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Deekshith-Dade/README.md

πŸ‘‹ Hey there, I'm Deekshith Dade

Software Engineer & Researcher focused on building intelligent systems and practical AI for real-world problems. Currently pursuing my Master's at the University of Utah, working on generative and interpretable AI for biomedical signals.

Portfolio: deekshith.me β€” highlighted work and writing, including the KV-cache blog.


⚑ Recent Work

πŸ–ΌοΈ Vision & Multimodal

  • mlx_sam3 β€” SAM 3 port to Apple MLX with lightweight prompting and fast inference experiments.
  • mlx_perception_models β€” perception model experiments optimized for Apple MLX workflows.
  • Synthetic Road Sign Detection β€” synthetic data generation in Blender with DETR/YOLOv5 training and measurable IoU gains.
  • Mars Captioning UI β€” CLIP-based captioning and semantic search over Mars rover imagery.

πŸ€– AI Systems & Agents

  • Augment (Code) β€” agentic mind-map engine that captures thoughts, embeds context, and runs multi-tool workflows with memory.
  • Spot Reader β€” AI-enhanced EPUB reader with RAG, chat, annotations, and streaming responses (Next.js + FastAPI + Supabase + AWS).
  • LangGraph Story Agent β€” multi-agent creative writing system with persona-driven story generation.

🧬 Research & BioSignals

✍️ Writing

  • KV-Cache Blog β€” practical deep dive on KV-cache optimization and inference tricks for LLMs.
  • MLX SAM3 Worklog β€” notes on porting SAM3 to MLX on Apple Silicon with a demo app.

🧰 Stack

Languages: Python C++ Java TypeScript Go

Frontend: React Next.js Tailwind shadcn Jest

Backend: FastAPI Flask Spring Boot Kafka Node.js PostgreSQL Redis SQLAlchemy Docker

AI/ML: PyTorch Transformers LangGraph Diffusion GANs Contrastive Learning CLIP CrewAI

Infra & DevOps: AWS EC2 S3 Nginx Docker Compose CI/CD GitHub Actions Supabase

Databases & Graphs: Neo4j Pinecone Firebase Prisma


πŸ”­ Current Focus

  • On-device multimodal models for Apple Silicon
  • Building AI that organizes thought and context at scale
  • Signal-level generative modeling for interpretable biomedical AI
  • Multi-agent orchestration with LangGraph
  • Graph-RAG systems with structured memory

πŸ“« Connect


πŸŽ₯ Video Demos

augment-demo-comp.mp4
Screenshot 2025-08-25 at 2 19 03β€―PM

Pinned Loading

  1. mlx_sam3 mlx_sam3 Public

    MLX SAM3 - MLX Port of SAM3 for interactive image segmentation with Text and Geometric Prompts

    Python 21 6

  2. mlx_perception_models mlx_perception_models Public

    Jupyter Notebook 2

  3. mlx-vlm mlx-vlm Public

    Forked from Blaizzy/mlx-vlm

    MLX-VLM is a package for inference and fine-tuning of Vision Language Models (VLMs) on your Mac using MLX.

    Python 1

  4. ecg_diffusion ecg_diffusion Public

    Python

  5. augument-frontend augument-frontend Public

    TypeScript

  6. augment-backend augment-backend Public

    Python