Compress without
hallucinations.
LeanRoute is the deterministic compression infrastructure for high-scale AI. Deploy 72B models on single GPUs while preserving 100% mathematical integrity and factual accuracy.
Supported Architectures
Quantization shouldn't break your reasoning. Or your math eval.
Explore the architectureStandard quantization methods arbitrarily clip weights without understanding intelligence. Important reasoning circuits fail. Facts hallucinate. Large models become unpredictably dense.
LeanRoute replaces flat point solutions with a singular, deterministic inference pipeline. It measures Hessian trace sensitivity per block to protect intelligence while still guaranteeing aggressive compression. Trust the weights. Empower the hardware.
Compression at high velocity.
Engineered for
precision.
Complex neural optimization reduced to elegant primitives.
Sensitivity Analysis
Calculates Hessian trace and activation outliers to mathematically protect vital reasoning pathways across thousands of layers.
Adaptive Allocation
Dynamically targets bit-rates—assigning rigorous 8-bit to sensitive FFN layers and dropping redundant attention heads to robust 4-bit.
Extensible CLI
Unix-philosophy inspired. Start compression jobs natively in your terminal with one simple `leanroute compress` command.
Zero-Loss Execution
Compiled artifacts export cleanly and are optimized for direct execution. Boot compressed models locally matching the exact logits to four decimal places.
Factuality Guard
Internal evaluation sweeps confirm zero hallucinations injected via precision degradation. Bulletproof for RAG pipelines.
Ready to compress?
Join the category leaders building deterministic neural networks. Get early API access to LeanRoute.
Limited slots available for Enterprise testing.