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Filipp Trigub

Multi-chain LLM copilot for academic teaching and studying

Filipp Trigub
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Bonn, Germany

Experience

Oct 2023 - Mar 2024
6 months

Multi-chain LLM copilot for academic teaching and studying

Infolab.ai

Expertise details
Position Summary
Multi-chain LLM copilot for academic teaching and studying at Infolab.ai
Industries
Education
Information Technology
Business Areas
Information Technology
Product Development
  • Build a sophisticated AI copilot to augment the students’ learning experience and provide AI-derived insights to professors.
  • Build a multi-chain LLM system adapting to user needs at its own accord with a Weaviate vector DB based RAG system and evaluated it with Ragas.
  • Build responsive react frontend, and backend systems handling auth, data management and auxiliary services as a RESTful API.
  • Deployed and managed the app to the cloud in a production environment including the CICD via multi-stage deployment.
Sep 2023 - Sep 2023
1 month

Audio-Summarizer

Expertise details
Position Summary
Audio-Summarizer
Industries
Information Technology
Business Areas
Information Technology
Product Development
  • Summarize audio recordings, specifically books, into concise bullet-point style summaries.
  • Converted audio recordings into text using STT, in this case Whisper and Huggingface models.
  • Engineered a meta-prompt and summarization loop subdividing the recording in user designated parts (chapters) and then token-limit enforced chunks to extract a sensible and concise summary for each part as well as the entire recording.
  • Build a Flutter based UI allowing users to summarize their recordings and receive the summary by mail.
  • Dockerized and deployed to Vercel and Azure with Terraform and CI/CD.
Aug 2023 - Aug 2023
1 month

AI Sommelier

Expertise details
Position Summary
AI Sommelier
Industries
Food and Beverage
Retail
Business Areas
Information Technology
Product Development
Sales
  • Build a sales bot for a wine store with consistent identification and memorization of customer preferences to provide the customer with a sommelier-like experience.
  • Built an LLM agent with a recommendation tool based on a general haystack agent pattern design with a Streamlit UI.
  • Implemented a specified meta-prompt to correctly and consistently identify customer preferences and remember them.
  • Extracted these preferences programmatically to force usage of tool after a set number of preferences has been identified.
  • Dockized and deployed to Azure with Terraform.
Jul 2023 - Jul 2023
1 month

Telegram Search&Chat

Expertise details
Position Summary
Telegram Search&Chat
Industries
Information Technology
Business Areas
Information Technology
Product Development
  • Make Telegram searchable. Allow the automated exploration of a multitude of telegram channels via a GPT-bot fed by vectorized documents found by a search mechanism.
  • Retrieved chat contents from Telegram with Telethon and loaded these to a FAISS DB with OpenAI embeddings hosted in a FastAPI backend.
  • Implemented question-answer pipeline with Haystack, using Dense Passage Retrieval and OpenAI generation.
  • Provided a light-weight UI with user authentication to Telegram and subsequent chat window.
  • Deployed the bot to Azure with Docker.
Apr 2023 - Jun 2023
3 months

GPT-powered service staff assistant

d-fine GmbH

Expertise details
Position Summary
GPT-powered service staff assistant at d-fine GmbH
Industries
Professional Services
Business Areas
Customer Service
Information Technology
Product Development
  • Provide a GPT-powered chatbot using internal documents to support service staff and interact with customers directly.
  • Led the design and development of a lightweight GPT-powered chatbot for service-staff support for an international client.
  • Contributed significantly to the initial design, technology selection, and architecture.
  • Implemented a haystack pipeline with OpenAI embeddings to optimize GPT usage and integrated CI/CD and DevOps for rapid, collaborative development.
  • Spearheaded technical development and introduced agile development practices, setting guidelines and conventions for the team.
Jan 2021 - Dec 2022
2 years

Full-stack application design and development

d-fine GmbH

Expertise details
Position Summary
Full-stack application design and development at d-fine GmbH
Industries
Professional Services
Business Areas
Business Intelligence
Information Technology
Project Management
  • Design and develop an application for statistical data analysis holistically and support users on-demand.
  • Designed and developed architectural extensions based on client demands and limitations.
  • Successfully implemented over 500 stories in a 300k+ LoC codebase, which included a dockerized Python backend hosted in AWS with PostgreSQL and Oracle DB, as well as a JS frontend, both delivered via CI/CD.
  • Ensured continuous stability through extensive unit and end-to-end testing.
  • Served as Scrum Master for a team of 7 developers for over a year.

Industry Experience

See where this freelancer has spent most of their professional time.

Experienced in Professional Services, Education, and Information Technology.

Professional Services
Education
Information Technology
Profile match chart

Business Area Experience

See which departments and functions this freelancer has contributed to most.

Experienced in Information Technology, Business Intelligence, Project Management, and Product Development.

Information Technology
Business Intelligence
Project Management
Product Development
Profile match chart

Summary

Theoretical physicist with experience in tech and strategy consulting. Proven record of converting client needs into tech architecture proposals, improving these iteratively and implementing the final solution. Previous clients, as part of full-time employment, include major banks, an international central bank and multinational companies in the pharmaceutical and cloud hosting industry. Specialized in LLM application development, bringing complex LLM-agent systems from PoC to production.

Beyond that, I am a seasoned Python, TS & SQL developer with broad T-shaped skills including data processing, training and model implementation as well as backend development and cloud infrastructure deployment. Proficient in analytical problem-solving, identifying trends and patterns in complex data, and developing algorithms to address business problems. Comfortable working independently or in teams, remote or on-site. I care about AI and tech because I care about bringing value to my partners and clients.

Skills

  • End-to-end Solution Architecture For Gpt-powered Applications

  • Coding – Proficient: Python, Sql

  • Coding – Familiar: R, Ts, C, C++

  • Tools – Llm: Langchain, Haystack, Openai Api, Faiss

  • Tools – Ml: Tensorflow, Keras, Sklearn, Pytorch

  • Tools – Infra: Docker, Poetry, Gitlab

  • Tools – Cloud: Azure, Aws, Terraform

  • Tools – Database: Oracle, Postgresql, Mysql, Mongodb

Languages

German
Native
English
Native
French
Advanced
Ukrainian
Advanced

Education

Oct 2013 - Mar 2019

Humboldt university of Berlin

M.Sc. · theoretical Physics · Berlin, Germany · 3.6 (GER scale 1.4)

Statistics

Experience

Total positions 6
Experience in Professional Services 2 y
Avg length 5 m
Longest experience 1 y 11 m

Expertise

Recent roles Multi-chain LLM copilot for academic teaching and studying, Audio-Summarizer, AI Sommelier
Main industries Professional Services, Education, Information Technology
Main business areas Information Technology, Business Intelligence, Project Management

Qualifications

Highest degree Master

Profile

Created
Last Update
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Frequently asked questions

Do you have questions? Here you can find further information.

Where is Filipp based?

Filipp is based in Bonn, Germany and can operate in on-site, hybrid, and remote work models.

What languages does Filipp speak?

Filipp speaks the following languages: German (Native), English (Native), French (Advanced), Ukrainian (Advanced).

How many years of experience does Filipp have?

Filipp has at least 3 years of experience. During this time, Filipp has worked in at least 6 different roles and for 2 different companies. The average length of individual experience is 1 year and 6 months. Note that Filipp may not have shared all experience and actually has more experience.

What roles would Filipp be best suited for?

Based on recent experience, Filipp would be well-suited for roles such as: Multi-chain LLM copilot for academic teaching and studying, Audio-Summarizer, AI Sommelier.

What is Filipp's latest experience?

Filipp's most recent position is Multi-chain LLM copilot for academic teaching and studying at Infolab.ai.

What companies has Filipp worked for in recent years?

In recent years, Filipp has worked for Infolab.ai and d-fine GmbH.

Which industries is Filipp most experienced in?

Filipp is most experienced in industries like Professional Services, Information Technology, and Education. Filipp also has some experience in Food and Beverage and Retail.

Which business areas is Filipp most experienced in?

Filipp is most experienced in business areas like Information Technology, Business Intelligence, and Project Management. Filipp also has some experience in Product Development, Customer Service, and Sales.

What is Filipp's education?

Filipp holds a Master in theoretical Physics from Humboldt university of Berlin.

What is the availability of Filipp?

Filipp is immediately available part-time for suitable projects.

What is the rate of Filipp?

Filipp's rate depends on the specific project requirements. Please use the Meet button on the profile to schedule a meeting and discuss the details.

How to hire Filipp?

To hire Filipp, click the Meet button on the profile to request a meeting and discuss your project needs.

Average rates for similar positions

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Market avg: 860-1020 €
The rates shown represent the typical market range for freelancers in this position based on recent contracts on our platform.
Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.