Recently, a client asked us about the "Data Controls" page in their OpenAI dashboard. They noticed two toggles: "Share evaluation and fine-tuning data with OpenAI" and "Share inputs and outputs with OpenAI." Each has three options: Disabled, Enabled for all projects, and Enabled for selected projects. The first one features a green prompt saying, "You're…
Recently, a client sent us a screenshot asking about their OpenAI dashboard. They noticed dozens of small credit grants piling up—one to three entries almost every month from May 2025 to May 2026. The amounts were odd, like $5.01, $5.14, and $5.32, mixed in with a $100 and a $10 credit. In total, they had…
While helping a client troubleshoot image generation issues recently, we discovered a phenomenon worth sharing: GPT-Image-2 can no longer generate true transparent background PNGs. Whether you include "the background must be transparent" in your prompt or explicitly pass the background: "transparent" parameter via API, the latest generation of GPT-Image-2 either returns an image with a…
Recently, many teams have been stuck for days on the same error when trying to integrate GPT-Image-2. Even with accounts upgraded to Tier 5 and credit cards linked, they’re getting blocked by a seemingly simple 4xx error. This is due to the "Verified Organization" mechanism that OpenAI officially introduced in 2025—any account wanting to use…
On May 6, 2026, xAI sent an official email to all API users titled "Grok 4.3 release and xAI API model retirement." The message delivered two critical updates for developers: Grok 4.3 is now fully available via the API, and eight legacy models—including grok-4-fast, grok-4-0709, grok-3, grok-code-fast-1, and grok-imagine-image-pro—will be retired on May 15, 2026,…
Author's Note: Sharing my practical experience using Claude Opus 4.7 for processing CSV and Excel files. I'll explain why you shouldn't just dump large tables into an AI, and why you should instead have the AI write scripts, build tools, and perform validation. If you have a CSV or Excel file with over 900 rows…
Many developers using GPT Image 2 or other AI image generation models for marketing materials have hit the same frustrating wall: when you upload an existing QR code to the ChatGPT web interface for synthesis, you get a scannable result every time. However, when you switch to an API call using the same model and…
Many developers migrating from Stable Diffusion or Midjourney to Nano Banana Pro often encounter a confusing 400 error on their first API call: Invalid JSON payload received. Unknown name "negativePrompt" at 'generation_config.image_config': Cannot find field. The error message is blunt but lacks clarity: is the field name misspelled, does it need to be moved, or…
Many Hong Kong companies face the same awkward situation when building AI applications: they want to use GPT-5.5 and run OpenAI APIs, but a quick check of the official website reveals that Hong Kong isn't on the supported regions list. When they try to handle payments, their Hong Kong-issued credit cards get blocked by Stripe….
On May 4, 2026, Google officially announced on its blog: Event-driven webhooks are now available in Gemini API. Two days later, on May 6 at 10:00 AM (Beijing Time), this email from Google AI Studio hit the inboxes of developers worldwide, marking the full rollout of Gemini API webhooks to all users. For many teams…
