Author’s note: When you call an image generation API, a response with no image doesn’t mean the request failed, and it definitely doesn’t mean you weren’t charged. This article gives you a 4-step method for checking the response first and then deciding whether to retry, plus Python code you can use as-is. If you’ve worked…
If you make e-commerce hero images, app icons, or sticker assets, you probably share one fixation: the image needs a transparent background, and it needs to be big. So a lot of people, on their first call to gpt-image-2.6-all, tick both the high resolution and the transparent background options. What comes back has dirty edges,…
Author’s note: if your agent still uses client.chat.completions.create with tools, switching to GPT-6.1 will land you at a very specific fork. Plain text still works, but tool calls need a different endpoint. Why Tool Calling Gets Blocked at the Endpoint After Upgrading to GPT-6.1 Here’s the short version: GPT-6 Astra, GPT-6.1 Sol, and GPT-6.1 Terra…
Author’s note: This post breaks down the billing rules for Google’s Gemini Decisions API and gemini-decision-1: output is counted as $0, and shared input is billed only once. It also covers how to choose a model for routing and scoring workloads while APIYI’s price list doesn’t yet include this ID. On 2026-11-11, Google released the…
Author’s note: Claude Whiteboards, Claude Sheets, and Claude Data are features inside the Claude app, not new API models. If you call Claude through the API, your model IDs and integration method stay the same. On November 10, 2026, Anthropic launched two beta features, Claude Whiteboards and Claude Sheets, and moved Claude Dashboards to general…
According to our editorial topic pool, existing Gemini Omni 1.1 calls will be automatically switched to Gemini Omni 1.2 on December 3, 2026. You won’t need to change any code, but the responses you get back will change. One thing to be upfront about: this date currently comes from our internal topic pool, and it…
Author’s note: This article walks through 12 key milestones in Gemini’s history from 2023 to 2026. It shows how Google went from multimodal and long-context models to reasoning, tool use, and long-running Agent development. Gemini 4 Carbon is the latest result of that path. On November 10, 2026, Google expanded access to Gemini 4 Carbon…
Author’s note: Based on a set of Agrumea Farm website-cloning tests, this article compares Gemini 4 Carbon, Claude Opus 5.5, and GPT-6 Astra on three dimensions: design fidelity and interaction requirements, time taken, and API-equivalent cost. It also covers how to choose by scenario and how to rerun the test yourself. What happens when you…
Author’s note: The 2K/4K tiers of gpt-image-2.6-all are upscaled tiers. The response may not echo size, and the actual pixel dimensions are occasionally off. This article explains why, and shows how to save the image, read its real width and height, and only then lay it out. A lot of people wire an image generation…
Author’s note: Once phones and browsers can synthesize speech locally, do you still need a cloud speech API? This article gives you a verdict across four dimensions: offline use, privacy, audio quality and long-form speech, and specifying a model with unified billing. More and more phone operating systems and browsers can read text aloud locally….
