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mangeshraut712/README.md

Mangesh Raut — Applied AI Engineer

Recruiter?

Portfolio LinkedIn Email X Instagram

Sponsor / Donate

Stripe PayPal Buy Me a Coffee

Mission

Building production AI systems that combine agentic workflows, realtime speech AI, retrieval & evaluation gates, full-stack product engineering, and developer tooling.

Featured Projects

Featured projects

ai-ml-portfolio · Hindai · Gravity-SaaS-Agent · agent-console · sarvam-ai-cookbook · Stanford-CS336

Architecture

Architecture

Engineering Metrics

Verified engineering metrics

Metric Source
VAD clean F1 0.9569 · p95 ~19 ms ai-ml-portfolio README
CI green · Python 3.10–3.12 CI workflow
make verify-all Makefile
4,000+ contributions GitHub overview · snapshot

Now

Currently building

AI Engineering

AI stack

Stack claim Source
NumPy · webrtcvad · BM25 · scikit-learn ai-ml-portfolio/pyproject.toml
Next.js 15 · React 19 · Turbopack agent-console/package.json
FastAPI · Sarvam SDK sarvam-ai-cookbook/requirements.txt
Speech VAD lab labs/vad
RAG / LLM eval lab labs/llm-eval · DATA_CARD · RESULTS

Engineering Principles

  • Measure everything
  • Local-first whenever possible
  • Reliability over novelty
  • AI should augment — not obscure — the system
  • Developer experience matters
  • Simple systems scale better

Details: INTERVIEW_NOTES.md

Writing / Notes

Trajectory

Contribution trajectory

Contribution graph · yearly snapshot JSON

Contribution snake

GitHub streak

Pinned Loading

  1. ai-ml-portfolio ai-ml-portfolio Public

    Applied AI monorepo: speech VAD, RAG evaluation, NumPy ML from scratch — portfolio for AI Engineer roles

    Python

  2. mangeshrautarchive mangeshrautarchive Public

    Agentic full-stack portfolio: vanilla ESM + FastAPI AssistMe, dual-host Pages/Worker, WebMCP, and public monitor

    JavaScript

  3. Stanford-CS336 Stanford-CS336 Public

    Self-study notes and labs for Stanford CS336: language modeling, transformers, GRPO, BPE

    Python 2

  4. agent-console agent-console Public

    Real-time AI agent console: WebSocket tool-calling, observability, Next.js + React

    TypeScript

  5. Gravity-SaaS-Agent Gravity-SaaS-Agent Public

    Multi-tenant SaaS AI agent platform: MCP, WhatsApp, billing — Next.js + TypeScript

    TypeScript 3 3