Abderraouf CHABIRA

Dual Pattern Equilibrium Framework (W+X=1): A Robust Reward Optimization Architecture for Autonomous Local Coding Agents - Hardened V2

chabira abderraouf Autonomous developer agents operating on commodity hardware face a critical trade-off between code correctness and resource stability. Traditional reinforcement learning from human feedback (RLHF) and PPO-based code optimization rely on binary success/failure rewards, which are vulnerable to reward h...