AI Translation System
A proprietary AI translation system developed for private client deployments, revolutionizing content preservation through a dual-token architecture that eliminates token corruption issues. Built with benchmark-driven development, it achieves 99% quality scores while maintaining 94% performance headroom under targets. The system features multi-provider resilience with automatic failover and zero-downtime updates, making it ideal for confidential, mission-critical translation workflows that require absolute reliability and security.
2025•AI Innovation•Completed
Key Features
- ✓Dual-Token System: >-
- ✓Benchmark-Driven Optimization: >-
- ✓Stateless Preservation: Storage-based term preservation with runtime injection for consistency
- ✓Localization Intelligence: >-
- ✓Enterprise Multi-Tenancy: 'Namespace isolation with separate storage, corrections, and rate limits'
Impact
- **99% Translation Quality**: Benchmark-proven quality scores through automated prompt optimization
- **100% Token Corruption Elimination**: Revolutionary PipelineV2 dual-token system completely prevents LLM placeholder corruption
- **94% Performance Headroom**: Consistently executes 94% faster than performance targets (133ms for 100 segments vs 2000ms target)
- **$0.05/1M Token Cost**: 50% cost reduction through intelligent provider routing and model selection
- **Zero-Downtime Production**: Auto-update system applies patches without service interruption
Technology Stack
Core Stack
TypeScriptBunNode.jsDockerAI/LLMRedis
- **TypeScript & Bun**: Type-safe development with Bun's high-performance runtime for 10x faster testing
- **Node.js Production Runtime**: Battle-tested deployment with Docker containerization
- **Multi-Provider AI Integration**: Groq (primary), OpenRouter, Cerebras, and Qwen/Alibaba with automatic failover
- **PipelineV2 Dual-Token Architecture**: Internal `%%TYPE_N%%` tokens with AI-friendly `__N__` conversion
- **Redis-Backed Rate Limiting**: Dual-tier limits (600 req/min, 5M tokens/min) per namespace
- **Benchmark-Driven Configuration**: Hash-based caching system auto-generates optimal engine settings
Tags
AItranslationdual-tokenbenchmark-drivenmulti-providerzero-downtimemulti-tenancyrate-limiting99%-qualityPipelineV2GroqenterpriseDocker