Atlassian & AI Tutorials and Best Practices

v0.4 of our Atlassian model: 21 of 25 apps compile, and the loop that was a diagram

Three days after v0.3, the Qwen3.8-27B we teach Forge went from 12 of 25 compiling apps to 21 of 25. On the way our own release rule rejected it, correctly by its own text, over a 40-character window repeated 13 times at 32k context. The window was a line of box-drawing characters in an ASCII diagram. Here is what changed, what the metric got wrong, and what we changed so it cannot happen the same way again.

Mihai PerdumSep 13, 202612 min read

Atlassian Insights & Tutorials

Articles 1

v0.4 of our Atlassian model: 21 of 25 apps compile, and the loop that was a diagram

v0.4 of our Atlassian model: 21 of 25 apps compile, and the loop that was a diagram