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A 7B Model Now Outperforms Handcoded LLM Orchestration

Sakana's 7B RL Conductor routes tasks across GPT-5, Claude, and Gemini, beating hardcoded pipelines on tough benchmarks. Builders shipping agentic apps should stop handcoding routers and start designing for fluid multi‑‑

May 8, 20261 min read
Heavy black punk-zine illustration of a mechanical conductor routing thick arrows to multiple model blocks while a rigid handcoded pipeline breaks underneath, with Botflow blue as.

Why Hardcoded Orchestration Falls Apart

The Architecture Shift for Real Products

The Architecture Shift for Real Products

The Architecture Shift for Real Products

The Architecture Shift for Real Products

The Architecture Shift for Real Products

The Architecture Shift for Real Products

The Architecture Shift for Real Products