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Anthropic's Opus 5 is about token efficiency, not a capability leap

Models are improving quickly, but the cheaper options are often good enough.

AIagentic developmentAnthropicClaudecodingFableMythosOpusOpus 5Programmingsoftware development
Ars Technica Jul 24, 2026, 21:05 UTC
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I wanted a clock that never needed setting. Things escalated.

Sure, maybe your clock has a backup battery, but mine has a deployment pipeline!

FeaturesTech3d print3d printerclockDevOpsmakerProgrammingRaspberry Pi
Ars Technica Jul 23, 2026, 11:00 UTC
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Beyond grep: The case for a context-rich AI coding harness

Augment Code's Vinay Perneti talks models, harnesses, and context.

AIagentic codingagentsAugment CodeClaude CodecodingharnessIDEsinterviewLLMProgrammingsoftware development
Ars Technica Jul 20, 2026, 11:20 UTC

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