Search & AI Engineer

Konstantin
Pelykh

Building intelligent search systems that understand intent, not just keywords. Currently crafting AI-driven discovery experiences at DayDream.ing.

01

About

From Big Data pipelines to neural search architectures — my journey has always been about making information accessible. Based in New York, I've spent nearly two decades building systems that help people find what they're looking for.

With dual Master's degrees in Computer Science and Linguistics, I bring a unique perspective to search technology — understanding both the engineering challenges and the nuances of human language. My work spans from low-level Lucene codec optimizations to integrating LLMs for semantic understanding.

I believe the future of search isn't about matching keywords — it's about understanding meaning.

15+
Projects Delivered
2
US Patents
3K+
GitHub Stars
20
Years Experience
02

Expertise

Search Technologies

Deep expertise in building and optimizing search infrastructure at scale. From query parsing to relevance tuning.

Elasticsearch Lucene Solr OpenSearch

Big Data

Building data processing pipelines at massive scale. ETL workflows handling terabytes of data.

Spark Kafka Hadoop Cassandra HBase

AI & Machine Learning

Integrating neural models into search pipelines. Semantic search, embeddings, and LLM-powered query understanding.

Vector Search Embeddings TensorFlow LLMs

Backend & Infrastructure

Scalable distributed systems, containerization, and cloud-native architectures. Creator of docker-java library.

Java Scala Docker AWS Spring
03

Clients

Over 15 consulting engagements with industry leaders in finance, food delivery, enterprise software, and networking infrastructure.

DayDream.ing
AI Search Expert
Ongoing
GrubHub
Search & Big Data
8 years
Bloomberg
Search & Big Data
2 years
Tradefora
Co-Founder, CTO
10 years
Zettaset
Platform Architect
2.5 years
Full Stack
5 months
04

Current Work

Search & AI Engineer

Building the future of fashion discovery at DayDream.ing

Leading the development of AI-driven search experiences that help users discover fashion through natural language, visual similarity, and contextual understanding. We're reimagining how people find and explore style.

Semantic Fashion Search Natural language queries that understand style, occasion, and aesthetic preferences
Visual Discovery AI-powered similarity search and style matching across millions of products
Personalized Ranking Context-aware results that adapt to individual taste and intent
05

What People Say

I had the great pleasure of managing Konstantin for over two years. He's one of the most talented engineers I've had the fortune of working with in my career. No matter how big or complex the task, Konstantin would take it on with a humble 'sure' and consistently deliver high-quality work on time. He has a deep understanding of search technologies, especially Elasticsearch and Lucene.

ES
Elad Sheinfeld Former Manager, GrubHub

Konstantin and I worked on a number of projects over the last two years ranging from building search systems to job schedulers. He is very enterprising and has the prized skill of solving ambiguous problems. He is equally good at working independently as well as in close collaboration. He comes with my highest recommendations.

SG
Skand Gupta Former Manager, Bloomberg

Konstantin is perhaps one of the best programmers I have ever worked with. He's one of the few developers that have a full understanding of programming and computing fundamentals and not just language nuisances. While he was at Zettaset we worked closely together to develop groundbreaking distributed security constructs and frameworks.

BC
Brian Christian Former CEO, Zettaset

Konstantin is a hands down 10x engineer. He has the ability to understand crux of the business problem and come up with a thorough and solid solution. Konstantin is one of the few engineers that has solid understanding of Big Data, Search and Java/J2EE technologies. He never gives up until he finds root cause to a problem.

AK
Anil Kona Former Manager, Xactly

Konstantin is one of the best software engineers I'd ever worked with. He's a true scientist when it comes to complex algorithms, his ability to research and implement best solution possible is simply amazing, and his work ethics and dedication is absolutely exemplary. It was a true pleasure and a privilege working with him!

AS
Arthur Svider Head of Engineering, Bizzy

Konstantin's approach to the project was impressive and his focus to understand the detail of our business operations gave us confidence. The delivery materialized on time and was deployed with his help, advice and oversight. His genuine interest in the project is refreshing — a rare trait indeed in the formal business world.

OH
Omar Hamwi Client, Juniper Networks
06

Notable Projects

Open Source

docker-java

Created and maintained the most popular Java client library for Docker. Used by thousands of projects worldwide to programmatically interact with Docker containers.

Stars 2,800+
Language Java
Status Active
Open Source

Giraffa

Committer on Giraffa — a distributed, highly available file system built on top of HBase. Designed for massive scale with strong consistency guarantees.

Built On HBase
Language Java
Patent

Distributed Network Monitoring

US Patent for "Monitoring of Authorization-Exceeding Activity in Distributed Networks" — detecting anomalous behavior patterns across distributed infrastructure.

Patent № US20140196115
Issued 2013
Patent

Forex Broker Evaluation

US Patent Application for "Effective Evaluation of Forex Brokers" — a system for analyzing and rating foreign exchange brokers based on performance metrics.

Patent № US20160292786
07

Contact

Let's build something intelligent together

Whether you're looking to implement AI-powered search, optimize your existing infrastructure, or explore new possibilities in information retrieval — I'd love to hear from you.