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DeltaReplay increases mobile agent success by a maximum of 25.0 points
At each step, it follows the step in memory, changes its parameters, or gives the step to the base agent.
arxiv.orgClaimed, not confirmed
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At each step, it follows the step in memory, changes its parameters, or gives the step to the base agent.
arxiv.orgClaimed, not confirmed
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On three datasets, its Recall at 1 increases by a maximum of 16.18%.
arxiv.orgClaimed, not confirmed
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The authors say that harness changes repair process failure and weight training repairs content failure.
arxiv.orgClaimed, not confirmed
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A test by Anthropic found 66 of 70 bugs with the new workflow, but no one knows if this holds for other tasks.
the-decoder.comClaimed, not confirmed
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On the new long tasks, Claude Opus 5.5 is first with a 32% pass rate, then GPT 6 Astra with 28%.
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The server has about 40 tools, and each transaction that it makes is unsigned until the user signs it.
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Postman and AWS write that context, not function, was the primary bottleneck, and the agent must get approval before it changes the application.
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Customers select the access of their agent, and companies set limits for the work of the agent.
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GitHub writes that the time for one test of client start, session creation, and one turn fell from 5.25 seconds to 292 milliseconds.
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In a test by AgentR, Webcmd completed 67 of 100 tasks at $0.255 for each completed task, against $0.297 for browser-use.
markets.businessinsider.comClaimed, not confirmed
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The binary that the user examines stays on the computer of the user.
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In the Alien Universe test, it gets a discovery depth of 3 or more in 8 of 8 runs. Without the engine it gets this in 1 of 8.
arxiv.orgClaimed, not confirmed