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22:07
2026-07-31
dev.to
large-language-models

Claude Sonnet 5 vs Opus 5: A Real-World Comparison (2026)

Anthropic's Claude Sonnet 5 and Claude Opus 5, released in mid-2026, offer distinct strengths and pricing trade-offs. Sonnet 5 excels at high-volume coding and content tasks with a 72.7% SWE-bench Ver…

20:57
2026-07-31
dev.to
machine-learning

Why INT4 Weight-Only Quantization Doesn't Speed Up Prefill

A developer's analysis shows that INT4 weight-only quantization speeds up decode but not prefill, because prefill is compute-bound while decode is memory-bound. The crossover point where a GEMM become…

20:14
2026-07-31
dev.to
ai-agents

A practical control checklist before an AI agent moves money

A developer from Credian, a startup building payment controls for AI agents, outlines a checklist for safely enabling agent-initiated transactions. The checklist includes binding requests to specific …

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