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What is Protopia AI?

Protopia AI’s Stained Glass Transform (SGT) provides a groundbreaking approach to protecting sensitive enterprise data used in AI workloads, ensuring data privacy throughout the AI inference and training lifecycle. The platform allows enterprises to overcome data silos by securely transmitting and processing data across heterogeneous environments without ever exposing sensitive information. SGT supports multiple deployment models, including on-premises, hybrid, and multi-tenant clouds, and optimizes GPU utilization to run AI workloads with exceptional speed and efficiency. Its performance advantage is striking, running up to 14,000 times faster than traditional cryptographic solutions, adding only a few milliseconds to inference times. SGT is specifically tailored for sectors with rigorous data security demands like financial services, defense, healthcare, and any regulated industry. Protopia integrates with major cloud marketplaces like AWS and partners with technology providers such as Lambda and vLLM to deliver enhanced data privacy, prompt embedding protection, and roundtrip data security. These partnerships enable enterprises to use AI confidently on sensitive data without risking exposure or compromising on latency and return on investment. The solution also features holistic data transformation techniques that protect input prompts for applications including question answering, summarization, and retrieval-augmented generation (RAG). Real-world customers like the US Navy and Q2 E-Banking highlight the platform’s ability to accelerate AI deployments while maintaining stringent privacy standards. Overall, Protopia SGT represents a powerful and versatile solution helping organizations scale secure AI innovation without trade-offs.

What is LMCache?

LMCache represents a cutting-edge open-source Knowledge Delivery Network (KDN) that acts as a caching layer specifically designed for large language models, significantly boosting inference speeds by enabling the reuse of key-value (KV) caches during repeated or overlapping computations. This innovative system streamlines prompt caching, allowing LLMs to "prefill" recurring text only once, which can then be reused in multiple locations across different serving instances. By adopting this approach, the time taken to produce the first token is greatly reduced, leading to conservation of GPU cycles and enhanced throughput, especially beneficial in scenarios like multi-round question answering and retrieval-augmented generation. Furthermore, LMCache includes capabilities such as KV cache offloading, which permits the transfer of caches from GPU to CPU or disk, facilitates cache sharing among various instances, and supports disaggregated prefill for improved resource efficiency. It integrates smoothly with inference engines like vLLM and TGI, while also accommodating compressed storage formats, merging techniques for cache optimization, and a wide range of backend storage solutions. Overall, the architecture of LMCache is meticulously designed to maximize both performance and efficiency in the realm of language model inference applications, ultimately positioning it as a valuable tool for developers and researchers alike. In a landscape where the demand for rapid and efficient language processing continues to grow, LMCache's capabilities will likely play a crucial role in advancing the field.

Media

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Media

Integrations Supported

Additional information not provided

Integrations Supported

Additional information not provided

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
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

Protopia AI

Date Founded

2020

Company Location

United States

Company Website

protopia.ai/

Company Facts

Organization Name

LMCache

Company Location

United States

Company Website

lmcache.ai/

Categories and Features

Data Security

Alerts / Notifications
Antivirus/Malware Detection
At-Risk Analysis
Audits
Data Center Security
Data Classification
Data Discovery
Data Loss Prevention
Data Masking
Data-Centric Security
Database Security
Encryption
Identity / Access Management
Logging / Reporting
Mobile Data Security
Monitor Abnormalities
Policy Management
Secure Data Transport
Sensitive Data Compliance

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