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AMD abandons Claude Code over reasoning collapse

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AMD abandons Claude Code over reasoning collapse
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// 46d agoNEWS

AMD abandons Claude Code over reasoning collapse

AMD's AI engineering team dropped Claude Code after an extensive internal audit revealed a severe degradation in the tool's reliability. The performance collapse coincides with Anthropic's recent removal of visible reasoning tokens, causing the model to skip essential research and blindly rewrite files.

// ANALYSIS

Anthropic's attempt to optimize compute costs by silently nerfing Claude Code's reasoning depth is backfiring spectacularly with power users.

  • An audit of nearly 7,000 sessions shows the model now reads code 3x less before editing, leading to sloppy, context-blind rewrites.
  • The regression directly correlates with Anthropic's late-February update that redacted visible "thinking" blocks, heavily implying a shift toward cheaper, shallower inference.
  • Reduced reasoning paradoxically increases API costs through "thrashing," as the model gets stuck in loops and requires constant human intervention to fix broken logic.
  • The incident highlights the growing tension between AI providers managing massive infrastructure costs and developers demanding guaranteed reasoning depth for complex agentic tasks.
// TAGS
claude-codeai-codingagentreasoningideinference

DISCOVERED

46d ago

2026-04-11

PUBLISHED

46d ago

2026-04-11

RELEVANCE

10/ 10

AUTHOR

Neurogence