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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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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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AI was supposed to kill engineering jobs, but new data suggests they’re the most resilient

While AI dominates the layoff narrative, engineers are actually making up a larger share of new hires, according to SignalFire data.

AIStartupsengineeringhiringLayoffssignalfiresoftware development
TechCrunch Jun 24, 2026, 21:56 UTC
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Claude Code's product lead talks usage limits, transparency, and the "lean harness"

"We have no grand plan," says Anthropic's Cat Wu—but that's by design.

AIagentic AIAnthropicCat WuClaudeClaude CodeCode with Claudesoftware development
Ars Technica May 15, 2026, 10:30 UTC

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