Adam Łucek

agentic-memory. Implementing cognitive architecture and psychological memory concepts into Agentic LLM Systems

QuicKB. Optimize Document Retrieval with Fine-Tuned KnowledgeBases

GraphRAG-Breakdown. A breakdown of knowledge graph RAG with diagrams and examples

ppt2desc. Convert PowerPoint files into semantically rich text using vision language models

dspy-breakdown. Stop prompt engineering! Program your LLMs with DSPy

chunking-strategies. An Overview of the Latest Document Chunking Research

tool-calling-guide. Learn function calling and tool calling from simple tools to full agents.

NeedleInAVidStack. Extract, timestamp, and analyze specific content from video collections using LLM-powered audio/video processing.

quick-mcp-example. Short and sweet example MCP server / client implementation for Tools, Resources and Prompts.

ft-modernbert-domain. Fine tuning ModernBERT-embed-base on synthetic domain specific data for improvement to unseen queries

smolagents-guide. A walk through HuggingFace smolagents

speech2speech-translation. Supporting code from my related video

llama3-websearch-agent. Jupyter Notebook

deep-competitive-analyst. Deep Competitive Analyst is a 'deep agent' style LLM assistant built to automate the creation of company profiles and competitive analyses

deep-agents-walkthrough. Creating 'deep agents' to encourage LLM's to complete long horizon tasks.

GRPO-Training. An overview of GRPO & DeepSeek-R1 Training with Open Source GRPO Model Fine Tuning

openai-realtime-rag. Fork of OpenAI's Realtime Console, adapted for Vocal RAG

GenUI-Ecomm. TypeScript

RAG-Overview. An intuitive approach towards understanding how Retrieval Augmented Generation (RAG) systems work, for the curious yet daunted reader

multimodal-rag. Jupyter Notebook

LLM-distillation-guide. Jupyter Notebook

linear-adapter-embedding. Query Only Linear Adapter Training for Fine Tuned Embedding Model Query Representation

evaluizer. Visualize LLM outputs against datasets, manually annotate results, and run automated evaluations to algorithmically optimize prompts.

rag-reranking. An overview of popular reranking models and architectures for 2 stage RAG pipelines

three-RL-projects. Learn RL Techniques in 3 Easy Projects

rewrAIt. Revise any part of an LLM conversation- system, user, or AI messages, at any point in time.

swarm-meal-planner. Exploring and demonstrating OpenAI's Swarm framework

custom-rag-evals. Applying domain specific evaluations to RAG chunking and embedding functions

multimodal-llm-breakdown. Outlining and demonstrating how language models are able to understand image, video, and text content.

ai-agents-video. Code to go along with my AI agents youtube video

true-multimodal-rag. Jupyter Notebook

rl-for-llms. Context & Guide For Reinforcement Learning with Verifiable Rewards with Large Language Models

embeddings-guide. Jupyter Notebook

apple-notes. Claude Code Plugin for Interacting with Apple Notes via Agent Skills

seb-ocr. vLLM Processing for Unstructured Historical Documents

synthetic-data-gen. Jupyter Notebook

static-embeddings. A brief overview of static and distilled embedding models

evals-deepdive. Jupyter Notebook

ALucek. Config files for my GitHub profile.

companion-guide-challenge. An approach to Andrej Karpathy's LLM challenge, as outlined here: https://twitter.com/karpathy/status/1760740503614836917

byo-chatgpt. Jupyter Notebook

fastapi-template-gcp. Minimal template to run FastAPI on Cloud Run as a private service, fronted by API Gateway enforcing Google API Key auth

simple-deep-agent. Simplified implementation of a deep research agent using LangGraph

gemma2-yt-agent. Jupyter Notebook

ecommerce-trends. Jupyter Notebook

ft-openai-video. All of the code demonstrated from my Fine Tuning OpenAI Models - How & Why video

pii-masking-rlenv. RL Environment built using Verifiers for PII information masking

language-model-merging. Jupyter Notebook

llm-autoeval-fork. Automatically evaluate your LLMs in Google Colab

multiagent-collab-planner. Jupyter Notebook

banana-bench. Benchmark LLMs Spatial Reasoning with Head-to-Head Bananagrams

chat-lucek. An LLM chatbot, built, deployed and run end to end.

simple-deep-research. A simple deep research implementation built with LangGraph