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LegalWorld is a life-cycle interactive environment that models Chinese civil litigation as a causally connected state chain across five stages, paired with LongJud-Bench for evaluating legal agents across the full process.
The author argues that AI agents fail on real web tasks not because models are weak, but because browsers are designed for humans and lack isolated, scriptable workspaces for agent use.
Atlarix is a desktop environment that pre-parses codebases into a node/edge graph, allowing coding agents to navigate architecture via queries instead of reading raw text, which improves performance of smaller local models.