15 Jun 2026·Studio Futuro Lab·Research

Hybrid fleets: local models and frontier APIs under one orchestrator

The studio's local pipeline was updated to the new open-weight generation — Qwen 3.5, Gemma 4, DeepSeek V3.2 — served via vLLM with speculative decoding. On repetitive workloads, local models now reach practical parity with the frontier APIs of a year ago, and speculative decoding cuts latency by a further ~40%. The studio's router treats local and cloud as a single fleet: the boundary moves per task, not on principle.

Takeaway

Local is no longer a compromise, it is a fleet tier. The operational question of 2026 is not 'open vs closed' but what share of traffic deserves the frontier API. For many enterprise clients the answer is below 20%.

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