High Availability Architecture

Jun 12, 2026 · Artificial Intelligence

From Spec to Loss Function: How Real AI Agents Design Effective Loops in 30 Hours

The article details how loss‑function development (LFD) and well‑designed /goal loops let AI agents reverse‑engineer a product core in about 30 hours, achieving roughly 50× better results by shifting from fixed specs to optimized objectives and enforcing constraints, harnesses, and forced entropy.