I finetuned 1.5B Qwen to near GPT-4o level bash generation perf
EasyCommand: open models, training data, and lessons from teaching small models to write shell commands.
I finetuned 1.5B Qwen to near GPT-4o level bash generation perf launched on October 5, 2026 with 6 votes, #733 of 3,603 launches that month and more than 75% of that year's launches.
What it does
Tl;Dr: Fine-tuned Qwen2.5-Coder-1.5B-Instruct and Qwen3-0.6B into CPU-friendly English-to-Bash models. In local development tests, the released 1.5B 4-bit model passed 212/300 ALFA-updated tasks (70.7%), versus whatisit's 191/300 (63.7%): a 7-percentage-point gap. Both used the same grading definition, but different prompts and generation settings. The comparison table includes both original and updated ALFA scores, with the benchmark version marked. Despite using LLMs for most of the coding, there was always one thing I kept Googling: Bash commands. It's quite flow-breaking to pause work, open Google, type the full query, go to Stack Overflow or similar, and look up the syntax I wanted.…from dirac.run
Does a similar job
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Qwen3.5 SmallMar 2026 · huggingface.co · ▲3550.8B-9B native multimodal w/ more intelligence, less compute


Qwen3.8-MaxAug 2026 · qwen.ai · ▲277Qwen3.8-Max + MCP for coding on your local machine, without paying for Qwen Code. Qwen3.8-Max itself runs in the cloud through Qwen Studio — this setup just gives it access to your local files and terminal through MCP. My take: it is slower than Codex and Claude Code, especially in thinking mode, but it does work well. MCP adds some latency too since there’s an extra layer between the model and your machine. In fast mode, it gets noticeably closer. I wouldn’t put it in the same category as Fable or Opus-5. Personally, I’d place it closer to the next Opus 4.7 level in terms of coding ability.…

GPT-3 Powered Shell2022 · musings.yasyf.com · ▲308Use gpt-do to have GPT-3 write all your bash commands for you.
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