What is Kog?

On May 29, 2026, Kog launched a real-time inference preview that generates 3,000+ output tokens per second on standard datacenter GPUs. The launch includes a live playground, a launch post, and companion technical writeups on single-kernel decoding and Delayed Tensor Parallelism [citation:2].

Key Features

  • Ultra-Fast Inference: 3,000+ output tokens per second
  • Standard GPUs: Runs on standard datacenter hardware
  • Live Playground: Test the model in real-time
  • Single-Kernel Decoding: Proprietary optimization technique
  • Delayed Tensor Parallelism: Advanced parallel processing

Why This Matters

Current inference speeds typically range from 50-200 tokens per second. Kog breakthrough (3,000+ tokens/s) represents a 15-60x speed improvement over standard models, enabling real-time applications previously impossible.

Technical Innovations

  • Single-Kernel Decoding: Reduces kernel launch overhead
  • Delayed Tensor Parallelism: Optimizes distributed inference
  • Live Playground: Test performance immediately

Potential Applications

  • Real-time agent responses
  • Live code completion at scale
  • High-throughput batch processing
  • Streaming applications

Pricing

Preview access — pricing not yet announced.

Pros

  • Industry-leading inference speed
  • Runs on standard GPUs
  • Technical documentation available
  • Live playground for testing
  • 15-60x faster than competitors

Cons

  • Preview — not generally available
  • Pricing not announced
  • Quality vs speed trade-offs unknown
  • Limited to specific hardware

Who Should Use It?

Perfect for: AI engineers, real-time application developers, and teams needing ultra-fast inference for high-volume applications.

Verdict

Kog 3,000+ tokens per second is a breakthrough in inference speed. If quality matches speed, this could fundamentally change what real-time AI applications can do [citation:2].

Rating: N/A (Preview) - Watch for general availability.