Goodbye, and Thanks for All the Bikesheds

queue.acm.org
July 18, 2026
13 min read
62/100
Summary
The "Bikeshed" column originated nearly 20 years ago from a casual email inquiry about writing on flash memory. It has since become an infrequent publication, appearing approximately once a year.
Key Takeaways
- The article reflects on the author's experiences and observations regarding the evolution of free and open source software (FOSS) over nearly two decades.
- LLM-assisted code reviews are currently a trending topic in the FOSS community, but the author expresses skepticism about their long-term economic viability.
- The author draws parallels between the nature of bugs found by LLM tools and the strategic depth of chess, suggesting that LLMs can explore software issues more comprehensively than humans.
- The economic model for LLM tools relies heavily on upfront training costs, while the resulting model weights are small and easily stored, raising questions about profitability.
Coverage & discussions
Hacker News · queue.acm.org
Community discussions
Historical count: 5 · 5 saved in sample · Historical sample
Analysis ready
Community Sentiment
Positives
- LLM-assisted code review is already a game changer, with many commenters noting its significant impact on finding and fixing software bugs.
- There's a strong belief that LLMs are evolving fast, and their usefulness is undeniable despite some skepticism about long-term disruption.
Concerns
- Many commenters are frustrated with outdated views on LLMs, feeling that the prediction of them not being a disruptor is completely out of touch with current advancements.
- Skeptics warn that the current arguments against LLMs overlook the rapid improvements and effectiveness they bring to code review processes.
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