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sauravoole-ai/README.md

Saurav Kumar Jha

AI Product Engineer | Applied AI & Backend Engineering

I build AI-backed products where model output is only one layer of the system: the rest is structured workflows, backend APIs, validation, persistence, human control, testing, and deployment.

My current flagship build is Client Intelligence OS — an evidence-grounded Applied AI system focused on longitudinal client intelligence, accountable follow-up, and human-governed trust.

Currently an AI Applications Development Intern at GreyBox Technologies (Remote, Sep–Dec 2026) and a B.Tech student in Electronics & Communication Engineering at Tezpur University, graduating in 2027.

Portfolio · LinkedIn · All Repositories


Selected Engineering Work

Client Intelligence OS — Evidence-Grounded Applied AI + Backend Systems

Flagship engineering project · Active development · not publicly deployed

Full-stack, multi-tenant client-intelligence system for repeated client/coaching conversations. It turns conversations into source-linked findings, risks, human-reviewed follow-up, and longitudinal client signals while keeping model output advisory rather than authoritative.

  • FastAPI + PostgreSQL + SQLAlchemy/Alembic backend with a React + TypeScript workspace
  • Human-controlled Action Item workflow with assignments, due dates, completion outcomes, queues, and optimistic concurrency
  • Longitudinal signal/evidence/revision model with draft, trusted, rejected, and needs_revalidation states plus What Changed? trajectory surfaces
  • Evidence provenance, deterministic factual processing, structured semantic inference, and server-side provider validation
  • Workspace-scoped authorization, CSRF/BOLA-oriented access patterns, isolated inference admission, and security-focused regression coverage
  • Reviewed design specs, implementation plans, and production/security operating notes kept in-repo for inspectable engineering

Design principle: AI proposes; validated application state and explicit human review remain authoritative.


Pharma Complaint Copilot — Human-Reviewed AI Workflow

Live prototype

AI-assisted pharmaceutical complaint-intake prototype that turns text or text-based PDFs into a structured review draft while keeping risk guidance advisory and the final record commit under explicit human control.

  • FastAPI + Pydantic API contracts
  • LangGraph orchestration with Groq structured output
  • PostgreSQL + SQLAlchemy + Alembic persistence
  • React + Redux Toolkit review workflow
  • Deterministic completeness checks and constrained corrections
  • Automated backend/frontend/E2E verification

Live App


ACComplish — AI Study-Execution Copilot

Live

Turns exact study scope, readiness, deadlines, and daily capacity into a bounded Study Line, tracks execution, and explicitly replans unfinished work.

  • React + TypeScript frontend with FastAPI + Pydantic backend
  • Structured LLM outputs with local validation
  • Bounded model fallback with deterministic recovery
  • Tavily-backed resource ranking
  • Topic-scope and daily-capacity invariants enforced in code
  • Backend tests plus frontend type/build verification

Live App · Demo


AI Portfolio Studio — Full-Stack Portfolio & Publishing Platform

Live

Full-stack portfolio platform for project case studies, technical writing, professional enquiries, and private content administration.

  • React + TypeScript + TanStack
  • Supabase Auth + PostgreSQL
  • Row Level Security and admin authorization
  • Versioned database migrations
  • Private administration Studio
  • Production deployment with SEO/social metadata support

Live Platform


Unrot D1 Retention Product Case — Product Experimentation

Independent product case + live prototype

Explores a Learn → Build → Earn → Return continuation loop intended to give learners a concrete artifact and reason to return the next calendar day.

  • Working static prototype
  • Deterministic challenge/scoring logic
  • Same-artifact next-day continuation concept
  • Explicit experiment metrics and guardrails
  • Clear separation between simulated prototype behavior and production requirements

Live Prototype


Additional Work


Engineering Focus

Applied AI: LLM APIs · structured outputs · validation · human-in-the-loop workflows · retrieval-augmented systems · LangGraph

Backend & Data: Python · FastAPI · Flask · REST APIs · Pydantic · PostgreSQL · SQLAlchemy · Alembic · Supabase · Row Level Security

Frontend: React · TypeScript · JavaScript · Redux Toolkit · Vite · HTML · CSS

Reliability & Delivery: pytest · frontend testing · Playwright · Git/GitHub · API boundary validation · deterministic fallbacks · Vercel · Render · Cloudflare

AIoT: ESP32 · sensor integration · MCU-to-backend prototyping · Arduino tooling


Experience & Education

  • AI Applications Development Intern — GreyBox Technologies · Remote · Sep–Dec 2026
  • Web Development Intern — InAmigos Foundation · Remote · Jun–Jul 2026
  • B.Tech, Electronics & Communication Engineering — Tezpur University · Expected 2027

I am especially interested in engineering roles where Applied AI, backend systems, product thinking, and reliable human-controlled workflows meet.

Pinned Loading

  1. client-intelligence-os client-intelligence-os Public

    Evidence-backed client conversation analysis with human review, structured insights, risk flags, recommended actions, and a responsive React + FastAPI workspace.

    Python

  2. ACComplish ACComplish Public

    AI study-execution copilot — Study online. Stay on line.

    Python

  3. AI_Internship_Match_Assistant AI_Internship_Match_Assistant Public

    AI-powered Resume–JD analysis app with file upload, match scoring, skill gap insights, PDF report download, and RAG-style follow-up assistant.

    CSS

  4. ai-health-advisory-bot ai-health-advisory-bot Public

    “AI-powered health advisory app with vitals analysis, AI chatbot, voice interaction, and a demonstrated ESP32-based AIoT prototype.”

    JavaScript

  5. pharma-complaint-copilot pharma-complaint-copilot Public

    AI-assisted pharmaceutical complaint intake prototype with human-reviewed extraction, risk triage, and controlled QMS ledger commits.

    Python

  6. ai-portfolio-studio ai-portfolio-studio Public

    Full-stack portfolio & publishing platform with React, TypeScript, Supabase/PostgreSQL, Auth/RLS, private admin Studio, and Cloudflare Workers.

    TypeScript