Why I do not believe this shows Anthropic serves folks a worse model: 1. The percentage drop is too low and oscillating, it goes up and down. 2. The baseline of Sonnet 4.5 (the obvious choice for when they have GPU busy for the next training) should be established to see Opus at some point goes Sonnet level. This was not done but likely we would see a much sharp decline in certain days / periods. The graph would look…
4. The graph starts January 8. Why January 8? Was that an outlier high point? IIRC, Opus 4.5 was released late november.
Claude Code daily benchmarks for degradation tracking
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Re: Claude Code daily benchmarks for degradation tracking
#82[SWE-bench co-author here] It seems like they run this test on a subset of 50 tasks, and that they only run the test once per day. So a lot of the movement in accuracy could be attributed to that. I would run on 300 tasks and I'd run the test suite 5 or 10 times per day and average that score. Lots of variance in the score can come from random stuff like even Anthropic's servers being overloaded.
Are you suggesting result accuracy varies with server load?
Re: Claude Code daily benchmarks for degradation tracking
#83Why I do not believe this shows Anthropic serves folks a worse model: 1. The percentage drop is too low and oscillating, it goes up and down. 2. The baseline of Sonnet 4.5 (the obvious choice for when they have GPU busy for the next training) should be established to see Opus at some point goes Sonnet level. This was not done but likely we would see a much sharp decline in certain days / periods. The graph would look…
How do you define “too low”, they make sure to communicate about the statistical significance of their measurements, what's the point if people can just claim it's “too low” based on personal vibes…
Re: Claude Code daily benchmarks for degradation tracking
#84Re: Claude Code daily benchmarks for degradation tracking
#85Earlier quoted context omitted.
An operator at load capacity can either refuse requests, or move the knobs (quantization, thinking time) so requests process faster. Both of those things make customers unhappy, but only one is obvious.
This is intentional? I think delivering lower quality than what was advertised and benchmarked is borderline fraud, but YMMV.
Re: Claude Code daily benchmarks for degradation tracking
#86Simply search user prompts for curse words and then measure hostility sentiment. User hostility rises as agents fail to meet expectations.
Re: Claude Code daily benchmarks for degradation tracking
#87Earlier quoted context omitted.
An operator at load capacity can either refuse requests, or move the knobs (quantization, thinking time) so requests process faster. Both of those things make customers unhappy, but only one is obvious.
This is intentional? I think delivering lower quality than what was advertised and benchmarked is borderline fraud, but YMMV.
Re: Claude Code daily benchmarks for degradation tracking
#88Earlier quoted context omitted.
An operator at load capacity can either refuse requests, or move the knobs (quantization, thinking time) so requests process faster. Both of those things make customers unhappy, but only one is obvious.
This is intentional? I think delivering lower quality than what was advertised and benchmarked is borderline fraud, but YMMV.
Sure, I'll take a cup of coffee while I wait (:
Re: Claude Code daily benchmarks for degradation tracking
#89Earlier quoted context omitted.
4. The graph starts January 8. Why January 8? Was that an outlier high point? IIRC, Opus 4.5 was released late november.
Or maybe, juste maybe, that's when they started testing…
A benchmark like this ought to start fresh from when it is published.
I don't entirely doubt the degradation, but the choice of where they went back to feels a bit cherry-picked to demonstrate the value of the benchmark.
Re: Claude Code daily benchmarks for degradation tracking
#90Earlier quoted context omitted.
An operator at load capacity can either refuse requests, or move the knobs (quantization, thinking time) so requests process faster. Both of those things make customers unhappy, but only one is obvious.
This is intentional? I think delivering lower quality than what was advertised and benchmarked is borderline fraud, but YMMV.
welcome to the Silicon Valley, I guess. everything from Google Search to Uber is fraud. Uber is a classic example of this playbook, even.