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agent orchestration

Abstract dark navy graphic: local model nodes linked to a sober data-plane silhouette
AI

Local LLMs, Political Bias, and Why llama.cpp Still Matters

Public frontier models lean progressive on open benchmarks. Local inference via llama.cpp is still the practical way to keep an uncensored second opinion. Memory is the bottleneck; TurboQuant-style KV compression is what will make local writing workers routine in multi-model agents.

By Julien Laurenceau, 2 weeks2026-08-02 ago
AI

Model Fusion Beats the Frontier Model. The Cost Case.

OpenRouter put numbers on a pattern agent builders already use: a panel of models with a judge synthesizer beats the best single model, and a budget panel matched frontier quality at half the cost. What that means for your AI platform.

By Julien Laurenceau, 2 months2026-06-23 ago
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