Audio and speech
Studio Ghibli ChatGPT Prompt: Copyable Ideas and How to Use Them
Copy two Studio Ghibli-inspired prompts for ChatGPT, follow the create-or-edit workflow, and see how a production image API handles generation and billing.
AI model and infrastructure insights
Insights, page 5 of 95
Video generation
How to Use Sora with ChatGPT: Current Status and What to Do
Sora is no longer available in ChatGPT, on the Sora web or app experiences, or through the Sora API. Here’s how to export existing Sora creations and what is known about export access.
Model APIs
OpenAI o3 API: Setup, Python Example, and Deprecation Status
See how to call o3 with OpenAI’s Responses API, check access eligibility, handle API keys safely, and review supported capabilities and data-retention qualifications.
Coding agents
Install Context7 MCP in Claude Code: Plugin and CLI Setup
Install Context7 in Claude Code with the plugin or Context7 CLI. Follow the sign-in steps, choose MCP mode, verify the connection, and keep Context7 separate from your production model API.
How-to guides
How Many Parameters Does ChatGPT 5 Have?
GPT-5 has no parameter count confirmed in the OpenAI materials reviewed here. Learn how to treat online estimates and what to evaluate instead for a production API.
Model APIs
Kimi AI API Key: Get One and Make Your First API Call
Find the official Kimi API key page, create a key, and use it in a first Chat Completions request with cURL.
Model APIs
How to Install the OpenAI Agents SDK with pip
Install the OpenAI Agents SDK in a Python virtual environment, confirm it imports, set your API key, and run a minimal agent.
Coding agents
OpenAI Codex vs Claude: Coding Agents, APIs, and Which to Choose
Compare Codex and Claude Code workflows, then see separate production API paths, Node.js examples, costs, and data-handling checks.
Coding agents
Codex vs Claude Opus: Production API Comparison
Compare GPT-6.1 Sol and Claude Opus 5.5 for production API use: model identity, tool calling, structured outputs, pricing, and a reproducible cost example.
Pricing and plans
GPT-4 Turbo Pricing: Listed API Rates and Model Status
OpenAI’s model page lists $10 input and $30 output per 1 million tokens alongside the label “Batch API price,” but the retrieved material does not establish which billing mode that label describes. The page also marks GPT-4 Turbo as shut down.
Model APIs
Qwen Architecture Explained: Model Designs and Production API Choices
Learn why Qwen has no single architecture, how Qwen3 and Qwen3-VL differ, and what to check when choosing a model for production API use.
Model comparisons
Grok DeepSearch vs. Think: Differences, Use Cases, and API Availability
Compare the Grok 3 DeepSearch and Think labels without confusing third-party descriptions with xAI specifications. See what xAI documents, what remains uncertain, and how to enable web search through the current API.
Pricing and plans
GPT-4o Transcribe Pricing: API Rates, Budget Math, and 2027 Shutdown
OpenAI lists GPT-4o Transcribe at $2.50 input and $10.00 output per 1 million audio tokens. See what the published rates establish, what they don’t establish about per-minute budgeting, and the model’s shutdown date.
Model APIs
GPT-5 Agent Mode: What It Means and Which API to Use
“GPT-5 agent mode” can mean ChatGPT’s agent feature or an API-built agent. Learn the difference, why GPT-5 is deprecated for new API projects, and a documented Responses API path for tool calling.
Model APIs
GPT-4.1 Model Card: Official API Specs, Pricing & Status
OpenAI’s API reference lists GPT-4.1 as deprecated. See its documented limits, modalities, endpoints, token rates and the checks to make before evaluating it for production.
Model comparisons
Claude Opus 5.5 vs GPT-5 API: Pricing, Limits, and Production Fit
Compare the Claude Opus 5.5 and GPT-5 API model IDs, current documentation status, token prices, context and output limits, and tool-calling differences. Includes a like-for-like cost example and production evaluation guidance.
Pricing and plans
Is the Kimi API Free? Trial Credits, Pricing, and Budget Guide
See who qualifies for Kimi API trial credit, how voucher use and top-ups work, and how to estimate spend using listed Kimi K3 token rates.
Model APIs
Qwen 4: What’s Available, What’s Known, and Is It Ready for Production?
As of November 12, 2026, Alibaba documents Qwen4-Max-Preview as a Token Plan preview—not pay-as-you-go. See its stated capabilities, access terms, and what to verify before production.
Coding agents
When Does the Claude Code Weekly Limit Reset?
Claude Code’s weekly limit resets at an account-assigned time. Find your next reset, identify the limit you reached, and check your options for continuing.
Model APIs
OpenAI o3 Model Release Date: April 16, 2025
OpenAI publicly released o3 on April 16, 2025, with API access through the Chat Completions and Responses APIs. Learn how its release differs from o3-mini and check o3’s API lifecycle.
Pricing and plans
Kimi AI API Pricing: K3 Token Rates and Cost Formula
See the listed Kimi K3 API rates per 1 million tokens, calculate a conditional model-cost estimate, and distinguish Kimi Platform API billing from Kimi Code membership.
Image generation
Google Gemini 2.5 Flash Image: Capabilities, API Fit, and Migration
Review Gemini 2.5 Flash Image’s documented capabilities, a minimal Gemini API example, current pricing, route-specific limits, and migration guidance.
Pricing and plans
Kimi API Pricing: K2.6 Rates and a Long-Context Cost Example
Compare Kimi K2.6 input, cached-input, and output prices, see a qualified K2.7 Code price card, and estimate an illustrative long-context workload.
Audio and speech
Suno V5 Prompt Guide: What’s Verified and a Current Workflow
Looking for a Suno V5 prompt guide? See what the available official documentation does—and does not—confirm, plus a practical current-Suno prompt template and revision workflow.