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Σε 30 συνθετικά χαρτοφυλάκια, ένα tax engine χειροτέρεψε το αποτέλεσμα multi-agent AI. Τι σημαίνει για RAG, testing και ασφαλή AI workflows;
Το SyPS δείχνει πώς κοινωνικές νύξεις αλλάζουν την κρίση των LLMs και πώς οι επιχειρήσεις μπορούν να ελέγχουν αυτή την αστάθεια πριν από το deployment.
A controlled comparison of 11 methods shows when hints, distillation, and critics help AI with sparse rewards—and how a benchmark can reverse that conclusion.
ACES evaluates AI skills in paired live tests and measures the skill lift along the agent's actual path.
DPO optimizes the preference data signal. Learn how to check for pairs, length bias, lexical shortcuts, tokenizer limits, and critical slices before fine-tuning.
CRAFT converts rubric-based failures into targeted training data. How it works, what 13 benchmarks revealed, and what an enterprise AI pilot needs.
