Actively working on TrainLens
TrainLens turns AI training runs into research-grade notebook reports, directly inside Jupyter.
Python Package Portfolio
Research-oriented Python tooling for model evaluation, data quality, retrieval, multimodal analysis, and generative-audio workflows.
| Package | Research / engineering focus | Downloads |
|---|---|---|
| embedding-drift-lite | Embedding-distribution drift detection and diagnostic inspection. |  |
| metaclean-vlm | Metadata normalization for image and vision-language model datasets. |  |
| parametricbench | Provider-independent regression benchmarking for LLM and VLM systems. |  |
| promptshield-llm | Prompt-injection, unsafe-instruction, and input-risk screening for LLM pipelines. |  |
| rag-chunk-audit | RAG chunk-quality auditing for segmentation and retrieval analysis. |  |
| text-to-music-prompt-structurer | Structured prompt extraction for text-to-music generation workflows. |  |
| visual-patch-audit | Image-patch auditing and visual-signal inspection for VLM workflows. |  |
| vlm-occlusion | Grid-based black-box occlusion analysis for VLM claim sensitivity. |  |
Check MAVERICK, cognition-inspired AI research for multi-agent visual reasoning
Inspired by human visual cognition, MAVERICK decomposes image understanding into an auditable four-agent loop: perceive, describe, critique, and refine.
Designed for interpretable VLM workflows, uncertainty-aware reasoning, and stronger model-ready image descriptions.
Explore Neural Audio Theory, the engineering foundations behind AI music generation
An open educational project explaining how modern AI music systems work, from signal processing and embeddings to transformer and diffusion architectures, training, and prompt conditioning.
Built for developers and researchers who want a technical understanding of the systems behind neural audio and music generation.
Discover music-to-text, local-first AI tooling for turning audio into structured metadata and music industry copy
An open-source Python framework that extracts acoustic features and generates A&R notes, PR pitches, playlist descriptions, and sync licensing blurbs, with or without an LLM.
Built for reproducible audio analysis, structured exports, and OpenAI-compatible or fully local workflows.
Explore LastLight, low-power RAG for offline disaster guidance
LastLight is a tiny local knowledge capsule that searches Markdown knowledge packs, returns sourced passages, and refuses to answer when retrieval confidence is too low.
Built for constrained environments with no cloud API, embeddings, vector database, telemetry, package installation, browser, or background service.
Check my UI component library for AI
edujbarrios-ui is a frontend component library for building clean AI interfaces, demos, and developer tools.
Languages
AI Systems & Tooling
- I Created a Complete Educational Guide on AI Music Generation
- I Built My Own Documentation Site Builder - Here's Why and How
- I Built a Notebook Engine for C, and the Potential Is Incredible
OS & Development
