Blog
Insights on LLM APIs, model updates, pricing and engineering from the Tokenhot team.
Nano Banana Pro and 2 API: Choose a Tokenhot Route and Save Images in Python
Compare Tokenhot's nano-banana-pro and nano-banana-2 route IDs, send a documented JSON request, and download the returned image in Python.
OpenAI API Timeout: Diagnose Slow or Interrupted Streams
Trace an OpenAI API timeout by stage, record status and stream events, and separate a completed response from an unknown POST outcome.
GPT Image 2 API: Generate, Edit, and Save Images in Python
Use Tokenhot's GPT Image 2 routes from Python to generate an image, edit from a reachable image URL, and save each result with a response-first workflow.
Seedream 5.0 Pro API: Generate and Edit Images
Use Tokenhot's Seedream 5.0 Pro API for image generation and editing. Learn the model ID, reference-image inputs, size settings, and response handling.
Qwen3.8-Omni-Flash API: Inputs, Outputs, and Setup
Connect Qwen3.8-Omni-Flash for audio and video understanding. Compare API payloads, try a Python example, and check output and gateway limits.
Jev Explained: When to Use TypeSafe AI's Decision Model
Learn what Jev does, how Choice, Score, and Noul work, and when TypeSafe AI's System One model is worth testing for routing and classification.
MCP Tool Authorization After Login: A Layered Control Checklist
Follow a hypothetical update_risk request through MCP tool authorization, tenant and owner checks, unknown states, and audit outcomes, using an AWS pattern.
Bedrock Vector Store Selection: How to Choose OpenSearch, Aurora pgvector, or S3 Vectors
Shortlist a Bedrock vector store using retrieval requirements, cost components, three workload scenarios, and a fillable proof-of-fit worksheet.
Amazon Bedrock Prompt Caching: When Does It Pay Off?
Calculate Amazon Bedrock prompt caching costs from usage fields, compare 5-minute and 1-hour TTLs, and work through hits, expiry, and rewrites.
DeepSeek V4 Pro 0813: Pricing, Benchmarks, and Open Weights
A developer guide to DeepSeek V4 Pro 0813, covering its 1.6T MoE design, 1M context, official agent benchmarks, API pricing, and realistic hosting needs.
How to Use the DeepSeek API Outside China: Setup and Checks
Use the DeepSeek API outside China through direct or gateway access. Configure Python, verify model IDs, diagnose errors, and measure latency and cost.
DeepSeek Harness (dsh) in 2026: Architecture, Modes, Releases, and Safe Evaluation
A practical guide to DeepSeek Harness architecture, current modes and release status, with safe setup and upgrade checks for developers.
Sora API Shutdown: Export Assets and Migrate Video Workflows
Prepare for the September 24, 2026 Sora API shutdown: archive videos, compare Kling and Seedance, and adapt requests, task handling, and cutover checks.
LLM API Pricing Comparison 2026: Cost Formula and Rates
Compare 2026 LLM API prices and calculate real costs for input, output, reasoning, caching, batch jobs, long context, tools, and retries.
Best OpenRouter Alternatives in 2026: A Practical Comparison
Compare OpenRouter, Tokenhot, Together AI, Groq, and Fireworks AI by model access, deployment control, API compatibility, privacy, and migration effort.
Hello Tokenhot: A Unified API Gateway for Multi-Model Apps
Meet Tokenhot: connect to multiple AI model families with an OpenAI-compatible API, compare route pricing, and build with clear integration expectations.