https://blog.blackwell-systems.com/tags/aider/Recent content in Aider on Blackwell SystemsHugoen-usSun, 24 May 2026 00:00:00 +0000https://blog.blackwell-systems.com/posts/ai-code-context-tools-benchmark/Sun, 24 May 2026 00:00:00 +0000https://blog.blackwell-systems.com/posts/ai-code-context-tools-benchmark/codegraph has 19K GitHub stars. Aider has 20K. We benchmarked 7 systems on 117 tasks across 7 codebases (3.5M LOC to 14K LOC). knowing is 1.36x more precise than codegraph, 2.45x vs GitNexus, 2.92x vs Gortex, 14.2x vs grep. Queries Kubernetes in 2ms (codegraph: ~1s), eliminates 99.9% of grep noise on ambiguous queries.