Many designers encounter a common question when they first try GPT-Image-2: When I upload a photo and ask it to "change the person's clothes to blue," is the AI precisely modifying pixels like Photoshop, or is it secretly redrawing the entire image? The answer to this question directly affects how we use AI image editing…
If you’ve used Claude Code, you’ve likely encountered this exact scenario: a line pops up in your terminal saying "Symbioting… (3m 12s · ↓ 5.7k tokens)", and the progress bar freezes, leaving you with no new output for minutes. You might try typing "Are you still there?", and to your surprise, Claude immediately resumes and…
Following the launch of /goal by Codex in April 2026, Anthropic introduced the same command in May with Claude Code 2.1.139. This is a new workflow that lets Claude be "relentless until the goal is met": as long as you define a completion condition in your session, Claude will automatically have a small, fast model…
When using the Claude API for long-context calls, many developers run into the same confusion: even though they’ve declared caching in the cache_control field, the cache_creation_input_tokens and cache_read_input_tokens in the response remain 0, and no cache discounts appear on the bill. This article systematically breaks down the 5 major reasons for Claude prompt caching misses,…
On May 11, 2026, several Reddit users spotted a model card labeled "Omni" within the Gemini app interface. The description read: "Create with Gemini Omni: meet our new video model, remix your videos, edit directly in chat, try templates, and more." While Google hasn't made an official announcement yet, this leak has thrust Gemini Omni…
A developer friend recently asked in our group: "Can gpt-image-2 generate images from CSV or Excel files? I saw someone on TikTok using an image model to generate PPTs, and I want to see if it can read file data." The answer is straightforward: No. The gpt-image-2 model, released by OpenAI in April 2026, only…
Recently, a developer in our community asked a very specific question: "Can the gpt-image-2 API generate ultra-wide panoramas or ultra-tall vertical images like 1:8 or 8:1? I want to create stretch banners, panoramic scrolls, and long infographics." To put it bluntly: gpt-image-2 does not natively support 1:8 / 8:1; the most extreme it goes is…
I’ve recently been getting a lot of questions from developer clients: "Why does it take over 200 seconds to generate a 1024×1024 image with gpt-image-2? Is my account being rate-limited?" After taking a look at their code, I found they were using the default quality="high" and size="1536×1024". At that point, a 235-second generation time is…
Prompt Caching is arguably the most critical cost-related topic for every Large Language Model API user in 2026. For a RAG application running an 8K system prompt, the difference in monthly bills between having caching enabled and disabled can easily exceed 10x. However, many developers switching between OpenAI and Anthropic get tripped up by a…
OpenCode is one of the most talked-about open-source AI coding agents in 2026. Its design philosophy centers on being "model-agnostic and terminal-first," allowing developers to run Claude, invoke GPT, Gemini, local models, or even mix and match them as they please. Much like Claude Code, it runs directly in your terminal, but it takes a…
