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Model comparison

Holo3.1-0.8B vs Fugu Cyber

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.
H Company
N/A
No comparison
Sakana AI
N/A
0 category wins0 category wins

Evidence parity. Holo3.1-0.8B and Fugu Cyber share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Holo3.1-0.8B; 2 to Fugu Cyber.

Updated July 21, 2026
Shared results
0
Holo3.1-0.8B only
0
Fugu Cyber only
2
Comparable categories
0 / 8

Benchmark data for Holo3.1-0.8B and Fugu Cyber 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 does not have sourced benchmark coverage for Holo3.1-0.8B yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Fugu Cyber is priced at $6.00 input / $36.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Holo3.1-0.8B. Fugu Cyber has the larger context window at 1M, compared with 262K for Holo3.1-0.8B.

Operational comparison

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

MetricHolo3.1-0.8BFugu CyberComparison
Input / output priceUSD per 1M tokensHolo3.1-0.8B$0 input / $0 outputFugu Cyber$6 input / $36 outputHolo3.1-0.8B has the lower combined listed price.
Generation speedtokens per secondHolo3.1-0.8BNot availableFugu CyberNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenHolo3.1-0.8BNot availableFugu CyberNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensHolo3.1-0.8B262KFugu Cyber1MFugu Cyber lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkHolo3.1-0.8BFugu CyberResult
CyberGymSource 86.9%Not comparable
CTI-REALMSource 72.1%Not comparable
Frequently Asked Questions (3)

Can I compare Holo3.1-0.8B and Fugu Cyber 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 Holo3.1-0.8B and Fugu Cyber today?

Holo3.1-0.8B: $0.00 input / $0.00 output per 1M tokens 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.

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Last updated: July 21, 2026

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