If you're interested in exploring what LLM-based agent systems these days actually do to solve certain benchmarks such as SWEBench or WebArena, we created a small leaderboard with our team, that allows to view a lot of public and OSS agent results including all the runtime traces (the step-by-step reasoning behind the scenes).<p>Looking at traces is actually quite interesting, as they reveal a lot about the inner working and shortcomings of current agent system, e.g. see <a href="https://explorer.invariantlabs.ai/u/invariant/webarena--SteP/t/4" rel="nofollow">https://explorer.invariantlabs.ai/u/invariant/webarena--SteP...</a> for an example trace.