Something Rather Than Nothing On November 8, 2026, Anthropic's Claude Code running the Opus 5.5 model designed, built, tested and debugged a replacement for the DuckDuckGo search box on racecondition.software, after the site's author found that a query for "astra" returned five pages from the domain, none of which contained the word. The author then had OpenAI's GPT-6 Astra review the uncommitted changes, and Astra found seven genuine problems with Claude's implementation. The author's thesis is that both models have gaps and that a second subscription from a second vendor is an inexpensive way to find where the first is wrong. You may already be a happy Anthropic customer, but that doesn’t mean you shouldn’t get an OpenAI subscription. Read on to find out why. On November 8, 2026, Claude Code https://code.claude.com/docs/en/overview , running Anthropic’s Opus 5.5 https://www.anthropic.com/news/claude-opus-5-5 , replaced the search box on this site. Claude designed the replacement, built it, tested it, and fixed bugs it found. Then I asked GPT-6 Astra, a model from OpenAI, to review the uncommitted changes. Astra found seven genuine problems with Claude’s implementation. My thesis is not that one vendor’s model is better than the other’s. Claude did most of the work. The thesis is that both models have lacunae, and that a second subscription, from a second vendor, is an inexpensive way to find the places where the first is wrong. What follows is the story of a search box that would rather show something than nothing, of the fix that taught it otherwise, and of the second reviewer that found what the fix had gotten wrong. Five Results, None of Them Right Since the first commit https://github.com/vermont42/racecondition.software/commit/4e317e4 of this site’s repository, in April 2018, the site has offered a search box. The box was a DuckDuckGo form, adapted from DuckDuckGo’s own instructions and from a post by Stuart Colville https://muffinresearch.co.uk/adding-a-duckduckgo-search-box-to-your-blog/ , and it worked by sending the reader to DuckDuckGo with the query and a hidden field that restricted results to this domain. Here is its final form https://github.com/vermont42/racecondition.software/blob/e946255/ includes/search box.html :