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ashworks1706/README.md
Projects
    system/infra/devtools
  • Piramid — Rust based production vector database for Agentic applications
  • Kaelum — Reasoning agents inference with a reward model and online policy router across domain workers
  • Helion — Edge-ML solar tracking system with scheduled long distant vision & control
  • Godfather — Admin dashboard for managing shared runpod GPU sessions with custom CLI (AIS Internal)
  • Platform — Internal tools infra with admin panels and org website (SoDA)
  • agents
  • SparkyAI — Multi-step collaborative CRAG AI Agents with self improving ML pipeline (ASU-Trusted)
  • Doc2MCP — API documentation to compressed MCP integration using agentic scraper (NexHacks '26)
  • HiveMind — Agentic Tutor for Zoom sessions with real-time transcript ingestion and semantic vector search (ScaleU '25)
  • BenchMind — AI agent benchmarking evaluation + visualization (CalHacks S12 '25)
  • Decoy — RAG-powered cyber intelligence pipeline (2x Google Hack Winner)
  • Eve — Gemini-powered robotic arm for multimodal equipment handling (PI Automation)
  • full stack
  • SafeSentry — React Native app with real-time firestore, geolocation tracking, & push notifs (TechXcelerate'23 Winner)
  • AI Pedia — Headless CMS for managing AI course materials and WiKIs (AIS)
  • Edumon — AI powered social networking platform for schools (Ctrl Hacks)
  • workshops/tutorials
  • LLM from Scratch — LLM Production Engineering built from fundamentals (AIS Workshop)
  • RLHF from Scratch — RLHF Engineering built from fundamentals for LLMs (100+ Stars)

Publications

  • Risk-Sensitive Forward Modeling for Delayed Teleoperation Using Cumulative Prospect Theory (inprog @ RISE)
  • Resource-Constrained Latent Reasoning in Large Language Models (inprog @ ARC)

Pinned Loading

  1. rlhf-from-scratch rlhf-from-scratch Public archive

    A theoretical and practical deep dive into Reinforcement Learning with Human Feedback and it’s applications in Large Language Models from scratch.

    Jupyter Notebook 112 11

  2. llm-from-scratch llm-from-scratch Public

    A theoretical and practical deep dive into Large Language Models and their applications on Deep learning from scratch.

    Python 10

  3. SparkyAI SparkyAI Public archive

    A Swarm of Intelligent AI Agents who work together to answer any student specific query, perform actual actions on their behalf and self improve over time following SOTA architectures and strategie…

    Python 8 4

  4. piramid piramid Public

    Vector database for Agentic Applications

    Rust 8 1

  5. kaelum kaelum Public

    Reasoning agents inference with a reward model and online policy router across domain workers

    Python 6

  6. zipy zipy Public

    Reliable Inference Runtime for Autonomous Systems

    JavaScript