DeepAuto.ai

DeepAuto ScaleServe

Break context limits

Everything is training-free

Powered by DeepAuto.ai's HiP Attention, unlocks near-infinite context
for your LLMs enabling next-gen applications

Powered by DeepAuto.ai's HiP Attention, unlocks near-infinite context for your LLMs enabling
next-gen applications

Powered by DeepAuto.ai's HiP Attention, unlocks near-infinite context for your LLMs enabling next-gen applications

Technology

Technology behind ScaleServe

ScaleServe is built on two revolutionary foundation technologies, HiP Attention and Delta Attention, to deliver unparalleled performance and capabilities.

GPT-OSS 120B

Flash attention

128K

HiP attention

8x Longer

Maximum Context

Qwen3 235B

Flash attention

128K

HiP attention

512K

4x Longer

Maximum Context

Limitless Context Extension

Instantly bypass the input length limits of any transformer model without any fine-tuning. This unlocks the full potential for complex tasks requiring vast amounts of information.

TTFT Speedup

Context Length

GLM4.5 350B

Flash attention

4.5K tok/sec

HiP attention

7.0K tok/sec

52% Faster

Blazing-Fast Performance

Our HiP Attention technology significantly outperforms Flash Attention 3, drastically reducing LLM serving costs, especially in long-context scenarios.

Coding Performance

Context Length

Qwen3 Coder 480B

97% Recovery

128K

256K

Uncompromised Accuracy

Meticulously engineered by DeepAuto.ai, our context extension maintains the highest level of accuracy, proven by high performance recovery
in a code benchmark.

Meticulously engineered by DeepAuto.ai, our context extension maintains the highest level of accuracy, proven by high performance recovery in a code benchmark.

Limitless Context

Unleash New AI Applications

By removing context limitations, ScaleServe enables a new generation of powerful AI tools that were previously impossible.

State-of-the-art

Coding Agents

Context Buffer

128K

< 10 Code Files

< 100 Files in context

State-of-the-art

Coding Agents

Context Buffer

128K

< 10 Code Files

< 100 Files in context

State-of-the-art

Coding Agents

Context Buffer

128K

< 10 Code Files

< 100 Files in context

Advanced coding agents

Empower agents to understand and work with entire codebases. Build tools like Cursor or Cline that can perform complex refactoring, debugging, and feature implementation across thousands of files simultaneously.

Logistics

AI Agent

Company Analysis

Finance

Coding

Query

Plan Research

Execute Searches

Evaluate Findings

Logistics

AI Agent

Company Analysis

Finance

Coding

Query

Plan Research

Execute Searches

Evaluate Findings

Logistics

AI Agent

Company Analysis

Finance

Coding

Query

Plan Research

Execute Searches

Evaluate Findings

Blazing-fast performance

Provide AI agents with massive amounts of documentation, research papers, or financial reports to perform comprehensive analysis, summarization, and discovery tasks in a single pass.

Superior Performance

Performance that speaks for itself

ScaleServe's superior capabilities are validated by rigorous, real-world benchmarks.

Maximum input tokens comparison

ScaleServe exponentially increases the amount of text a model can process, at zero extra cost.

ScaleServe exponentially increases the amount
of text a model can process, at zero extra cost.

ScaleServe exponentially increases the amount of text a model can process,
at zero extra cost.

GPT-OSS 120B

8x Longer

Flash attention

128K

HiP attention

GPT-OSS 120B

8x Longer

Flash attention

128K

HiP attention

GLM4.5 350B

3x Longer

Flash attention

128K

HiP attention

400K

GLM4.5 350B

3x Longer

Flash attention

128K

HiP attention

400K

QWEN3 235B

4x Longer

Flash attention

128K

HiP attention

512K

QWEN3 235B

4x Longer

Flash attention

128K

HiP attention

512K

DeepSeek V3

2x Longer

Flash attention

128K

HiP attention

256K

DeepSeek V3

2x Longer

Flash attention

128K

HiP attention

256K

Prefill Latency Comparison

Dramatically improves input processing speed,
which accounts for most of the time in long-context scenarios, delivering exceptional cost savings.

Dramatically improves input processing speed, which accounts for most of the time in long-context scenarios, delivering exceptional cost savings.

End-to-end Serving Latency

140%

150%

42% Faster

TTFT Latency

52% Faster

Flash attention

4.5K tok/sec

HiP attention

7.0K tok/sec

End-to-end Serving Latency

140%

150%

42% Faster

TTFT Latency

52% Faster

Flash attention

4.5K tok/sec

HiP attention

7.0K tok/sec

GLM4.5 350B

Data Security

Maximum Security & Control

For organizations with strict data privacy and compliance requirements, ScaleServe offers a fully on-premise solution,
giving you complete control over your data and infrastructure.

For organizations with strict data privacy and compliance requirements, ScaleServe offers a fully on-premise solution, giving you complete control over your data and infrastructure.

Others

Private Network

Secure

Application

Application

Third Party

Public Network

Closed LLM

Private GPU

Data Leaking

DeepAuto.ai

Private Network

Secure

Application

Application

Data Secured

Open LLM

On-Premise

GPU

Private Cloud

GPU

Others

Private Network

Secure

Application

Application

Third Party

Public Network

Closed LLM

Private GPU

Data Leaking

DeepAuto.ai

Private Network

Secure

Application

Application

Data Secured

Open LLM

On-Premise

GPU

Private Cloud

GPU

Total Data Privacy

Keep your proprietary code, sensitive documents, and user data entirely within your own network.
Your data never leaves your control, ensuring maximum confidentiality.

Keep your proprietary code, sensitive documents, and user data entirely within your own network. Your data never leaves your control, ensuring maximum confidentiality.

Products

Long-Video understanding
with LongContext AI