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ayushcodes13/README.md

Hey, I'm Devayush 👋

I build AI systems that connect models to evidence, people, and real tasks.

Applied AI · Retrieval · Agent Reliability · Workflow Systems · Evaluations · Agent Reliability ·

📍 New Delhi, India · Currently Applied AI Engineer at Bynd AI and freelancing

Python, TypeScript, FastAPI, React, PostgreSQL, Docker, Git, GitHub


✦ Selected work

  • 🧭 canon — Policy-governed AI that retrieves approved rules, applies constraints, and returns evidence-backed answers.
  • 🗂️ claris — Provenance-aware clinical case investigation for HCC research.
  • 🎯 tendermatch — Finds and ranks procurement opportunities for specialized suppliers.
  • 🗣️ aura — Voice-first, vision-assisted help for understanding objects and written information.
  • ♻️ medwaste guardian — Multimodal prototype for biomedical waste classification and compliance guidance.
  • 🛡️ clara agent reliability — Demo pipeline for grounded claims, risk checks, review gates, and trace logging.

◉ AI for people

  • 🌱 aura 2.0 — Exploring emotion-aware, multimodal assistance.
  • 💛 a.l.l.y. — An experiment combining speech, language, and visual cues for emotionally aware interaction.
  • 🦚 ask krishna — A conversational guide to the Bhagavad Gita, built around retrieval and generated responses.

⌁ In the lab

Experiments and works in progress with room to grow into stronger public demos.

  • 🧠 hydran — Reproducible brain MRI segmentation research with a PyTorch training setup and reported evaluation results.
  • 🧾 tender compliance engine — Extracts tender requirements with source links for review and export.
  • 🔬 oem intelligence — Evidence-backed research and matching for scientific instrument opportunities.
  • 📰 industry report agent — A multi-agent workflow for turning research into notes, charts, and a PDF report.
  • 📄 ocr benchmark — Experiments comparing OCR and document extraction workflows.
  • 🔄 parity — Early work on reconciling messy business data into trusted decisions.
  • 💬 socratic-bot — An unfinished conversational project that needs a sharper demo.

⌘ Tools & experiments

Contributions

Selected merged contributions to open-source projects:

  • 🛰️ agentglass — Dashboard for coding-agent activity, tokens, and tool calls. Improved CI install behavior in a PR. stars
  • 🌐 webclaw — Web extraction for LLMs and agents. Clarified PDF empty-content behavior in a docs PR. stars
  • 🔍 agent-inspect — Local evidence and trajectory debugging for TypeScript agents. Added an anonymized case-study template in a docs PR. stars
  • ✍️ commit-echo — Learns a developer's commit style and suggests messages. Fixed config updates overwriting the template path in a PR. stars
  • 🧩 triagekit — Generates GitHub issue templates. Fixed generated issue configuration in a PR. stars
  • 🧭 retinue — A compose-based personal-agent platform. Corrected image update steps in a docs PR. stars

Writing

I write about:

  • retrieval systems
  • evaluation pipelines
  • grounding failures
  • orchestration tradeoffs
  • operational AI reliability

→ hashnode.com/@ayoozzzz

Connect

Portfolio LinkedIn GitHub Email

Pinned Loading

  1. canon canon Public

    A governed RAG system for enterprise SaaS internal compliance & IT operations support.

    TypeScript

  2. tendermatch tendermatch Public

    A multi-source AI pipeline that scrapes, filters, and matches live tenders to relevant manufacturers.

    Python 1

  3. MedWaste-Guardian MedWaste-Guardian Public

    A Multi-Modal AI System for Biomedical Waste Compliance

    Jupyter Notebook 1

  4. 0xMassi/webclaw 0xMassi/webclaw Public

    Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server.

    Rust 2.4k 239

  5. 404-PF/commit-echo 404-PF/commit-echo Public

    LLM-powered CLI that learns your commit style & auto-suggests personalized Git messages.

    JavaScript 5 38

  6. SirAllap/agentglass SirAllap/agentglass Public

    🛰 Every AI coding agent on your machine, on one screen — live cost, tokens and tool calls across every provider, and a hold on anything dangerous until you say go. From your desk or your phone.

    TypeScript 334 42