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

Learned memory takes a basic ReAct agent with GPT-4.1 to the top τ²-bench tests policy-bound customer service Guidelines improve capability and reliability The best amount of guidance depends on the domain Better performance costs more tokens, not more...