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Do not fight a force you cannot control. Find the direction perpendicular to it, and do what it cannot.
If the model suddenly became ten times stronger on this dimension tomorrow, would what I am doing today become more valuable, or unnecessary?
Cross-scale rule invariance is the true generator of self-similarity.
From my book Advanced Agentic Dev Patterns: Orthogonality · Fractal
- omne-harness-lite. A lightweight Agent Harness, built the way the charts above show.
- AutoGPTQ. LLM quantization based on GPTQ. 5k+ stars, integrated into Hugging Face Transformers, now archived.




