helkyn-coello

@helkyn-coello

Helkyn Cello

25 years building enterprise software · Now embedding AI into production system...
Munich unlockedconsulting.ai Joined August 2026
1.1k Points47 Badges4 Connections4 Followers7 Following

About

I have spent twenty-five years inside one company watching technology change in cycles — from desktop to client-server, to fully web-based, and now to AI-native.

What that teaches... Show more

Top Skills

AI StrategyGenerative AIAgentic AutomationLLM Integration & RAGAI Governance (EU AI Act)Engineering Leadership.NETSQL Server / T-SQLDevOps & CI/CD

Experience

Chief AI Officer (CAIO)

AccountTECH

Leading company-wide AI strategy and execution — AI integration into core products, automation of internal operations, and organizational AI capability. Built a RAG knowledge system over training material, documentation and video transcripts serving employees and customers. Established AI governance (EU AI Act as reference) and a single standard for AI-assisted development. Leading the SOC 2 certification programme. Production over pilots.

Vice President of Development

AccountTECH

Led a ~15-person engineering and QA organization through the platform's multi-year transition from client-server to a fully web-based architecture, with customers in production throughout. Built the QA department from the ground up. Defined the internal DevOps architecture (CI/CD, environments, release practice). Participated in strategic cloud platform decisions and initiated the AI experimentation that became the company's AI strategy.

Director of Technology (Freelance)

Enlace Medico (Lima, Peru)

Parallel freelance engagement setting technology direction for a Peru-based medical services company. Managed a small team of developers delivering custom software projects, coordinating priorities and timelines with the client's leadership.

Software Manager

AccountTECH

Managed a 7-person engineering team. Initiated the platform's 2017 move to a web-based architecture, modernized the technology stack and infrastructure, retired legacy components, and established the hiring and onboarding practices that supported the team's subsequent growth.

Senior Software Engineer

AccountTECH

Architect and lead developer of the 2005 rewrite from an Access-based legacy application to a client-server platform (.NET, VB, WinForms, SQL Server, web services), delivered while the legacy system remained live for customers. De facto technical lead for the engineering team on hard problems, fragile integrations and high-risk architectural decisions.

Practitioner

Microsoft Peru

Early-career role developing a marketing product catalog with JavaScript and HTML, in the era when those technologies were still establishing themselves as web standards.

Education

Universidad ESAN (Lima) & La Salle Campus Barcelona – Universitat Ramon Llull

Master in IT Management (dual degree), IT Management

Dual-degree master's program in IT management (Maestría en Dirección de Tecnologías de Información).

Universidad San Ignacio de Loyola

Project Management for IT, IT Project Management

Universidad Nacional de Trujillo

Computer Science Engineer (BSc), Computer Science / Ingeniería Informática

Projects

Enterprise RAG Knowledge System (AccountTECH)

Retrieval-augmented knowledge system over client training material, internal documentation and video transcripts indexed to the second, serving both employees and customers. Replaces a process where answers lived in individual people's heads or forgotten documents. Running as an active pilot ahead of full rollout; the business case targets cutting average search time from about an hour to five minutes.

Darwin Platform Modernization: Client-Server to Web (AccountTECH)

Multi-year transition of an enterprise accounting platform (300 client companies, 15,000 users) from client-server to a fully web-based architecture, delivered with customers in production throughout. Included the internal DevOps architecture (CI/CD, environments, release practice) and Playwright end-to-end automation (~40 tests over the platform's principal use cases) that made regression cycles 4-5x faster.

Client-Server Platform Rewrite (.NET) — AccountTECH

Architect and lead developer of the rewrite from an Access-based legacy application to a client-server platform built on .NET, VB, WinForms and SQL Server, with web services for external integration. Delivered while the legacy application remained in production for enterprise accounting clients throughout the transition.

Licenses & Certifications

Project Management Professional (PMP)

Project Management Institute

Microsoft Certified Database Administrator (MCDBA)

Microsoft

Microsoft Certified Solution Developer (MCSD) .NET

Microsoft

Language & Tools

Python, TypeScript, JavaScript, SQL. Astro, React, Hono, Cloudflare (Pages, D1, R2, Workers). Claude & OpenAI APIs, n8n. Roots in .NET / T-SQL / IIS.

Currently Exploring

Agentic AI patterns in production — orchestration, guardrails, and where deterministic code still beats an LLM call. Also building AI-powered knowledge graphs over messy enterprise data.

Achievements

25 years building enterprise software, from Access-era legacy through to AI-native systems. Led the platform modernization at AccountTECH (client-server → web). Now CAIO, embedding AI into production. Author of a book on enterprise AI deployment.

Random Dev Quote

The best AI in your stack is still the mental model in your head

Top Tags

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Joined: 1 month (since Aug 4)
Full Name: Helkyn Cello
Headline: 25 years building enterprise software · Now embedding AI into production systems
About: I have spent twenty-five years inside one company watching technology change in cycles — from desktop to client-server, to fully web-based, and now to AI-native.

What that teaches you, mostly, is humility. Every wave looked transformational. Most were. But the ones that delivered lasting value were rarely the ones that arrived loudest. They were the ones that earned their place inside systems that already worked.

This shapes how I think about AI today. Not as a replacement for what works, but as a layer that earns its place inside systems that already serve real customers.

As Chief AI Officer at AccountTECH, I lead the company-wide adoption of AI across products, operations, and team capability. My approach favors production over pilots, integrating over rebuilding from scratch, and delivery speed over endless planning cycles.

Twenty-five years in, I still find this work interesting — and that surprises me as much as anyone.
Location: Munich
Website: https://unlockedconsulting.ai
Languges & Tools: Python, TypeScript, JavaScript, SQL. Astro, React, Hono, Cloudflare (Pages, D1, R2, Workers). Claude & OpenAI APIs, n8n. Roots in .NET / T-SQL / IIS.
Currently Exploring: Agentic AI patterns in production — orchestration, guardrails, and where deterministic code still beats an LLM call. Also building AI-powered knowledge graphs over messy enterprise data.
Achievements: 25 years building enterprise software, from Access-era legacy through to AI-native systems. Led the platform modernization at AccountTECH (client-server → web). Now CAIO, embedding AI into production. Author of a book on enterprise AI deployment.
Fun Fact:
Random Dev Quote: The best AI in your stack is still the mental model in your head
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