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Model comparison

Fugu Cyber vs SWE-1.7

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
Sakana AI
N/A
No comparison
Cognition
N/A
0 category wins0 category wins

Evidence parity. Fugu Cyber and SWE-1.7 share 0 comparable benchmark results. 0 of 8 categories are comparable. 2 results are unique to Fugu Cyber; 4 to SWE-1.7.

Updated July 21, 2026
Shared results
0
Fugu Cyber only
2
SWE-1.7 only
4
Comparable categories
0 / 8

Benchmark data for Fugu Cyber and SWE-1.7 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

Fugu Cyber has the larger context window at 1M, compared with 256K for SWE-1.7.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricFugu CyberSWE-1.7Comparison
Input / output priceUSD per 1M tokensFugu Cyber$6 input / $36 outputSWE-1.7Not availableA complete price comparison is not available.
Generation speedtokens per secondFugu CyberNot availableSWE-1.7Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenFugu CyberNot availableSWE-1.7Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensFugu Cyber1MSWE-1.7256KFugu Cyber lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkFugu CyberSWE-1.7Result
CyberGymSource 86.9%Not comparable
CTI-REALMSource 72.1%Not comparable
Terminal-Bench 2.0Source 81.5%Not comparable
Coding
BenchmarkFugu CyberSWE-1.7Result
FrontierCode 1.1 MainSource 42.3%Not comparable
Terminal-Bench 2.0Source 81.5%Not comparable
SWE MultilingualSource 77.8%Not comparable
Frequently Asked Questions (3)

Can I compare Fugu Cyber and SWE-1.7 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Fugu Cyber and SWE-1.7 today?

Fugu Cyber: $6.00 input / $36.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 21, 2026

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