Julien Barbe · Montpellier, France

Every field runs on unwritten rules.I give them shape.

Botanists, researchers, teaching teams: I turn what they know into a precise need, then into working software.

Now

Updated

  1. Heading I

    Tabular models for ecology

    Where do tabular foundation models actually help on ecological data, and where don’t they?

    Status Syntype v0.1 published and corrected; v0.1.1 waiting.

    Read the correction
  2. Heading II

    Generated interfaces

    Can a model build a usable interface from a contract, a component catalogue and checkable evaluators?

    Status Synthetic data and first evaluators.

  3. Heading III

    Independent apps

    Which of my own tools can pay for my time?

    Status LoopHuntr being published, Daymon in private beta, NamerKit in development.

Side trips a bookmark library sorted by a local model, couch games, a detective game set in 1913 London.

Work

16 projects

Selected

The Appothèque window: an app whose code changed, the fingerprints of the two builds and the files modified since the last one

Developer tools

Appothèque

A menu bar launcher for the Mac and iOS apps you are building: it rebuilds only when its inputs changed.

2026 · v0.5.1, open source

Swift · macOS 26

github.com/arsis-dev/appotheque
LoopHuntr: five proposed loops around a start point, offline; the first one is 38.5 km with 1,100 m of climb, 68% on tracks

Independent apps

LoopHuntr

Loops for gravel, road and mountain bikes, hiking and trail running, built on the iPhone from a start point, a distance and a climb. Offline once a region is downloaded.

2025–2026 · preparing the App Store release

Swift · iOS

Tales of Chinatown: Lala and Constable Durham around a lacquered coffin

Games

Tales of Chinatown

A short detective game. Limehouse, 1913: connect clues, doubt what you are told, prepare the night. After Sax Rohmer.

2026 · in development

Godot 4.7 · Ink

Futon Fighters: two square fighters face to face

Games

Futon Fighters

Couch games for up to four players on one screen: Ippon, a one-hit platform duel, and Fourtress, a split-screen first-person fight around a fort.

2026 · in development

Godot

Daymon, today view: a day profile, the sessions of the day and 23 activities still to check

Developer tools

Daymon

Where working time actually goes. A local time tracker that shows what it is unsure about instead of guessing.

2025–2026 · private beta

Rust · SQLite · MCP

Slyfari app icon

Independent apps

Slyfari

A private iOS browser with an encrypted video vault: what you save stays on the device, sealed with a key from the Keychain.

2026 · in development

Swift · WebKit

Syntype: preliminary scores on species-trait tasks

Research

Syntype

An open benchmark of tabular models on ecological data. Version 0.1 was corrected in public the day it came out.

2026 · v0.1 corrected, v0.1.1 waiting

Python

github.com/syntype/syntype

More projects

Notes

  1. Correction Heading I

    A second model reviewed Syntype and found four blocking issues: a survival task that mostly predicted harvest, modelled tree heights, a growth task solved by “next year equals this year”, and species reduced to their epithet. Public correction the same evening.

    Read the note, Correction of 30 September 2026
  2. Contribution Heading I

    Apple Silicon fix sent to NVIDIA’s structured-data-models: mps and mps:0 were treated as two different devices. Two lines, two tests. Issue #1031, PR #1032.

    Read the note, Contribution of 30 September 2026
  3. Survey Heading I

    Survey of open ecological datasets, licence read on each repository page. Rows are plentiful; independent targets are the scarce resource.

    Read the note, Survey of 30 September 2026

Writing

  1. Daymon

    Multi-signal attribution in Daymon

    The hardest problem in automatic time tracking isn’t capturing activity — it’s attributing it to the right project. When you switch between a browser tab, a terminal, and an IDE in the span of 30 seconds, which project owns that time?

    • rust
    • time-tracking
    • attribution

Itinerary

Since 2009: plant identification, herbarium publishing, education platforms, biodiversity data. Today: tabular foundation models on ecological data, interfaces generated from a contract, and a few independent apps.

  1. 2006 CESI Computer science training
  2. 2009 INRA, AMAP lab Lead developer, Pl@ntNet
  3. 2013 App Store First Pl@ntNet iOS app: identify a plant from a photo
  4. 2015 Independent Education platforms, biodiversity data, business applications
  5. 2026 Arsis Tabular models, generated interfaces, independent apps