Model comparisons
OpenAI vs Claude vs Gemini: Comparing Production AI APIs
Compare OpenAI, Anthropic Claude, and Google Gemini APIs by model, documented capabilities, token pricing, and how to test a shortlist for your production workload.
AI model and infrastructure insights
Insights, page 23 of 95
Model APIs
GLM-4.6 Thinking: API Setup and When to Use It
Learn what “GLM-4.6 Thinking” means in Z.ai’s documentation, how to enable thinking in the GLM-4.6 SDK, and what to test before choosing it.
Model APIs
Gemini 3 Deep Think API: Availability and a Documented Gemini 4 Argon Example
Find out what Google has announced about Gemini 3 Deep Think API access, what remains unverified, and how to make a documented Gemini 4 Argon API request instead.
Model APIs
GLM-5.1: Model Fit, Pricing, and Production API Checks
See when GLM-5.1 is worth evaluating, what its documentation says about capabilities and pricing, and what to check before choosing it for a production API.
Pricing and plans
Claude API Pricing: Model Rates and How to Estimate Costs
Compare Claude API input and output rates, account for Haiku 5.5’s prompt-length tiers and cached tokens, estimate production usage, and understand eligible monthly API credits.
Video generation
Seedance Prompt Generator: Build a Prompt and Verify the API Workflow
Turn a rough video idea into a clear Seedance prompt with a reusable template, worked example, reference guidance, and a checklist for confirming TokenForge API access before integration.
Model APIs
DeepSeek-V3.2 Parameters: Total Size, Active Parameters, and API Availability
DeepSeek-V3.2 is listed at 685B total parameters, with 37B active per token. Compare it with V3.2-Exp and check which production API options are documented.
Video generation
Is Runway Gen-3 Alpha Free? 2026 Pricing and API Status
Runway retired Gen-3 Alpha from its own product and official API. Learn what that means for Runway’s free plan—and why third-party access and costs remain unverified.
Model APIs
MiniMax M2.5 with Ollama: Is It Still Available?
As of November 10, 2026, MiniMax M2.5 is retired in Ollama’s model library. See what that means for local Ollama, Ollama Cloud, and MiniMax API users—and which current API option to consider.
Image generation
How Much Image Creation Does ChatGPT Go Include?
ChatGPT Go offers more image creation than Free, but OpenAI does not publish a fixed image count. Learn what the 10× comparison means, the US subscription price, and how Go differs from API billing.
Model APIs
DeepSeek Issues: API Problems, Outages, and What to Verify Before Choosing
Understand the difference between DeepSeek outages, API failures, and model-fit questions. Review current API options and a practical production diagnostic checklist.
Model APIs
Moonshot AI Console: Official Kimi API Platform and Model Selection
Find the official Kimi API Platform console and choose a documented K3-series model for long-context, visual, coding, or latency-sensitive API workloads.
Model APIs
Kimi K2.5 Jailbreak: What Safety Evidence Says About the Model and Its API
A preliminary Kimi K2.5 safety evaluation reported fewer refusals on some CBRNE-related requests and greater compliance with certain harmful requests. See what the findings establish—and what to verify before choosing a production API.
Pricing and plans
Gemini embedding-001 pricing: rates, routes, and budget estimates
Google announced $0.15 per million input tokens in July 2025. Current route-specific Google pricing remains unconfirmed here; see the dated Vertex AI reports, budget arithmetic, and documented input limit.
How-to guides
How to Access ChatGPT on iPhone
Install the official ChatGPT app on your iPhone or use ChatGPT in Safari. Learn how to identify the official app, complete any sign-in prompts, and whether you need an API.
Model APIs
Claude Sonnet 4.5 Model Name and API IDs by Provider
The model is called Claude Sonnet 4.5, but its API ID depends on the provider. Compare the documented Anthropic, Amazon Bedrock, and Inworld identifiers, and check provider-specific lifecycle notices before production use.
Pricing and plans
Is the Kimi K2.5 API Free? Availability, Pricing, and Production Use
Kimi K2.5 is not a current free API option through Moonshot: the official platform says it retired the model on August 31, 2026. Here’s what that means for pricing and production use.
Model APIs
OpenAI API Models: Available Options and How to Choose
Compare OpenAI’s listed flagship and specialized API models by task, model ID, published token limits, and displayed prices. See what the listed rates establish—and what still needs checking before production use.
Model APIs
Kimi K2.5 Requirements: Local Hardware and API Availability
Kimi K2.5’s local requirements depend on the runtime. One KTransformers/SGLang guide lists 48 GB VRAM, an AVX512F-capable x86 CPU, 600 GB RAM, 600 GB storage, and specific software; the official hosted API retired K2.5 on August 31, 2026.
Coding agents
Kimi Code with OpenClaw: Compatibility, Setup, and Model Selection
OpenClaw documents a Kimi Coding provider, but that is different from running Kimi Code CLI inside OpenClaw. See the documented setup path, model selection commands, and credential distinction.
Model APIs
DeepSeek V3.2 Context Window: 164K on Amazon Bedrock
Amazon Bedrock documents a 164K-token context window and an 8K output cap for DeepSeek V3.2. See how that differs from the limit documented for DeepSeek’s own API.
Coding agents
Claude Code: How to See and Resume Previous Chats
See how to continue or choose a Claude Code session, and follow a VS Code workflow for browsing and searching older conversations.
Image generation
How Many Images Can You Generate With Gemini Pro?
Learn what Google’s guidance does—and doesn’t—say about Gemini Pro image limits, why 1,000 images per day isn’t a verified guarantee, and how app limits differ from API use.
Video generation
Sora 2 Prompt Template: Copyable Guide and API Status
Copy and adapt a practical video prompt template, see a completed example, and learn why you can no longer submit prompts through the Sora API.