Author

Om Mohite

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Jul 2026

FusionML: Prefill, Not Decode - Mechanism and Boundaries of CPU+GPU Co-Execution on Unified-Memory Apple Silicon

A per-layer, contention-aware CPU+GPU row split for transformer prefill built on a fix for MLX's lazy-graph scheduler that accelerates Llama-shaped decoder-block prefill and saves time-to-first-token on a real Qwen2.5-7B checkpoint.

Om Mohite · arXiv.org · 0 citations

Jul 2026

Two Calls Beat Five Agents: Evaluating Multi-Agent Pipelines Against Self-Refinement for Local Language Models

It is demonstrated that communication format and implementation details determine outcomes more than architectural complexity, and that simpler approaches match or outperform multi-agent pipelines for local 7B model deployment.

Ashish Prajapati, Om Mohite · arXiv.org · 0 citations