Blog

MemGPT: Where Prefix Caching Fails and Non-Prefix Caching Succeeds

Introducing Tensormesh Beta 2: One-Click LLM Deployment, New UI & Real-Time Cost Savings

Beyond Prefix Caching: How Non-Prefix Caching Achieves 25x Better Hit Rates for AI Agents

The Open Source Revolution: Why Open-Weight AI Models Are Redefining the Future

LMCache's Production-Ready P2P Architecture: Powers Tensormesh's 5-10x Cost Reduction

AI Inference Costs in 2025: The $255B Market's Energy Crisis and Path to Sustainable Scaling

Agent Skills Caching with CacheBlend: Achieving 85% Cache Hit Rates for LLM Agents

The Document Reprocessing Problem: How LLMs Waste 93% of Your GPU Budget

Building Tensormesh: A conversation with the CEO (Junchen Jiang)

The Hidden Metric That's Destroying Your AI Agent's Performance & Budget

LMCache ROI Calculator: When KV Cache Storage Reduces AI Inference Costs

New Hugging Face Integration: Access 300,000+ AI Models with Real-Time Performance Monitoring

The AI Inference Throughput Challenge: Scaling LLM Applications Efficiently

GPU Cost Crisis: How Model Memory Caching Cuts AI Inference Costs Up to 10×

Comparing LLM Serving Stacks: Introduction to Tensormesh Benchmark