The solver takes the LLB graph and executes it. Each vertex in the DAG is content-addressed, so if you’ve already built a particular step with the same inputs, BuildKit skips it entirely. This is why BuildKit is fast: it doesn’t just cache layers linearly like the old Docker builder. It caches at the operation level across the entire graph, and it can execute independent branches in parallel.
During development I encountered a caveat: Opus 4.5 can’t test or view a terminal output, especially one with unusual functional requirements. But despite being blind, it knew enough about the ratatui terminal framework to implement whatever UI changes I asked. There were a large number of UI bugs that likely were caused by Opus’s inability to create test cases, namely failures to account for scroll offsets resulting in incorrect click locations. As someone who spent 5 years as a black box Software QA Engineer who was unable to review the underlying code, this situation was my specialty. I put my QA skills to work by messing around with miditui, told Opus any errors with occasionally a screenshot, and it was able to fix them easily. I do not believe that these bugs are inherently due to LLM agents being better or worse than humans as humans are most definitely capable of making the same mistakes. Even though I myself am adept at finding the bugs and offering solutions, I don’t believe that I would inherently avoid causing similar bugs were I to code such an interactive app without AI assistance: QA brain is different from software engineering brain.
�@HDR 10�{������IMAX Enhanced/Dolby Vision/Filmmaker Mode�Ȃǂ̃t�H�[�}�b�g�ɑΉ��B�{�̃T�C�Y��441�i���j�~345�i���s���j158�i�����jmm�A�d�ʂ�11.5kg���B，这一点在搜狗输入法2026中也有详细论述
В Батайске Ростовской области в квартире, где живет пенсионерка, из-за протечки крыши рухнул потолок. Внимание на ситуацию обратило издание «Батайское время».，详情可参考WPS官方版本下载
CORE Recommender (What is CORE?)
Super 8s: England, 161-6, bt New Zealand, 159-7, by 4 wkts，推荐阅读heLLoword翻译官方下载获取更多信息