Code completion for Pharo is in GSoC again, looking at type inference and statistical ordering based on recent classes! https://medium.com/@myroslavarm/improving-code-completion-gsoc-2019-introduction-de36e106a12f
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I've been impressed with code written by Fable in my testing:
Difftastic: found small optimisations in a hot loop I'd already profiled extensively. Helped me prototype Dijkstra to A* too (hard to find a good heuristic).
Garden: Found some real bugs in my simplistic typechecker.
I find that I'm choosing AI tools based on the quality of the harness rather than the model.
For example, I'm using Claude Code Web because its model of remote VMs is extremely convenient. I'm using Perplexity because it's tuned really well for web searches.
I've been iterating further on how Garden shows type errors.
For types in the standard library, I'm now showing "a String" but "an Int". I'm also doing basic syntax highlighting of the code excerpt.
What do you think?