Author's Note: I've compiled 25 field-tested Claude Code code review prompts covering 7 key scenarios, including security audits, performance analysis, architecture reviews, bug detection, and PR reviews, complete with a formula for crafting your own. Claude Code comes with a built-in /security-review command and a multi-agent system for code reviews, but the default output can…
Author's Note: A complete guide to the Claude Cowork experience for newcomers, detailing what it’s actually like to have an AI control your desktop, what it can and can't do, and the core differences between Cowork (desktop GUI) and Claude Code (command-line CLI). "AI, help me operate my computer"—it sounds like science fiction, but Claude…
Author's Note: I've compiled 20 verified prompts for Claude Code's /loop command, covering 6 key scenarios including PR reviews, deployment monitoring, code quality, security scanning, and log analysis, complete with interval setting recommendations. The /loop command in Claude Code is the most practical new feature as of March 2026—it transforms Claude Code from a "one-off…
Author's Note: A detailed comparison of Nano Banana Pro and Nano Banana 2 regarding image quality, prompt understanding, speed, and pricing, including the APIYI image generation testing tool and highly competitive pricing plans. "Which one produces better images, Nano Banana Pro or Nano Banana 2?"—this is the question we get asked the most. The answer…
Author's Note: A field-by-field breakdown of the real reasons behind the PROHIBITED_CONTENT error in Nano Banana Pro, an analysis of the trigger mechanisms for e-commerce virtual try-on prompts, and a guide to rewriting prompts to pass safety filters. When working on e-commerce virtual try-ons, you might encounter this error: finishReason: PROHIBITED_CONTENT. Even when your prompt…
How can AI Agents automatically fetch web data and control desktop applications without consuming massive amounts of tokens? This is a question every AI developer is pondering. OpenCLI is the open-source project born to solve this exact pain point—it can transform 80+ websites and Electron desktop applications into standardized CLI command-line tools, allowing AI Agents…
Author's Note: A field-by-field breakdown of the IMAGE_SAFETY error in the Nano Banana Pro API, including an analysis of the dual-layer safety filtering mechanism, token billing logic, and 8 practical methods to improve generation success rates. When using the Nano Banana Pro API for image generation, you might have encountered this confusing response: even when…
The AI image generation landscape is splitting into two distinct paths: one is the all-in-one web creative suite represented by Freepik, which offers visual operations for 36+ models; the other is the high-performance, cost-effective API represented by Nano Banana Pro, designed for developers and large-scale applications. These two paths aren't mutually exclusive—understanding their respective strengths…
Author's Note: This record covers the widespread Google Gemini AI Studio API outage on March 27, 2026. It analyzes the root causes behind the frequent 503 errors in the Nano Banana Pro and Nano Banana 2 image generation APIs, along with emergency and long-term mitigation strategies for developers. On March 27, 2026, the Google Gemini…
"Why is Gemini 3.1 Pro Preview so slow again?" "What's up with the 429 RESOURCE_EXHAUSTED errors?" If you've been using Google's latest Gemini 3.1 Pro Preview API recently, you've probably been asking these questions daily. First token response times (TTFT) can hit 41 seconds, 429 errors are frequent even for paying users, and the Preview…
