ROUTER WARS: ORCHESTRATION NOW BEATS RAW MODEL CHOICE
Model outcomes are shifting from choosing an LLM to how you route and wrap it. [Stripe and Ramp are building in-house LLM routers](https://thenewstack.io/strip...
Model outcomes are shifting from choosing an LLM to how you route and wrap it.
Stripe and Ramp are building in-house LLM routers, while OpenRouter pushes the ecosystem toward policy-first design. This shifts leverage from “pick a model” to “pick a routing strategy.”
Nvidia’s AVO wrapper took Claude Opus 5 from 30% to 100% on ARC-AGI-3, showing orchestration can outweigh raw model deltas.
Benchmarks are moving toward messier work like large-scale refactors, and some newer models trade speed for capability — see this refactoring benchmark and Ornith 1.5 35B.
Routing and orchestration can unlock bigger gains than swapping models, reshaping cost, latency, and quality tradeoffs.
Evaluation scope is broadening to real tasks like large refactors, forcing better measurement than leaderboard scores.
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terminal
Stand up a simple router (rules or bandit) across two providers on one internal task suite; compare cost, latency, and acceptance rate.
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terminal
Add large-scale refactor tasks to your eval harness; compare single-model baselines vs. routed pipelines with tool/use and prompt policies.
Legacy codebase integration strategies...
- 01.
Insert a provider-agnostic gateway in front of current LLM calls and start routing low-risk tasks first with a failover to the incumbent.
- 02.
Add tracing and per-task SLIs; enforce budget caps and rollback paths if routing degrades P0 workflows.
Fresh architecture paradigms...
- 01.
Design an LLM interface that treats providers as backends; make the router pluggable with offline eval loops.
- 02.
Capture prompts, decisions, and outcomes as first-class telemetry to continuously tune routing policies.
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