Computer Engineer · AI · Systems · Interfaces

Engineering across
models, software
and the physical world.

I design and build intelligent products end to end—from agents and retrieval to embedded systems, 3D experiences, and interactive hardware.

APPLIED AI FULL-STACK QUANTUM EMBEDDED INTERACTIVE SYSTEMS
00 / The thinking behind the bridge
00 / REAL-TIME SYSTEM
CORRECTING BALANCE
M194%
M263%
SOFTWAREADJUSTING
M389%
M462%

“Software computes the correction in microseconds; hardware acts in the physical world to maintain balance.”

SoftwareComputing correctionCalculated in ~2msHardwareDifferential thrustCompensating at 95%StatusStabilizingTilt angle -7.4°

Software that thinks. Hardware that interacts.

My work lives between two shores: models and product on one side; signals, sensors, and physical systems on the other. Engineering is the bridge that turns them into one experience.

Frictionless applied AIReal-time & firmwareFull-stack architectureSensory interaction
01High-level logic

Agents, RAG, full-stack products, and intelligent interfaces.

AI / LLM / WEB
02Low-level signals

Embedded systems, sensors, real time, and physical interaction.

EMBEDDED / IOT / RT
01 / Selected work

Selected work

Real projects, concrete technical decisions, and code ready to explore.

01
Traceable banking RAG

VaultMind AI

Full-stack financial knowledge application with multi-agent research, search and multi-step reasoning.

LangGraphFastAPIReactPostgreSQL
Open repository
02
Quantum × Retrieval

Qiskit Migration

RAG pipeline for migrating legacy quantum code to modern Qiskit versions with contextual suggestions.

QiskitQdrantn8nOllama
Open repository
03
Multimodal experience

Realtime AI Avatar

VRM avatar interface with Gemini, low-latency voice interaction and a real-time 3D scene.

GeminiThree.jsVRMWeb Audio
Open repository
04
Deep learning from scratch

Michigrad

Scalar autograd engine built from scratch to understand automatic differentiation and backpropagation.

PythonAutogradBackpropLLMs
Open repository
05
AI-first project management

Meridian AI Agent

Project management platform with serverless architecture, React and AMD MI300X accelerated inference.

ReactAI AgentsMI300XServerless
Open repository
06
Real-time security

Embedded Security CIAA

Embedded EDU-CIAA system with interrupts, GPIO and finite-state-machine logic in C.

Embedded CFinite State MachinePython
Open repository
02 / How I work

From prototype to a system people can use.

I work across disciplines without losing technical rigor or product clarity.

01

Applied AI

RAG, agents, local models, and traceable workflows designed around the actual problem.

02

Full-stack product

APIs, data, and interfaces assembled into clear, fast, maintainable experiences.

03

Systems engineering

Algorithms, embedded security, and machine learning understood from first principles.

04

Interactive computing

Real-time 3D, audio, sensors, and hardware turned into expressive interfaces.

03 / Process

Explore, design, build, and validate.

  1. 01Explore

    Understand the problem, constraints, and intended experience.

  2. 02Design

    Turn uncertainty into architecture and testable decisions.

  3. 03Build

    Integrate software, models, and hardware into a coherent product.

  4. 04Validate

    Measure, iterate, and document so the system can grow.

The portfolio is playable, too

Stack & Slice

Customers order my projects as recipes. Every technology is an ingredient: prep it, bake it without burning it, and ship the product on time.

8 orders · 28 ingredients · 4 stationsChoose a level and play
Shall we build something?

Open to conversations about engineering, AI, and ambitious products.

Email meGitHubLinkedIn
ignacio.schwindt.dev@gmail.com