Martian @withmartian · 03 Sep 2026
Our insights: ✦ The best LLM system is often not the best LLM. ✦ Advertised token costs are bad predictors of real LLM cost. ✦ LLMs have variable reliability in consistently solving a problem. ✦ Single-model benchmarks are systematically understating current LLM capabilities.
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