Unicorn Who Dev

Independent engineering · France / remote

From a complex need
to a system that holds.

I turn complex needs into shippable web, AI, mobile and 3D products — with a clear scope, justified decisions and evidence at every stage.

Available for audits, delivery sprints and ongoing support

3D digital architecture connecting a web product, an artificial intelligence engine and a SimReady asset
Product · AI · 3D connected

Fields of expertise

01

Web product

Interfaces, SaaS & platforms

02

Applied AI

Vision, generation & pipelines

03

3D & mobile

Unity, Android & OpenUSD

Three-dimensional web product architecture with translucent interfaces, connected services, a database and validation gates
01 / WEB PRODUCT

An architecture ready to evolve.

Interfaces, services and data remain readable, testable and transferable so the product can evolve without weakening what already works.

  • Business interfaces
  • Services & data
  • Continuous validation
Visual artificial intelligence pipeline with an optical lens, neural network, inference engine and output stations
02 / APPLIED AI

A model connected to a decision chain.

Inputs, inference, localization and outputs remain observable to measure results, explain decisions and know when to abstain.

  • Multimodal vision
  • Metrics & guardrails
  • Traceable artifacts
Industrial engine shown in three stages, from wireframe mesh to final PBR asset validated for a SimReady pipeline
03 / 3D SIMREADY

From raw geometry to a validated asset.

Topology, materials, levels of detail and packaging are checked before delivery to Unity, OpenUSD or Omniverse.

  • GLB & OpenUSD
  • LOD & PBR
  • SimReady validation

Missions

What you can
entrust me with.

A precise scope, justified technology and a result that can be verified in your environment.

WEB

Web product & SaaS

Design a platform, recover a fragile product or deliver a new interface without disrupting the existing system.

  • React · Vite · Vinext
  • API · Supabase · authentication
  • Responsive UX · accessibility
AIX

Visual & multimodal AI

Turn a promising model into a measured, traceable pipeline that can be used inside the product.

  • Vision · detection · localization
  • LoRA · conditioned generation
  • Benchmarks · provenance · guardrails
3D

Real-time 3D & OpenUSD

Prepare scenes and asset libraries that open correctly, validate cleanly and remain portable.

  • Unity · Omniverse · Isaac
  • GLB · USD · SimReady
  • LOD · validation · packaging
APP

Android & cross-platform

Build or stabilize a mobile experience connected to the product core, through to the final build.

  • Native Android · Compose
  • Unity bridges · shared logic
  • Build graph · device QA
Related projectsMake My Game
OPS

GPU cloud & industrialization

Make heavy workloads reproducible while controlling their costs, states and artifacts.

  • RunPod · Docker · workers
  • Deterministic bootstrap
  • Recovery · logs · SHA-256
FIX

Audit, recovery & reliability

Find the actual cause, reduce risk and restore delivery without an unnecessary rewrite.

  • Architecture · dependency audit
  • Debugging · security · performance
  • Tests · build · handover

Verified capabilities

Evidence,
not a list of keywords.

The proposed missions are grounded in executed work and retained validation evidence.

01AI + geospatial

FireViewer — event evidence chain

Local detection, multi-image localization and deterministic fusion, with abstention when the available evidence is insufficient.

34targeted checks passed
  • Grounding DINO
  • Panoramax / MegaLoc
  • 2,600 localized candidates
023D + OpenUSD

Asset4Sim — SimReady library

Consolidation of a GLB/USD library with controlled Windows paths, auditable exclusions and preserved source identity.

281assets retained and verified
  • NVIDIA Asset Validator
  • 1,314 hardlinks
  • 281 source identities confirmed
03Audio product

DAW Core — instrument interfaces v2

Interface contract repairs and a controlled migration of desktop editors while preserving the Android path.

50desktop editors routed to v2
  • 57 tests passed
  • Application build validated
  • Rollback retained
04Generative R&D

MakeMyGame — image + pose training

Dual-condition pipeline, sequential supervision, checkpoints and hashed artifacts to distinguish a launch from a result.

1,600steps in the first run completed
  • Reference + pose → image
  • SHA-256 artifact
  • Campaign continuation tracked explicitly

Figures aggregate archived validation evidence from public and private projects. No private repository, link or confidential content is exposed.

Contracts & engagements

The right engagement
for the right risk.

The format depends on uncertainty, existing debt and the expected acceptance criteria.

01

Audit & scoping

2–5 days

Factual assessment, risks, target architecture, priorities and acceptance criteria.

02

Delivery sprint

1–3 weeks

A bounded feature or fix, integrated, tested and ready to hand over.

03

Industrialization

3–8 weeks

A complete, reproducible, observable and documented production pipeline.

04

Technical partnership

monthly

Continuity, trade-offs, maintenance and regular delivery without losing context.

Starting point

Let’s discuss the problem
before we discuss the solution.

Send the context, objective, constraints and deadline. The reply will focus on feasibility and the next useful step.