Acceleration of agent self-improvement and task-synthesis pipelines [developing]

ClawGUI unified GUI train/eval/deploy; SPPO sequence-PPO long-horizon; autonomous ML eng; Memory-Enhanced Dynamic Reward/Artifacts mem; Muses-Bench multi-user fails (65-85%); Nemotron-3 Super agentic MoE-Mamba; SAMF verifiable prompts; Kelly/Claw/YC fails; RAGEN collapse; Universal fixes; GRPO/mem wins.