ALTK-Evolve: How learned memory tops the τ²-bench leaderboard on customer service tasks without a frontier model

Deploying production-grade customer support agents has long forced teams into an expensive dilemma: pay steep token tolls for closed frontier models or accept the brittle amnesia of cheaper open-weights alternatives. In a technical breakdown published on Hugging Face,