HI
I am Dan Stativa

AI/ML Engineer &
Backend Developer

I work across AI/ML and backend systems — from building data pipelines and ML models to shipping reliable APIs and services.

Available Agentic AI & GenAI Engineering
€40–50 /hr · €300–350 /day
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Years of
Experience
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Project
Completed
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Happy
Clients
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Programming Languages
Fluency
EV+ GenAI

The EV+ of GenAI

A poker-theory lens on production AI economics: expected value, token spend, retrieval quality, optimal model routing and equilibrium play for GenAI systems that need to scale profitably.

  • Expected value formula for inference
  • Worked RAG vs agentic cost calculation
  • Optimal routing strategy by request class
  • Break-even inference economics
  • Equilibrium play of GenAI systems
3 Strategies

Measuring the EV+ of GenAI: Real Code

Sequel to the EV+ article. Three strategies, two Hugging Face models, zero simulated numbers. Run the formula in Python and see exactly why RAG flips EV from negative to positive.

  • Token counting & baseline inference
  • Strategy A: no retrieval — EV −$0.052
  • Strategy B: RAG — EV +$0.230
  • Strategy C: confidence-based router
  • Fine-tuning break-even calculation
A p=0.00  EV −$0.052
B p=0.67  EV +$0.230
C p=0.67  EV +$0.230
Read Article
6 Weeks

WhatsApp AI Chatbot Sprint

Turn your FAQ and documentation into a RAG-powered GenAI assistant on WhatsApp. LangChain retrieves the right context from your vectorized knowledge base, then the LLM generates grounded, brand-safe answers 24/7.

  • RAG GenAI response layer
  • Vector database from your docs
  • Retrieval grounding & citations
  • WhatsApp Business API integration
  • Google Cloud scalable infrastructure
14 Sections

Primitive Containers

From stacks and queues to graph algorithms — how the humble data structures you learn first become the hidden machinery behind Dijkstra, BFS, dynamic programming and more.

  • Stack vs Queue: DFS & BFS
  • Heaps, sets & dictionaries
  • Algorithm → container mapping
  • Python complexity cheat sheet
  • Worked examples with code
while heap:
    d, n = heappop(heap)
    for nb, w in G[n]:
        if d+w < dist[nb]:
            dist[nb] = d+w
            heappush(heap, (d+w, nb))
Read Article
5D Vector

Scentum

An AI-first perfume search engine where voice prompts, GenAI interpretation and vector similarity turn fragrance data into a navigable semantic space. Every scent can be searched by mood, memory, projection or vibe.

  • AI-first semantic search
  • Voice-to-intent discovery flow
  • 5D ScoreVector vector space
  • Vibe tags as embedding vocabulary
  • Scrapy + Zyte + Claude pipeline
quiet-luxury archive-core romantic rainy-bookshop late-french-theory
View Project

My Skills

Tools and technologies I work with regularly.

Python
72%

Python

PHP
90%

PHP

TypeScript
10%

TypeScript

Scala
15%

Scala

Golang
10%

Golang


Docker
88%

Docker

Apache Solr
80%

Apache Solr

Elasticsearch
80%

Elasticsearch


Spark
25%

Spark/ML

PyTorch
30%

PyTorch

CUDA
40%

CUDA

LangChain
15%

LangChain

What I Do

From data pipelines to production APIs — here's what I typically help with.

01

AI/ML Engineering

Predictive modeling, data pipelines, and ML systems from PoC to production using PySpark, Scala, and cloud infrastructure.

02

API Development

RESTful and GraphQL APIs, microservices architecture, and high-performance backends in PHP, Golang, and Node.js.

03

Technical Consulting

SOA design, microservices strategy, TDD practices, and team mentoring to help improve code quality and shipping rhythm.

04

Performance & Monitoring

Optimize application performance through profiling, observability stacks (Datadog), test automation pipelines, and database query tuning.

My Experience

Jul 2024 – Present

AI Engineer

Cedara · Bucharest

Carbon monitoring SaaS for digital advertising.

Production AI: Took an ad optimization agent from PoC to production and connected ML decisioning to programmatic bidding workflows. Python, PyTorch, Scala, SparkML, Dataproc, OpenX API.

Data Platform: Maintained analytics pipelines for carbon monitoring and reporting across product and data workloads. Laravel, Livewire, PostgreSQL, Airflow, GCP, BigQuery, Cloud Run.

Training Data: Built social media crawlers to expand model training datasets and support experimentation. Python.

Sep 2021 – Jul 2024

Senior Backend Engineer

Pentalog · Bucharest

Consultant for a major European investing platform, working on a service-oriented architecture.

Quality: Maintained 99% unit test coverage and supported bi-weekly releases with 0% error rate through a disciplined TDD workflow.

Reliability: Added Datadog observability and delivered backend services in a high-reliability financial product environment. PHP (Laravel), MySQL, Docker, Redis, Kafka.

Jun 2020 – Sep 2021

Senior Backend Engineer

IsoSkills (Ezugi) · Bucharest

Backend engineering for Ezugi, a live iGaming provider.

Scalability: Re-architected reporting reads onto a replica to reduce primary database load and improve operational headroom. PHP (Symfony, API Platform), MySQL, Docker.

Jun 2019 – Jun 2020

Fullstack Engineer

Ensysco · Bucharest

Delivered an admin platform for gas and energy providers with complex tariff logic and operational workflows.

React, Redux, PHP (Symfony, API Platform), MySQL/MariaDB, Docker.

Oct 2018 – Mar 2019

Backend Engineer

Bandai Namco Entertainment Romania · Bucharest

Built a RESTful API from scratch for the mobile game Retro Wonder Park, supporting backend gameplay and integration requirements.

Apr 2017 – Jun 2018

Senior Backend Engineer — Search ML Systems

eMAG · Bucharest

Search team for Romania's largest e-commerce platform.

Search Platform: Helped extract the search API from the monolith into a dedicated Apache Solr microservice.

AI/ML Innovation: Won the Future Hacks 2.0 Innovation Award for predicting user funnel stage from access logs. R, Python.

Test Acceleration: Parallelized regression testing and reduced suite runtime by 90%. Docker, SeleniumGrid.

Mar 2016 – Apr 2017

Web Developer

Pathwwway · Bucharest

Promoted from critical fixes to core development on a gaming platform; built player-tracking capabilities with the BI team and trained QA engineers in test automation. Java, Selenium, Git.

May 2014 – Sep 2015

Web Developer

XLTEAM · Bucharest

Delivered outsourcing projects including Rolii.ro, a legal portal indexing 5M+ court decisions with ElasticSearch, and Multibonus.ro, a MOL loyalty platform integrated with banking backend flows.

Nov 2013 – Sep 2015

Junior Web Developer

Various Companies · Bucharest

Early career roles at WebVenture, Customsoft (evomag.ro) and The Shop Page. PHP, Agile.

My Education

2024 – Present

Master of Computer Science — Data Science

The Faculty of Mathematics and Computer Science · University of Bucharest
Dissertation
Social Media Messages Survival Models

Survival analysis of Telegram message longevity using Cox Proportional Hazards in Python, with terabyte-scale data processed through streaming parsers and NumPy/Pandas.

2013 – 2016

Bachelor of Computer Science

The Faculty of Mathematics and Computer Science · University of Bucharest
Thesis
Predicting Conversions in Keyword Based Online Advertising Systems

Predictive analytics for PPC keyword performance using R and a Python web crawler.

2005 – 2009

Bachelor of Philosophy

The Faculty of Philosophy · University of Bucharest · Moral and Political Philosophy
Thesis
Business Ethics Between Virtue and Profit

Explored sustainability as a third dimension beyond the classical trade-off between virtue and profit.

Insights

AI engineering, ML engineering and Python foundations through shipped projects, practical primitives, game mechanics, expected value and a little philosophy.

Trust Solutions

A website that wins business. Redesigned in 4 weeks to show buyers exactly why they should work with you.

4 Weeks

Trust Infrastructure Sprint

Your website is your first impression with B2B buyers. We redesign it to highlight your strengths — certifications, team, track record, processes — so visitors see a company they want to do business with.

  • Website trust audit
  • Credibility-focused redesign
  • Certifications & team showcase
  • Clear service pages
  • Buyer-ready structure

Let’s work together!

I design and code beautifully simple things and i love what i do. Just simple like that!