Multi-Model Strategies: Splitting Work Across Two or Three Models
One model for everything is simple and usually wasteful. How to split a workload by difficulty, and when the routing complexity is not worth it.
ReadPractical writing for developers building with large language models — how they work, how to pick one, and how to keep the bill predictable.
Picking between models — and testing them on your own work.
One model for everything is simple and usually wasteful. How to split a workload by difficulty, and when the routing complexity is not worth it.
ReadInput and output rates across the open-weight field, and why the cheapest model per token is frequently not the cheapest per completed task.
ReadMIT, custom terms with revenue thresholds, and everything between. Which 2026 open-weight models you can build a product on without conditions.
ReadClosed models still lead on aggregate benchmarks, but the gap narrowed sharply through 2026. What open weights buy, what they still cost, and how to decide.
ReadA stable model alias can point at different weights over time. How that breaks tuned prompts without any error, and what to pin instead.
ReadA code-tuned model against a large general MoE. What each design buys you, where the published numbers stop helping, and how to decide on your own repo.
ReadOne is a dense 27B you can run on a single GPU today. The other is a preview whose numbers can move. How to pick a tier inside one model family.
ReadQwen 3.6 27B is dense, not mixture-of-experts, and runs on a single GPU while scoring 77.2 percent. Why that combination matters more than its position on a leaderboard.
ReadMax is still a preview tier, which means its specs, weights and price can all move. A procedure for evaluating and depending on a model that has not settled.
ReadOne reports 77.2 on SWE-bench Verified, the other 59.0 on SWE-bench Pro. Those numbers cannot be subtracted, and the real difference is elsewhere.
ReadOne is a newer general model, the other a code-specialised predecessor. Whether a specialist still beats a stronger generalist at its own job.
ReadA new model version is a dependency bump with no changelog. How to gate an upgrade, what to diff, and how to roll back when behaviour shifts.
ReadShowing 397–408 of 446 articles