SWE-bench Leaders Compared: Reading the Scores Correctly
Verified and Pro are different benchmarks and the scores are not comparable. Who leads each variant in 2026, and what the numbers do and do not tell you.
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.
Verified and Pro are different benchmarks and the scores are not comparable. Who leads each variant in 2026, and what the numbers do and do not tell you.
ReadTerminal-Bench measures whether a model can be left alone in a shell and still finish the job. What it runs, what it misses, and how to read a score.
ReadTerminal-Bench puts a model in a real shell and scores what happens. Who leads version 2.1, why the ordering differs from SWE-bench, and how to read it.
ReadA single number that ranks every model is convenient and easy to misread. What the AA Intelligence Index aggregates, and where it stops being useful.
ReadWhat actually matters when your AI budget is pocket money: token economics, free tiers, open weights on a laptop, and when to spend the extra.
ReadList prices across the open-weight field span more than twenty to one. Where the cheap models are genuinely sufficient, and where the gap is real.
ReadTwo models, one release date, a 3x gap in active parameters and a 3x gap in price. How to split traffic between DeepSeek V4 Pro and Flash sensibly.
ReadMiniMax M3 pairs a 1M window with native multimodality, and its published pricing genuinely disagrees between sources. What to verify before you commit.
ReadTwo very different models share the Kimi name. What separates K2.6 from K3 on scale, context and licence, and which one your workload actually wants.
ReadQwen is the tier that runs on hardware you have. What the 3.6 generation offers, why dense matters, and how to read a family with many sizes.
ReadGLM-5.2 pairs MIT licensing with a 128K output ceiling and two reasoning modes. What the family offers, and the workloads it is uniquely good at.
ReadA launch-post score and a third-party score measure different things. Where the gap comes from, and how to normalise figures before you compare them.
ReadShowing 85–96 of 119 articles