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What is SubQ 1.1 Small?

SubQ 1.1 Small is a long-context enterprise AI model developed by Subquadratic to address the limitations of traditional models that struggle with large artifacts. It is built for tasks where the full context matters, including analyzing entire codebases, reviewing lengthy contracts, comparing financial filings, and reasoning across document collections. The model uses Subquadratic Sparse Attention, which replaces dense attention with a learned sparse approach that scales more efficiently as context length grows. This allows SubQ 1.1 Small to process extremely large context windows while sharply reducing attention compute requirements. In benchmark testing, the model achieved near-perfect needle-in-a-haystack retrieval at 1M, 2M, 6M, and 12M tokens. It also scored 99.12% on the RULER 128K benchmark, demonstrating strength on tasks involving multi-hop reasoning, variable tracing, aggregation, and long-context understanding. Beyond retrieval, SubQ 1.1 Small maintains competitive performance in general knowledge, coding, and enterprise agent benchmarks such as GPQA Diamond, LiveCodeBench, and AutomationBench Finance. Its efficiency is a major advantage, requiring 64.5x less compute than dense attention and running 56x faster than FlashAttention-2 at 1M tokens on a single attention layer. The model was trained through staged context extension and continued pretraining on long-form artifacts such as books, documents, and repository-scale code. SubQ 1.1 Small is suited for financial analysis, legal work, software engineering, due diligence, long-horizon coding tasks, and enterprise workflows that depend on relationships spread across large bodies of information. It gives organizations a way to reason over complete artifacts more directly instead of relying only on retrieval pipelines, chunking strategies, and agentic scaffolding.

What is Gemini 3 Pro?

Gemini 3 Pro represents a major leap forward in AI reasoning and multimodal intelligence, redefining how developers and organizations build intelligent systems. Trained for deep reasoning, contextual memory, and adaptive planning, it excels at both agentic code generation and complex multimodal understanding across text, image, and video inputs. The model’s 1-million-token context window enables it to maintain coherence across extensive codebases, documents, and datasets—ideal for large-scale enterprise or research projects. In agentic coding, Gemini 3 Pro autonomously handles multi-file development workflows, from architecture design and debugging to feature rollouts, using natural language instructions. It’s tightly integrated with Google’s Antigravity platform, where teams collaborate with intelligent agents capable of managing terminal commands, browser tasks, and IDE operations in parallel. Gemini 3 Pro is also the global leader in visual, spatial, and video reasoning, outperforming all other models in benchmarks like Terminal-Bench 2.0, WebDev Arena, and MMMU-Pro. Its vibe coding mode empowers creators to transform sketches, voice notes, or abstract prompts into full-stack applications with rich visuals and interactivity. For robotics and XR, its advanced spatial reasoning supports tasks such as path prediction, screen understanding, and object manipulation. Developers can integrate Gemini 3 Pro via the Gemini API, Google AI Studio, or Gemini Enterprise Agent Platform, configuring latency, context depth, and visual fidelity for precision control. By merging reasoning, perception, and creativity, Gemini 3 Pro sets a new standard for AI-assisted development and multimodal intelligence.

Media

Media

Integrations Supported

Agent Platform Vision
Amp
Biela.dev
Brokk
Claw Code
ClickUp Brain
CometAPI
FastRouter
Gemini
Gemini 3 Pro Image
GitHub
Google AI Studio
Google Antigravity
HTML
JavaScript
Jules
Julia
Transor
Vivgrid
Zo Computer

Integrations Supported

Agent Platform Vision
Amp
Biela.dev
Brokk
Claw Code
ClickUp Brain
CometAPI
FastRouter
Gemini
Gemini 3 Pro Image
GitHub
Google AI Studio
Google Antigravity
HTML
JavaScript
Jules
Julia
Transor
Vivgrid
Zo Computer

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$19.99/month
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Subquadratic

Date Founded

2026

Company Location

United States

Company Website

subq.ai/subq-1-1-small-technical-report

Company Facts

Organization Name

Google

Date Founded

1998

Company Location

United States

Company Website

deepmind.google/models/gemini/

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