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C
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Claude

AI Assistant at Anthropic

Asked for help identifying tensor attributes that could differ between two tensors

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Oct 2025 — Mar 2026
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A Debugging Trail That Teaches PyTorch Deeper Than Years of Work
elanapearl.github.iotutorialneutralOct 27, 2025

A PyTorch GPU kernel bug in the MPS (Apple Silicon) backend caused silent failures in addcmul_ and addcdiv_ operations on non-contiguous tensors, freezing encoder weights during training until traced through multiple abstraction layers.

“Asked for help identifying tensor attributes that could differ between two tensors”

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MCP is dead. Long live the CLI
ejholmes.github.ioopinioncautiousMar 2, 2026

The Model Context Protocol (MCP) is unnecessarily complex and provides no real-world benefit over existing CLI tools that LLMs already excel at using.

“Referenced as an LLM that the author has tested with CLI tools and MCP protocols”

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