Empowering High-Throughput Generative Agents on Google Cloud

Intelligent Context Caching & Ultra-Low Latency Inference Gateway

Sakura AI Labs pioneers edge-to-cloud inference optimization. By synchronizing client multi-turn prompt headers and leveraging Google Vertex AI implicit caching, we slash token costs by up to 75% while doubling request throughput.

75%
Prompt Token Cost Cut
<180ms
First-Token Latency (TTFT)
100%
Zero Codebase Intrusion
2.0 Flash / Pro
Native Google AI Support

Enterprise Core Features

Engineered for the Modern Agentic Era

From individual roleplay scenarios to high-volume multi-agent orchestration, Sakura AI delivers seamless scalability.

⚡

Deterministic Prompt Alignment

Automatically aligns character definition and prefix headers in conversational turns, guaranteeing continuous hits on Vertex AI and Gemini implicit caching layers.

🛡️

High-Availability API Gateway

Our micro-service proxy (`vertex-proxy` / `sakura_hub`) provides intelligent load balancing, quota cooling-down circuits, and automated token failovers.

🔌

Pluggable Ecosystem Extensions

Integrates natively with frontend clients such as SillyTavern (`ST-Cache-Optimizer`, `st-direct-event`) with zero modifications to upstream code.

Technical Architecture

How Sakura AI Orchestrates Inference

# Cloud-Native Architecture Pipeline
[Client Layer] User Prompt / SillyTavern UI / Autonomous Agents
│   (Dispatches conversational payload)
[Plugin Extension] ST-Cache-Optimizer (Prefix normalizer & Header canonicalizer)
│   (Injects consistent system prompt hashes)
[Reverse Gateway] Sakura Vertex-Proxy / Hub Router (Load Balancer & Sentinel)
│   (Routes request across GCP Billing Quotas)
[Target Cloud] Google Cloud Platform (Vertex AI & Gemini 2.0 Flash / Pro API)

About The Team

Building The Future of AI Agents

We are a passionate team of open-source builders and indie hackers obsessed with LLM acceleration and intelligent infrastructure. By combining Google Cloud's cutting-edge TPUs and foundation models with lightweight edge proxies, we make advanced AI accessible and cost-effective for everyone.

P
PZW (Founder & Lead Architect)
Open Source Contributor & AI Agent Enthusiast

Get In Touch

Ready to Optimize Your Inference?

We are actively onboarding research labs, developers, and autonomous agent creators.