Hi, I'm Dino
AI Developer | ML Engineer

AI Developer at BlueCallom AG, building practical AI solutions with LLMs. I'm driven by AI's potential to solve real world problems and improve the way we live and work.

About

My story so far

AI Developer and ML Engineer based in Switzerland, currently building agentic AI systems in production at BlueCallom AG in Zurich.

My experience covers backend development, LLM integration, and building retrieval-augmented generation systems, along with deployment and cloud infrastructure. On the ML side, I have hands-on experience with both supervised and unsupervised learning through my projects and my ongoing BSc in Applied Artificial Intelligence.

I believe AI is a general-purpose technology on the level of electricity — applicable to nearly everything, from curing diseases to accelerating scientific discovery in ways we haven't seen before. I'm genuinely excited about what's ahead, and I want to be part of building it.

Current Role

AI Developer

BlueCallom AG, Zurich

Education

BSc Applied Artificial Intelligence

IU International University

Based in

Switzerland

Menzingen, ZG

Experience

Where I've worked

Feb 2025 — May 2026 · Zurich, Switzerland

AI Prompt Engineer / AI Developer

BlueCallom AG

  • Built end-to-end agentic AI solutions automating business processes across Sales, Product Launching, Innovation, AI Compliance, and Competing
  • Built a Custom RAG Pipeline — a multi-tenant agentic system that plans, runs semantic search, executes SQL, and returns structured responses via Django API
  • Involved in product decisions — helped define what we build next, wrote requirements for the dev team, and bridged the gap between business needs and technical implementation

Jan 2020 — Jan 2025 · Baar, ZG, Switzerland

Gardener → Head of Garden Maintenance

R. Zurcher Hauswart-Service GmbH

  • Started as a gardener, promoted to department head within a year
  • Managed a team of 5+ across 170+ property contracts

Jun 2018 — Dec 2019 · Zug, Switzerland

Landscaper

Gartenbau A. Hurlimann GmbH

  • Commercial and residential landscaping — project execution, planning, and deadline management

Feb 2015 — Feb 2018 · Zagreb, Croatia

Warehouse Worker → Warehouse Manager

SALESIANER Gruppe

  • Promoted from worker to manager within two years
  • Ran daily warehouse operations and inventory management
Projects

What I've built

C

Project Preview

Custom RAG Pipeline System

Provider-agnostic agentic RAG framework built for the BlueCallom platform. An LLM agent receives a query, builds an execution plan, then loops through tools — semantic search, SQL queries, dependency checks, pricing lookups — until it assembles a complete answer. Multi-tenant by design.

PythonDjangoOpenAI Responses APIWeaviateSQLAlchemyPydanticDockerPytest
P

Project Preview

Phi-3 Cloud Deployment

Infrastructure-as-Code project deploying Microsoft Phi-3 Mini (3.8B, 4-bit AWQ) as a streaming inference API on AWS. Six Terraform modules cover networking, ECS on GPU instances with auto-scaling to zero, ALB with WAF rate limiting, CloudFront + S3 frontend, and CloudWatch dashboards with alerting.

TerraformAWS (ECS, ALB, CloudFront, WAF, ECR, VPC)HuggingFace TGIDockernginx
A

Project Preview

ArXiv AI Research Trends

Unsupervised learning analysis of 181k+ AI papers from ArXiv (2024-2026). Tested 9 embedding × clustering combinations, validated clusters against ArXiv categories using ARI and NMI, and identified growth trends via linear regression. Cluster labels generated automatically using Claude API.

PythonScikit-learnUMAPHDBSCANSentence-TransformersAnthropic APIPandasspaCy
Skills

My toolbox

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Languages

PythonSQL
AI

AI / ML

PyTorchScikit-learnOpenAI APIAnthropic APIRAGPrompt EngineeringAgentic AINLPComputer Vision
DB

Data

PandasNumPyMatplotlibMySQL
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Web

DjangoFastAPI
ops

DevOps / Cloud

DockerGitGitHub ActionsTerraform
Contact

Say hello

Feel free to reach out if you have any questions or would like to get in touch.

Email

dino.smuc@gmail.com

Location

Menzingen, Switzerland