OpenAI’s Deployment Simulation Extends Pre-Deployment Risk Assessment to Agentic Coding Through Simulated Tool Calls

OpenAI published a new pre-deployment safety method called Deployment Simulation. The idea is direct. Before a model ships, simulate its deployment first. Replay past conversations through the new candidate model. Then study how it behaves in realistic contexts. OpenAI already uses insights from the method during model development. It has…

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Mobileye’s US robotaxi launch will put it on either side of the AV enterprise

Mobileye’s US robotaxi launch will put it on either side of the AV enterprise

Mobileye has pitched itself as an autonomous automobile expertise provider. Now it desires the operator label, too. The Intel subsidiary and publicly traded firm mentioned Tuesday it plans to launch a robotaxi service in a U.S. metropolis in 2027, marking an enlargement past its provider technique. Mobileye didn’t title the U.S. metropolis. Nonetheless, the Israeli-based…

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How you can Construct Reminiscence-Environment friendly Transformers with xFormers Utilizing Packed Sequences, GQA, ALiBi, SwiGLU, and Causal Consideration

How you can Construct Reminiscence-Environment friendly Transformers with xFormers Utilizing Packed Sequences, GQA, ALiBi, SwiGLU, and Causal Consideration

print(“n” + “=”*70 + “n4. Variable-length packed batch — no padding wasten” + “=”*70) seqlens = [37, 120, 8, 200] whole = sum(seqlens) H, Ok = 8, 64 q = torch.randn(1, whole, H, Ok, machine=machine, dtype=torch.float16) ok = torch.randn(1, whole, H, Ok, machine=machine, dtype=torch.float16) v = torch.randn(1, whole, H, Ok, machine=machine, dtype=torch.float16) attempt: bias =…

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Anthropic’s newest feud with the Trump admin may very well assist it, gross sales knowledge suggests

Anthropic’s newest feud with the Trump admin may very well assist it, gross sales knowledge suggests

Anthropic is having a month. The AI lab completed Could by surpassing OpenAI in market share of enterprise spending for the primary time, Ramp simply revealed. It raised $65 billion at a $965 billion valuation (additionally besting OpenAI) on the finish of Could, then waltzed into June by submitting confidential paperwork for an IPO, reportedly…

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