Blog
Insights on LLM APIs, model updates, pricing and engineering from the Tokenhot team.
DeepSeek V4 Pro 0813: 1.6T Architecture, 1M Context Benchmarks, Pricing & Open Weights (2026)
Comprehensive technical analysis of DeepSeek-V4-Pro (build 0813): 1.6T MoE architecture, 1M context window, 96.4% SWE-bench Verified benchmarks, quantization VRAM requirements, and sub-200ms API access.
How to Use DeepSeek API Outside China: Fast Global Access (2026)
Access DeepSeek-V4-Flash (1M Context) and DeepSeek-R1 APIs outside China with sub-200ms latency. No mainland phone numbers or Alipay required. Full Python SDK guide.
DeepSeek Harness (dsh): Architecture, Version Updates & Stability (2026)
Explore DeepSeek Harness (dsh) architecture, Cordis plugin engine, 4 runtime modes (Standard, Code, Minimal, Creator), version lifecycle, and sub-200ms edge gateway integration.
Sora API Shutdown: Migration Guide to Kling & Seedance
OpenAI will shut down Sora API on September 24, 2026. Complete migration guide to Kling 3.0 and Doubao Seedance with Python async polling code.
LLM API Pricing Comparison 2026: Cost Calculator Guide
2026 LLM API pricing comparison: Claude 3.5 Sonnet, GPT-4o, DeepSeek V3, and Kling 3.0. Calculate token costs, output multipliers, and routing savings.
Best OpenRouter Alternatives 2026: Low Latency Gateways
Comprehensive 2026 benchmark of top OpenRouter alternatives: Tokenhot, Together AI, Groq, and Fireworks AI compared on proxy latency and Zero Data Retention.
Hello Tokenhot: One Unified API Gateway for 30+ LLM Providers
Why we built Tokenhot, how the unified OpenAI-compatible gateway routes across 30+ providers with sub-200ms latency, and how Zero Data Retention protects enterprise inference.