Author’s note: On November 2, 2026, OpenAI disclosed Pando, its internal Git backend. This article examines how it reached production in 10 weeks, breaking down the division of work between humans and AI, the testing system, and the migration process. It also explores Agent engineering practices other teams can adopt. On November 2, 2026, OpenAI…
Author’s note: OpenAI has unveiled Pando, a new Git backend. With Codex driving growth, quarterly commits to its monorepo are projected to rise 2,442% compared with Q1 2024. This article traces how AI coding’s impact extends from code generation to Git, CI, and code review. On November 2, 2026, OpenAI published a technical article titled…
Author’s note: Based on the OpenAI Images 2.6 safety system card, this article explores the challenges of moderating animated images over time, what the 77.66% recall rate means, and how developers can handle moderation blocks. On November 4, 2026, OpenAI released a safety system card alongside Images 2.6, disclosing test results specifically for animated images:…
Author’s note: This article explains endpoint limitations, parameter conflicts, and migration considerations for GIF, SVG, and markup-based local editing in the GPT Image 2.6 API. It’ll help you avoid the misconception that you can integrate the new model simply by swapping out its name. OpenAI released GPT Image 2.6 on November 4, 2026, with two…
Author’s note: The new Complexity parameter in GPT Image 2.6 controls how much scene planning the model does before rendering. Using OpenAI’s official paper-cut soccer team comparison, this article explains the three Complexity levels, how Complexity and Quality differ, and how to choose and test levels in the API. Use the same prompt, size, and…
Author’s note: This article compares GPT-Image-2.6 and Nano Banana 2.1 by deliverable format, covering animated images and vectors, 4K output and multiple reference images, two sets of benchmark figures, and two billing models. It ends with a selection table for three types of tasks. The choice between GPT-Image-2.6 and Nano Banana 2.1 isn’t about which…
Author’s note: GPT-Image-2.6 has the same per-token pricing as GPT-Image-2.5 and adds GIF, SVG, markup, and complexity features. This article separates official claims, third-party samples, and unknowns to help teams already using 2.5 decide whether to switch now, run both in parallel, or stick with 2.5. The bottom line: Compared with GPT-Image-2.5, GPT-Image-2.6 is an…
Author’s note: This article covers only the changes introduced with the Images 2.6 release on November 4, 2026. It groups information into four categories: [Official Claim], [Third-Party Leaderboard], [Single Media Report], and [Unknown]. ChatGPT Images 2.6 is a capability upgrade, not a new generation. There are three main changes: GIF creation and reusable reference images…
Author’s note: This article draws on Alma’s official documentation and screenshots from hands-on use. Alma isn’t just a terminal skin for programmers. Its goal is to bring AI agents to everyone’s computer: one window connects to all your models, remembers your preferences, operates your computer for you, and turns Claude Code and Codex agents in…
Author’s note: Using Prose’s public “AI is an editor, not a ghostwriter” approach as a case study, this article breaks down a complete design framework for AI editing—from locating and displaying changes to accepting them individually, rolling them back, and confirming them with a human. Ask AI to polish a passage, and it’ll often rewrite…
