Author

Sahika Genc

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#artificial intelligence Preprint Sep 2026

MILO: Automated Harness Discovery via Orchestrated Multi-Agent Evolution

Modern agentic systems combine an AI model with a harness that controls execution and environmental interactions. Harness design strongly affects long-horizon performance, yet its combinatorial search space demands substantial human effort that must be repeated as models change. Existing automated methods explore this...

Prithwish Jana, Mononito Goswami, Hao Liu et al. · 0 citations

#artificial intelligence Preprint Aug 2026

A Pinch of SFT, A Dash of RL: When Reinforcement Learning Helps Long-Horizon Advertising Agents

This work studies how to balance SFT and RL under production-mirroring beta APIs, and observes that, in a controlled experiment, checkpoint trajectories retrospectively separated into three regimes: Imitation, where SFT captured reliable teacher behavior; Lift, where both stages helped; and Discovery, where useful rewa...

Aakash Kolekar, Sahika Genc, Bunyamin Sisman et al. · 0 citations