TLDR: Makora has new ultra-fast inference endpoints available at https://app.makora.com. Sign up today for 7 days of FREE access to the model lineup, which includes the latest and greatest open source models like Deepseek V4 Pro and Flash, GPT-OSS-120B, and more.

We’re excited to announce and introduce Makora inference endpoints: extremely fast inference APIs for coding agents and other high-interactivity AI systems. Our first release includes 9 top open source models like Deepseek V4 Pro, Kimi K2.6, and more.

Most inference providers optimize for aggregate throughput, meaning they maximize total tokens per second across all users. This improves infrastructure utilization at the expense of the individual user experience. Under these deployment settings, each user receives fewer tokens per second, higher latency, and a less responsive system. Its a tradeoff that many believe has to be made.

We reject this trade off. More tokens per second yields more intelligence per second, which is why we optimize for the fastest possible experience for each individual user. The future will be claimed by those who leverage these speeds to build the most responsive and interactive AI systems. Coding agents, research agents, design tools, and autonomous workflows all become dramatically more capable when they can think and respond faster. The internet era taught us that milliseconds matter. Faster websites won. We believe the same dynamic will define AI infrastructure: faster inference will create better products, better agents, and ultimately better companies.

Makora achieves this speed through agentic optimization across the entire inference stack. Our first product, MakoraGenerate, is used heavily to optimize GPU kernels for each specific model and hardware combination. Makora’s other agents improve everything from parallelism strategies and scheduling systems, inference engine tuning, and novel algorithmic techniques. Instead of relying on a single optimization layer, Makora attacks performance bottlenecks across the stack simultaneously.

The result is substantially faster inference across real-world workloads. We compare our endpoint to the fastest available ones on OpenRouter and see consistent speedups:

Fast inference is available today. Sign up now for 7 days of UNLIMITED, FREE access to the top coding models!