19
July 2026
Sunday, 19 July
fonttools-3682, local MoE
Running tomo against a small quantized model on a single desktop GPU, fonttools-3682 was the fastest and leanest pass of the local run: five rounds, 18.1k tokens, 127 wall seconds. The model went grep, read, edit, done, with no wrong turns and no re-reads.
gitingest-94, local MoE
The local-4090 counterpart to the five-free-models study on the same task. This run drives tomo with qwen3-30b-a3b, a 4-bit Qwen3-30B-A3B MoE served by Ollama on a single RTX 4090 behind the llmgw gateway, on cyclotruc gitingest-94, the easiest task in the swebench-live set.
conan-17123, local MoE
conan-io__conan-17123 is a real SWE-bench-Live feature request: .conanignore should support inverse matching with a leading !, the way .gitignore and .dockerignore do, so a config repo can ignore everything and then re-include a few files.
briefcase-2085, local MoE
beeware__briefcase-2085 is a real SWE-bench-Live task: Briefcase fails to roll out templates when a user's Git config rewrites HTTPS to SSH with insteadOf, because it calls remote.set_url with an old_url that no longer exists.