Vibe Coding with GitHub Copilot (Getting Started with GitHub Copilot)

Following on from Annotating and cleaning GBIF data: Darwin Core Archive, GitHub, ORCID, and DataCite here's a quick and dirty example of using GitHub to help clean up a Darwin Core Archive. The dataset 3i - Cicadellinae Database has 2,152 species and 4,749 taxa, but GBIF says it has no georeferenced data.

Today I managed to publish some data from a GitHub repository directly to GBIF. Within a few minutes (and with Tim Robertson on hand via Skype to debug a few glitches) the data was automatically indexed by GBIF and its maps updated. You can see the data I uploaded here.The data I uploaded came from this paper:This is the data I used to build the geophylogeny for Banza using Google Earth.

Yaron Minsky nerdsniped me last week into getting OCaml to drive the 80s-retro RGB Matrix displays. I grabbed one from the local Pi Store and soldered it together with help from Michael Dales. But instead of writing OCaml bindings by hand, we thought we'd try out the latest agentic CLI called Claude Code released last week to see if we could entirely autogenerate the bindings.

There is an excellent post on open science, prestige economies, and the social web over at Marciovm's posterous*. For those of you who aren't insanely nerdy** GitHub is… well… let's just call it a very impressive collaborative tool for developing and sharing software***. But don't worry, you don't need to spend your days tied to a computer […]