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North Mini CodevsStep 3.7 Flash

Step 3.7 Flash leads 2 of 2 shared benchmarks. Both offer a 256K-token context window.

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0 – 2
Step 3.7 Flash leads
Cheaper per token
list price, input + output
Larger context
Tie
both 256K tokens
Provider uptime (30d)
100% · —
Cohere · StepFun
North Mini Code
Cohere · released 2026-06-09
text
Context
256K
Max out
64K
Input /1M
Output /1M
Cached /1M
Scores
6 · 2 core
Step 3.7 Flash
StepFun · released 2026-05-29
textvision
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
19 · 6 core
Quality

Benchmark matrix

BenchmarkNorth Mini CodeStep 3.7 FlashΔEdge
Reported by both · 2
SWE-bench Verified67.6% 76.5% -8.9 ptStep 3.7 Flash
SWE-bench Pro40.2% 56.3% -16.1 ptStep 3.7 Flash
Only North Mini Code reports · 4
LiveCodeBench v670.3% not reported
SciCode38.2% not reported
Terminal-Bench Hard31.1% not reported
Terminal-Bench v236% not reported
Only Step 3.7 Flash reports · 17
AIME 2026not reported95% matharena
AA-LCRnot reported63.9%
BrowseCompnot reported75.8%
ClawEval v1.1not reported67.1%
DeepSearchQA Accuracynot reported81.7%
DeepSearchQA F1not reported92.8%
GDPval-Stirrupnot reported1415.8
GDPval-Stirrup Intelligence Indexnot reported45.8
HLE (with tools, text-only)not reported49.7%
HLE (with tools)not reported47.2%
ResearchRubricsnot reported71.7%
SimpleVQA (with tools)not reported79.2%
SWE-bench Multilingualnot reported72.4%
Terminal-Bench 2.1not reported59.6%
Toolathlonnot reported49.5%
V* (with Python)not reported95.3%
WorldVQA (with visual search)not reported58.1%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is North Mini Code minus Step 3.7 Flash in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecNorth Mini CodeStep 3.7 FlashEdge
Context window256K tokens256K tokensTie
Max output64K tokens
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
Modalitiestexttext · visionStep 3.7 Flash
Released2026-06-092026-05-29
Cited benchmark scores619
Reliability

Provider status

All providers
More matchups

Step 3.7 Flash vs …

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