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IVP · Ioan-Vlad Pantiru, home

IOAN-VLAD PANTIRU · AI ENGINEER

Production AI, engineered to be trusted.

LangGraph agents, RAG and Azure OpenAI, end to end, plus the full-stack apps and CI/CD around them. If an answer can't be verified, my systems say so.

HOW THE ASSET PLATFORM THINKS

A pipeline that would rather say TBC than guess.

→ client .xlsx / CMDB
→ human confirms
→ vendor APIs→ Bing grounding
return "TBC" →
ROI report →App Insights →

STAGE 01 / 05

Ingest

Client inventories arrive as spreadsheets or CMDB exports with 20K+ devices. Rows are normalised and deduplicated before anything touches a model.

LOG · ingest
› read client .xlsx / CMDB export› normalise columns› dedupe devices

Results

SAVINGS PER CLIENT
~$600K
DEVICES PER INVENTORY
20K+
AUTOMATED TESTS
~1,300
RESEARCH TIME
2d → 1h

SELECTED WORK

Shipped, measured, and still running.

COMPUTACENTER · LEAD DEVELOPER

AI IT asset platform

Turns 20K+ device client inventories into specs, refresh plans and ROI reports. Shipped to production in about two months and used by around fifteen consultants.

  1. ingest
  2. map
  3. research
  4. gate
  5. ship
SAVINGS PER CLIENT
~$600K
RESEARCH TIME
2d → 1h
DATES RESOLVED
~80%
READ THE CASE STUDY : AI IT asset platform

2025–26 · TECHNICAL CO-FOUNDER

Horizon HUD

Fully offline perception on a Raspberry Pi 4: YOLOv8s quantized to INT8, SORT tracking, ego-motion compensation and a risk engine ranking hazards on a helmet display.

ON-DEVICE
6 FPS
TESTS ON THE PI
306

FREELANCE · SOLE DEVELOPER

MitMed clinic platform

Client portal and back office for mitmed.ro. Booking with Google Calendar sync, WhatsApp reminders, GDPR consent management and PayU billing.

TO LIVE
~3 wk
CLIENTS PER MONTH
60–70

1ST PLACE · GREENPOW · TALLINN 2026

HubShift

A GPU pod that runs AI batch jobs on the idle grid capacity of EV fast-charging hubs and yields to cars within seconds.

PLACE
1st
IDLE CAPACITY
~94%

FREELANCE

IN BUILD

Construction platform

Stock, crews, projects and cost control for a mid-size builder. LLM document extraction, and bid drafts where every figure cites a company record.

INTEGRATION
e-Factura
INTEGRATION
REGES

WHAT I BUILD WITH

  • LangGraph
  • LangChain
  • Azure OpenAI
  • AI Foundry
  • RAG
  • pgvector
  • YOLOv8
  • TFLite INT8
  • OpenCV
  • Python
  • TypeScript
  • FastAPI
  • Next.js
  • React Native
  • PostgreSQL
  • Celery
  • Redis
  • Docker
  • GitHub Actions
  • Entra ID

CONTACT

Let's build something that actually ships.

Open to EU remote roles and freelance builds. The fastest way to reach me is email.