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AI & Data Science Engineer

JagadeepMamidi

Building AI products that hold up in production.

I am an AI and data science engineer at M2T, where I ship clinician RAG workspaces, voice automation, and internal operations platforms.

Most of my work sits between FastAPI services, retrieval pipelines, multimodal processing, and the product surfaces people actually use.

Projects
6
Credentials
3
Graduation
2026

Education

Vellore Institute of Technology, Amaravathi

Bachelor of Technology in Computer Science & Engineering (AI & Machine Learning)

Sep 2022 - Sep 2026Amaravathi, AP

Certifications and awards

3rd Place, Pac Hack

National level hackathon

AWS Certified Cloud Practitioner

Amazon Web Services

MongoDB Associate DBA

MongoDB University

Senior Consultant, AI & Data Science

M2T Pvt LtdDec 2025 - Present / Remote

  1. OW Clinical Assistant

    Clinician-facing agentic RAG workspace for structured summaries from complaints, lab reports, and prescriptions. Pinecone retrieval, FlashRank reranking, query expansion, department-aware filtering, caching, and document processing.

  2. Privacy workflows

    Asynchronous document pipelines with consent checks, audit logging, user-scoped access, integrity validation, OCR, and embedding jobs.

  3. CCM Voice Agent

    FastAPI voice platform for KIA sales and service. Gemini Live conversations, Excel and Firestore adapters, Jambonz/VICIdial telephony, streaming PCM, ASR, diarization, noise suppression, and call analytics.

  4. Status AI

    Operations platform with email and timesheet ingestion, role-protected dashboards, scheduled jobs, attendance workflows, AI digests, and database-backed task management.

Selected systems

Public work from GitHub plus production systems from consulting. Each one ships past the demo.

devops

Featured

DevOps Sentinel

Autonomous multi-agent SRE system for health checks, incident memory, and AI-written postmortems.

  • Published devops-sentinel-next on PyPI with a CLI, FastAPI API, WebSocket dashboard, Slack alerts, and MCP-ready agent roles.
  • CrewAI orchestration for monitoring, triage, investigation, and incident memory, deployable as a non-root Docker service.
  • Pytest coverage for health checks, timeouts, authentication, rate limiting, anomaly detection, and postmortem generation.
PythonCrewAIFastAPISupabaseDocker

ai

X Impact Simulator

Experimental X-inspired audience simulator that scores hooks against curated behavior packs with Monte Carlo cascade spread.

  • Maps persona affinities onto public RankingScorer defaults from x-algorithm, then runs a full-cascade Monte Carlo spread.
  • Hook A/B compare with p10-p90 bands, niche index, rewrite suggestions, and replayable saved runs.
PythonFastAPINext.jsGroqTypeScript

web

RE-DACT

Data-protection workspace that redacts, masks, or anonymizes personal data in text and documents.

  • Redact PII across text, PDFs, and images, with optional encryption of the original file.
  • Tamper-evident hash-chain audit logs and session auth, hosted on Render without a local blockchain.
Next.jsTypeScriptSQLitetesseract.js

ai

Sahay AI

Multilingual platform that helps Indian citizens find eligible government welfare schemes.

  • Hybrid BM25 and vector retrieval over 500+ schemes, with chat in 11+ Indian languages.
  • Voice input and output plus a WhatsApp bot for scheme discovery without a desktop browser.
FastAPINext.jsGroqRAGSarvam AI

web

RBA Bike Rentals

Production scooter-rental platform connecting customers, partners, and operations in one workflow.

  • Co-built booking, partner operations, and admin dashboards.
  • Razorpay payments and webhooks, Setu DigiLocker KYC, fleet GPS, and REST APIs for quotes and bookings.
Next.jsSupabaseRazorpayBetter Auth

open-source

Telegram-Drive

Open-source desktop and Android client that turns a Telegram account into cloud storage.

  • Fork contribution across a Tauri, Rust, and React codebase for desktop and Android.
  • Practical cloud-storage workflows on top of Telegram as a storage backend.
TauriRustReact

Stack I reach for

Languages

PythonTypeScriptJavaScriptSQL

AI and ML

RAGLangChainCrewAIPineconeOCRASRPyTorchScikit-learn

Backend and cloud

FastAPINext.jsReactSupabaseGCP Vertex AIAWSDockerCI/CD

Reliability

PytestJWT/RBACSupabase RLSRate limitingAudit loggingWebSockets

Integrations

Gemini LiveJambonzVICIdialRazorpayDigiLockerFirestore

Contact

Open to roles and collaborations around RAG, voice agents, and reliable backend systems.

Phone+91-9490822555

India. Open to remote.