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Kris-Nale314/README.md

Hi, I'm Kris πŸ‘‹

πŸš€ AI Strategy | Governance | Collaboration

Data scientist, consultant - working at the intersection of emerging tech and driving value.

I'm not a software developer, but I love to build and experiment with new technologies, techniques, and frameworks to stay on top of the crazy world of AI. I focus on helping organizations design, build, and deploy AI systems that can adapt and evolve while fostering collaboration to drive innovation.

"I believe in building AI systems that adapt, evolve, and create tangible value while remaining ethically grounded."

✍️ Recent Publications on AI, Product Development, and Building AI Systems

πŸ”­ Featured Projects on GitHub

Think Big, Start Small...and Iteratively Add & Expand...

I'm in the process of open-sourcing selected projects from my work:

πŸ€– Spotlight: ByteMeSumAI - Python Package available on PyPi

Building Blocks for Robust and Context-Aware AI Systems

Intelligent Chunking

  • Boundary-aware segmentation
  • Semantic coherence preservation
  • Sentence integrity protection
  • Document structure analysis

Advanced Summarization

  • Multi-strategy summarization
  • Entity-focused analysis
  • Temporal relationship preservation
  • Cross-document comparison
ByteMeSumAI Architecture

πŸ’‘ Research Interests

  • Modular AI Systems: Designing flexible, evolving architectures that adapt to changing conditions
  • Interactive AI Tools: Experimenting with multi-agent systems to enhance learning and transparency in AI processes
  • Retrieval Mechanisms: Enhancing context and accuracy in AI systems' information retrieval
  • Cross-domain Applications: Exploring how AI creates value across finance, government, and supply chain
  • AI Governance: Building frameworks that balance innovation with responsibility

🌟 Inspirations & Favorite Projects

Here are some places to explore that have some great projects:

LangChain Sebastian Raschka STORM OpenAI Cookbook Landing AI

🀝 Collaboration Philosophy

I thrive at the intersection of ideas, believing the most innovative solutions emerge when we combine diverse perspectives. My approach to collaboration:

  • Build cross-functional teams that blend technical expertise with domain knowledge
  • Create rapid prototyping environments that encourage experimentation
  • Maintain open communication channels to share learnings and insights
  • Focus on practical implementations that deliver measurable value

πŸ’» Technical Skills

Languages

Python SQL Scala R

General Tools and Services

Jupyter Databricks Snowflake Git Docker

Machine Learning

PyTorch TensorFlow Keras NVIDIA AI OpenCV

Natural Language Processing and LLMs

OpenAI Hugging Face LlamaIndex NVIDIA NeMo Pinecone LangChain

Serving and Testing

Weights & Biases FastAPI Gradio Streamlit Pytest

Project Management

Agile JIRA Confluence

πŸ“Š GitHub Stats

GitHub Stats

AI Product Development Complexity Evolution

AI Production Development Complexity

πŸ“« Connect With Me

I'm always open to discussing new ideas, collaborations, or opportunities to create value with AI:

LinkedIn Medium


"The best way to predict the future is to build it. The responsible way is to build it together."

Profile views

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  1. note-summarizer Public

    Streamlit app with Dockerfile to convert long transcripts into context-aware summary notes.

    Python 1

  2. agentic-explorer Public

    Agentic Explorer is a platform designed to showcase the differences between traditional and agentic RAG approaches.

    Python 1

  3. ByteMeSumAI Public

    ByteMeSumAI: Building the blocks for semantically-aware document processing.

    Python 1

  4. HalluciNOT Public

    HalluciNOT is a modular toolkit for detecting, measuring, and mitigating hallucinations in LLM outputs when working with document-based content. I

    Python 1

  5. datasets Public

    My datasets and data generation scripts that I've created, curated, and collected throughout my AI journey.

    Python 1

  6. Vision-KitAI Public

    An experimentation environment for exploring Computer Vision models, frameworks, and techniques.

    Python 1