Skip to main content

Model comparison

1-bit Bonsai 1.7B vs Sakana Fugu-Ultra

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.
N/A
No comparison
N/A
0 category wins0 category wins

Evidence parity. 1-bit Bonsai 1.7B and Sakana Fugu-Ultra share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to 1-bit Bonsai 1.7B; 11 to Sakana Fugu-Ultra.

Updated July 23, 2026
Shared results
0
1-bit Bonsai 1.7B only
0
Sakana Fugu-Ultra only
11
Comparable categories
0 / 8

Benchmark data for 1-bit Bonsai 1.7B and Sakana Fugu-Ultra 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 1-bit Bonsai 1.7B yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Sakana Fugu-Ultra has the larger context window at 1M, compared with 32K for 1-bit Bonsai 1.7B.

Operational comparison

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

Metric1-bit Bonsai 1.7BSakana Fugu-UltraComparison
Input / output priceUSD per 1M tokens1-bit Bonsai 1.7B$0 input / $0 outputSakana Fugu-UltraNot availableA complete price comparison is not available.
Generation speedtokens per second1-bit Bonsai 1.7BNot availableSakana Fugu-UltraNot availableA complete speed comparison is not available.
First-answer latencyseconds to first token1-bit Bonsai 1.7BNot availableSakana Fugu-UltraNot availableA complete latency comparison is not available.
Context windowmaximum listed tokens1-bit Bonsai 1.7B32KSakana Fugu-Ultra1MSakana Fugu-Ultra lists the larger context window.

Benchmark Deep Dive

Agentic
Benchmark1-bit Bonsai 1.7BSakana Fugu-UltraResult
Terminal-Bench 2.0Source 82.1%Not comparable
Coding
Benchmark1-bit Bonsai 1.7BSakana Fugu-UltraResult
SWE-bench ProSource 73.7%Not comparable
Terminal-Bench 2.0Source 82.1%Not comparable
LiveCodeBench v6Source 93.2%Not comparable
LiveCodeBench ProSource 90.8%Not comparable
SciCodeSource 58.7%Not comparable
Reasoning
Benchmark1-bit Bonsai 1.7BSakana Fugu-UltraResult
MRCRv2Source 93.6%Not comparable
Knowledge
Benchmark1-bit Bonsai 1.7BSakana Fugu-UltraResult
GPQASource 95.5%Not comparable
GPQA-DSource 95.5%Not comparable
HLE w/o toolsSource 50%Not comparable
Multimodal
Benchmark1-bit Bonsai 1.7BSakana Fugu-UltraResult
CharXivSource 86.6%Not comparable
Frequently Asked Questions (3)

Can I compare 1-bit Bonsai 1.7B and Sakana Fugu-Ultra 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 1-bit Bonsai 1.7B and Sakana Fugu-Ultra today?

1-bit Bonsai 1.7B: $0.00 input / $0.00 output per 1M tokens Sakana Fugu-Ultra: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 23, 2026

Choose a model with this week’s evidence

Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.

One email each week. Unsubscribe anytime.