OpenAI’s full GPT-5.6 model family — Sol, Terra, and Luna — landed inside Kiro, AWS’s spec-driven coding agent IDE, on August 24. The joint announcement comes with a headline number: 82% cost reduction per completed agentic task on Terminal-Bench 2.1. That figure needs unpacking before you restructure your agent stack around it. What the 82% Actually Measures The 82% is not a price cut. GPT-5.6 did not get 82% cheaper overnight. The claim measures token consumption: when you run GPT-5.6 inside Kiro’s structured workflow, completing a Terminal-Bench 2.1 task requires 82% fewer tokens than an unstructured agent session. The reason […]
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