bogotá · Colombia

Creator of AKILI · open-source SDD methodology

Turning operations into scalable systems with AI, AWS & Agile.

I take innovation to production — autonomous Artificial Intelligence (AI) agents on AWS Bedrock, cloud architecture, or leading your IT as a Fractional CTO (Nearshore/Colombia). Systems that scale and actually work.

AWS cloud architecture, AI & automation services

From LLM & RAG agents on AWS Bedrock to process automation and technical leadership as a Fractional CTO.

Consulting in Jira & Agile Methodologies

End-to-end configuration and parameterization of Jira Software and Jira Product Discovery (JPD). I structure hierarchical information, create specialized profiles, manage timelines, and integrate Atlassian tools with AI and APIs to optimize your Agile/Scrum operations.

  • Jira & JPD Parameterization
  • Agile & Scrum Workflow Setup
  • API & AI Automations in Jira
  • Timeline & Profile Management
  • Jira Software
  • JPD
  • Atlassian API
  • Scrum
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End-to-End Digital Product Development

From idea to deployment with no tech debt. Full-cycle custom software development using my Spec Driven Development methodology (AKILI / AKILI-SPECS).

  • UX Discovery & UI Design
  • Web & Desktop Applications
  • High-conversion Landing Pages
  • Production Deployment
  • React / Next.js
  • TypeScript / Node
  • TailwindCSS
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AI Integration with AWS Bedrock

Empower your operations with Artificial Intelligence. I specialize in AWS Bedrock for consuming Large Language Models (LLMs), creating autonomous AI agents, and building complex automation workflows using tools like n8n and Eleven Labs.

  • AWS Bedrock Integration
  • Custom AI Agents
  • Workflow Automation
  • Voice AI (Eleven Labs)
  • AWS Bedrock
  • LLMs (Anthropic/OpenAI)
  • n8n
  • Eleven Labs
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IT Department Structuring & Leadership

Avoid technical chaos and high team churn. As your Fractional CTO I oversee and structure your entire IT department, implementing infrastructure and SDLC best practices for startups and scale-ups.

  • IT Infrastructure Best Practices
  • Software Dev Lifecycle (SDLC)
  • Technical Personnel Management
  • Strategic IT Consulting
  • Leadership
  • Agile
  • System Architecture
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AWS Cloud Infrastructure Management

Designing and maintaining highly available cloud environments. I handle the configuration and optimization of critical AWS services including S3, EC2, RDS, DynamoDB, CloudFront, Lambda, and Cognito, ensuring robust security and performance.

  • Serverless Architecture
  • Database Management
  • Cloud Security
  • Cost Optimization
  • S3
  • EC2
  • RDS
  • DynamoDB
  • CloudFront
  • Lambda
  • Cognito
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Skills

  • AWS ARCHITECTURE
  • TENSORFLOW
  • PYTHON
  • AGILE SCRUM
  • NEXT.JS
  • REACT
  • NEST.JS
  • DEVOPS
  • LLMOPS
  • TYPESCRIPT

Case studies

Automation & AWS architecture

  • Hero of Dra. Paola Chicue VIP Concierge Dental Tourism landing page.

    Brand restructuring · Dra. Paola Chicue

    Brand Strategy · Landing · SEO/GEO · Dra. Paola Chicue · VIP Dental Tourism

    Strong clinical track record, but the digital presence did not communicate a clear VIP dental-tourism niche in Cali or a differentiated offer versus local clinics and US competitors.

    • Google Stitch
    • Google AI Studio
    • Claude Code
    • Next.js
    • SEO
    • GEO

    View project

  • TLM Software platform view.

    TLM Software

    Full-stack platform · accounting, tax & financial consulting · TLM Get Adviced

    Full-stack platform for TLM Get Adviced — accounting, tax and financial consulting with App TLM, Power BI and Looker Studio for companies across Colombia.

    • React
    • Node.js
    • Next.js
    • TypeScript
    • PostgreSQL
    • Power BI
  • Credinova platform view.

    Credinova

    Lending and collections platform · Credinova

    Dark-themed lending and collections platform — daily collection priorities, overdue tracking, client search, and admin dashboards for credit operations.

    • Angular
    • Node.js
    • NestJS
    • PostgreSQL
    • TypeScript
    • Docker
  • Alliance Risk Intelligence Risk Scorecard — overall score 62/100 and Financial category.

    CGIAR Agricultural Risk Intelligence Tool

    Associate Team Leader · Digital Platforms · Alliance of Bioversity International & CIAT (CGIAR)

    Unstructured agricultural and climate data that CGIAR teams processed by hand to produce actionable risk reports.

    • AWS Bedrock
    • Anthropic Claude
    • RAG
    • NestJS
    • Next.js
    • TypeScript

    View project

  • Integration diagram between CGIAR platforms and AI services.

    automation

    MARLO · PRMS · STAR · CLARISA · LLM-driven integrations

    Technical Lead · Digital Platforms · Alliance of Bioversity International & CIAT (CGIAR)

    CGIAR legacy platforms (MARLO, PRMS, STAR, CLARISA) operating in silos, with manual executive reporting and long cycles.

    • AWS
    • AWS Bedrock
    • NestJS
    • Node.js
    • Angular
    • Jenkins

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  • AgroSmart Co landing with agro services and GoFruver banner supporting Colombian farmers.

    AgroSmart Co · End-to-end agritech platform

    CTO / Founder · AgroSmart Co

    Lack of accessible tooling to connect producers and buyers across the Colombian agriculture ecosystem.

    • Node.js
    • Angular
    • MySQL
    • PostgreSQL
    • MongoDB
    • AWS

    View project

  • PriceSmart microservices portal dashboard.

    retail

    Microservices portal across 47 clubs · PriceSmart

    POS Specialist · DevOps / Automation · PriceSmart

    POS operations spread across 47 clubs with limited visibility and manual support tooling.

    • C#
    • SQL Server
    • Angular
    • Node.js
    • DevOps automation
    • Power BI

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  • Oracle-based payroll module screen.

    enterprise

    Payroll software with accounting integration · Carvajal

    Software Engineer · Carvajal Tecnología y Servicios

    Payroll processes with fragile dependencies between core systems and external accounting systems at enterprise clients.

    • Oracle DB
    • PL/SQL
    • Oracle Reports
    • Oracle Forms

    View project

Expertise

LLM agents, RAG & applied Artificial Intelligence (AI)

  • Applied AI & LLMs

    I build LLM systems that ship — not demos. Prompt engineering, RAG, agents with tool use, and structured outputs.

    • Anthropic Claude
    • AWS Bedrock
    • OpenAI
    • Open-source models
    • Prompt engineering
    • RAG
    • AI agents with tool use
    • Structured outputs
  • Automation & integration

    I replace manual workflows with webhooks, REST, event-driven pipelines and document-generation pipelines, bridging legacy and modern systems.

    • AI agents
    • Webhooks
    • REST APIs
    • Event-driven workflows
    • Document generation pipelines
    • Scripted automation across legacy and modern systems
  • Languages & frameworks

    Pragmatic, typed stack. Monorepo architecture and REST API design.

    • Python
    • TypeScript / JavaScript
    • Node.js
    • NestJS
    • Next.js
    • Angular
    • REST API design
    • Monorepo architectures
  • Cloud & serverless

    Serverless-first AWS architecture. Distributed systems without over-engineering.

    • AWS Bedrock
    • AWS Lambda
    • API Gateway
    • S3
    • DynamoDB
    • Cognito
    • CloudFront
    • Route 53
    • RDS
  • Data & storage

    Relational and document stores; vector stores for RAG; OpenSearch for analytics and retrieval.

    • PostgreSQL
    • MySQL
    • MongoDB
    • DynamoDB
    • SQL Server
    • Vector stores (RAG)
    • OpenSearch
  • DevOps & quality

    CI/CD, automated quality hooks, testing and observability as a habit, not an afterthought.

    • Docker
    • Jenkins
    • CI/CD
    • Claude Code workflows
    • Automated quality hooks
    • Testing
    • Static analysis
    • Observability
  • Software project management

    Planning, budget control, and delivery governed by the value triangle: scope, time, and cost — without sacrificing quality.

    • Jira
    • Project Management
    • Budget
    • Timeline
    • Roadmaps
    • Value triangle (scope · time · cost)
    • Planning
    • Budget control
    • Agile / Scrum
  • Positioning, SEO & GEO

    I find the brand differentiator, run competitor analysis, and turn that into measurable digital presence: technical SEO, local GEO, Google Business, and tracking in GSC and Analytics.

    • Brand analysis
    • Differentiator discovery
    • Competitor analysis
    • SEO
    • GEO
    • Google Business Profile
    • Google Search Console
    • Google Analytics
    • Positioning
  • Leadership & delivery

    I translate AI capability into measurable business impact for non-technical stakeholders. Sustainable agile delivery.

    • Mentoring
    • Stakeholder management
    • Translating AI capabilities into business impact
    • Technical leadership
    • Sustainable delivery
AKILI mascot logo — Dante the dog

Methodology

AKILI

Cut development time in half without sacrificing quality: constitution-first, spec-driven development for AI agents across Claude Code, OpenCode, and Google Antigravity.

AKILI (AKILI-SPECS) is my open-source methodology for AI-assisted development, named after Dante — my dog and our mascot. It is constitution-first and spec-driven: product intent, UX direction, technical design, implementation tasks, tests, and validation evidence all live in repository documentation, so humans and AI agents work from the same durable context. Its differentiator is Kaizen (continuous improvement): every archived spec runs a retrospective that turns evidence into lessons, so the methodology learns and improves with every delivery. Published on NPM as akili-specs with a portable akili CLI.

Experience

  1. 12/2024 PresentCali, ColombiaCurrent
    Alliance of Bioversity International & CIAT (CGIAR) logo

    Associate Team Leader · Digital Platforms

    Alliance of Bioversity International & CIAT (CGIAR)

    • Lead the design and delivery of the CGIAR Agricultural Risk Intelligence Tool, a serverless NestJS + Next.js monorepo on AWS (Lambda, API Gateway, Bedrock) that uses LLMs and RAG to turn unstructured agricultural and climate data into actionable risk insights.
    • Architect and ship AI agents and automation pipelines that integrate Anthropic Claude and AWS Bedrock with internal APIs, replacing manual reporting and document generation workflows with scalable, production-grade services.
    • Own end-to-end delivery: rapid PoCs → production, prompt engineering, integration with existing CGIAR platforms (MARLO, PRMS, STAR, CLARISA), deployment, observability, and stakeholder-ready outputs.
    • Define engineering standards (Claude Code workflows, automated quality hooks, monorepo conventions) and mentor engineers across multiple concurrent initiatives.
    • Translate complex AI capabilities into measurable business impact for senior, non-technical stakeholders across global research programs.
    • AWS Bedrock
    • Anthropic Claude
    • OpenAI
    • RAG
    • NestJS
    • Next.js
    • TypeScript
    • Python
    • Lambda
    • API Gateway
    • S3
    • DynamoDB
    • Docker
    • Jira
    • Agile
  2. 04/2022 12/2024Cali, Colombia
    Alliance of Bioversity International & CIAT (CGIAR) logo

    Technical Lead · Digital Platforms

    Alliance of Bioversity International & CIAT (CGIAR)

    • Architected and built intelligent automation pipelines combining LLMs, RAG, and custom AI agents to eliminate manual workflows across document generation, data harmonization, and stakeholder reporting.
    • Led API and webhook integrations between AI services and legacy platforms (MARLO, PRMS, STAR, CLARISA), unlocking cross-system intelligence and dramatically reducing executive-reporting cycle times.
    • Standardized software delivery using Agile/Scrum, CI/CD pipelines (Jenkins), DevOps practices, and design-first workflows (Figma + Business Analyst function).
    • Established specialized QA and user-support roles to strengthen operational excellence and customer experience.
    • Mentored engineers and championed sustainable delivery: balanced workload, improved project management, and strengthened team retention.
    • AWS
    • AWS Bedrock
    • NestJS
    • Node.js
    • Angular
    • Jenkins
    • Docker
    • MySQL
    • Jira
    • DevOps
  3. 07/2021 04/2022Cali, Colombia
    Alliance of Bioversity International & CIAT logo

    Full Stack Developer

    Alliance of Bioversity International & CIAT

    • Developed the Online Submission Tool and restructured its architecture for maintainability and scalability.
    • Implemented hexagonal architecture to decouple business logic and improve modularity.
    • Established backend testing practices and static code analysis to raise quality and reduce regression risk.
    • AWS
    • Node.js
    • Express
    • Angular
    • MySQL
    • Testing & static analysis
  4. 01/2017 PresentCali, Colombia
    AgroSmart Co logo

    Chief Technology Officer / Founder

    AgroSmart Co

    • Lead end-to-end product delivery for an agritech venture: requirements, software design, architecture, and team leadership.
    • Implemented CI/CD and continuous deployment using AWS, Docker, Jenkins, and PM2.
    • Grew within Colombia's innovation ecosystem (El Campo a un Click, Fondo Emprender, Apps.co).
    • Node.js
    • Angular
    • MySQL
    • PostgreSQL
    • MongoDB
    • AWS
    • Docker
    • Jenkins
    • PM2
    • Jira
  5. 01/2017 01/2021Colombia
    PriceSmart logo

    POS Specialist · DevOps / Automation

    PriceSmart

    • Supported global POS operations across 47 clubs, improving operational tooling and customer-facing workflows.
    • Led development of a microservices-based web portal for near real-time data insights and department management.
    • Built systems for support tickets and documentation, improving traceability and operational responsiveness.
    • Delivered audit tooling for electronic invoicing and additional customer utility features (Colombia).
    • C#
    • SQL Server
    • Angular
    • Node.js
    • DevOps automation
    • Power BI
  6. 01/2015 01/2017Cali, Colombia
    Carvajal Tecnología y Servicios logo

    Software Engineer

    Carvajal Tecnología y Servicios

    • Developed payroll management software; customized Oracle PL/SQL functions and procedures integrated with the core system.
    • Designed accounting integration connecting payroll transactions with external accounting systems; implemented across multiple enterprise clients.
    • Oracle DB
    • PL/SQL
    • Oracle Reports
    • Oracle Forms
  7. 01/2010 01/2015Cali, Colombia
    Almacenes La 13 S.A. logo

    Chief Technology Officer

    Almacenes La 13 S.A.

    • Created and formalized the IT department (Software, Networks, Support); defined budgets and the annual strategic plan.
    • Centralized the data center and implemented enterprise ERP (CGUNO, SIESA) across purchasing, inventory, sales, HR, and BI.
    • Upgraded store operations via telecom unification, POS expansion, labeling automation, inventory improvements, and VPN connectivity.
    • ERP
    • Infrastructure
    • BI / SQL
    • Project & people management

Certifications

  • AWS Certified AI Practitioner certification badge

    Amazon Web Services

    AWS Certified AI Practitioner

  • Google Generative AI Leader certification badge

    Google Cloud

    Google Generative AI Leader

  • DevOps Professional Diploma certification badge

    Pontificia Universidad Javeriana Cali

    DevOps Professional Diploma

About me

AI Engineer and Technical Lead with 15+ years building software, cloud platforms, and intelligent automation.

Currently designing and shipping production-grade AI solutions powered by LLMs (Anthropic Claude, AWS Bedrock, OpenAI), RAG architectures, and autonomous agents that replace manual, repetitive business processes. Hands-on across the full lifecycle — from identifying high-friction workflows and prototyping PoCs, to scaling them on serverless AWS (Lambda, API Gateway, Bedrock) with NestJS, Next.js, TypeScript, and Python. Self-taught, curious, and driven by solving real business problems with technology that ships.

FAQs

  • Do you work with clients outside Colombia?

    Yes. I work remotely with clients across LATAM, the US and Europe. I'm on Colombia time (GMT-5), which overlaps well with the Americas and the European morning.

  • What engagement models do you offer?

    Three: fixed-scope project (defined deliverables), monthly retainer (ongoing capacity), and one-off consulting (architecture, review or mentoring). We pick whichever fits your goal.

  • How does a project start?

    With my AKILI methodology: a discovery session to understand the problem, then an agreed specification (requirements + design) you approve before any code, followed by verifiable incremental delivery. Nothing gets built without an approved spec.

  • What is SDD (Spec-Driven Development)?

    SDD is a way of building software where you first agree on a specification — what will be built, how, and with what acceptance criteria — and then humans and AI agents implement from that contract instead of one-off prompts. The result is traceable, reviewable, and needs far less rework. AKILI is my open-source implementation of SDD.

  • What is AKILI, your methodology?

    AKILI (AKILI-SPECS) is my open-source methodology that puts SDD into practice with an explicit lifecycle — from constitution to archive — and a multi-agent harness where a Leader plans, an Implementer codes, and a Reviewer audits blind. It installs from NPM as akili-specs and is portable across Claude Code, OpenCode, and Google Antigravity.

  • What technologies do you work with?

    Applied AI and LLM agents (Claude, OpenAI), Python and TypeScript, AWS and Google Cloud, automation and integrations, and modern web (Next.js). I pick the stack for the outcome, not the other way around.

  • How long does a typical project take?

    A pilot or a scoped automation usually takes 2–4 weeks; an AI integration to production, 1–3 months. After discovery I give you a realistic range before we commit.

  • How do I get a quote?

    Message me on WhatsApp or email with a short description of your goal. I reply with framing questions and, after a short discovery, a proposal with scope and price.

  • Are you open to full-time roles?

    I consider senior roles in applied AI or cloud architecture, remote or hybrid from Colombia. If it fits what I build, let's talk on LinkedIn or email.

Ready to Scale?

Tell me about your company's biggest technical challenge. Whether it's structuring your IT team or integrating AI, let's map the path today.

Or reach out directly: WhatsApp · jucacar22@gmail.com