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AI Lab

Applications, experiments and tools you can try.

Each project shows whether a working deployment is connected. Tools marked “runs in browser” work right here with no server or API key.

In-browser tool

Chunk Lab

See how chunk size and overlap change the passages a RAG retriever would index — the same preprocessing step used in the Knowledge Assistant.

Runs in browser

87 words

24 words
6 words
Chunks
5
Step
18
Redundancy
28%
  1. Chunk 124 words

    Retrieval-augmented generation pairs a language model with a search step. Documents are split into chunks, each chunk is embedded as a vector, and the

  2. Chunk 224 words

    embedded as a vector, and the vectors are stored in a database such as ChromaDB. When a question arrives, the system embeds the question,

  3. Chunk 324 words

    arrives, the system embeds the question, retrieves the most similar chunks, and passes them to the model as context. Chunk size matters: chunks that

  4. Chunk 424 words

    context. Chunk size matters: chunks that are too small lose meaning, while chunks that are too large dilute the signal. Overlap keeps sentences that

  5. Chunk 515 words

    the signal. Overlap keeps sentences that sit on a boundary from being cut in half.

AI projects (4)

  • 01Generative AI

    Advanced RAG Knowledge Assistant

    A document question-answering assistant with semantic chunking, reranking, query rewriting and a validated FastAPI layer.

    • Python
    • LangChain
    • ChromaDB
    • Embeddings
    View Case Study
    Demo not connected
  • 02Generative AI

    Multimodal AI Assistant Platform

    An assistant that combines text, voice and images, orchestrating tool calls against a SQLite-backed flight workflow.

    • Python
    • Gemini API
    • Tool Calling
    • Whisper
    View Case Study
    Demo not connected
  • 03Generative AIDeveloper Tools

    Multi-Model Code Converter

    Converts Python to C++ or Rust through a provider-independent interface, then compiles and runs the output to compare models.

    • Python
    • LLM APIs
    • Prompt Engineering
    • C++
    View Case Study
    Demo not connected
  • 04Data AnalyticsGenerative AI

    AI-Assisted SQL Analysis

    A structured workflow for generating SQL with ChatGPT, then validating every query against business logic in MySQL.

    • ChatGPT
    • MySQL
    • Prompt Engineering
    • SQL
    View Case Study
    Demo not connected