During the process of generating images with Nano Banana Pro (Gemini 3 Pro Image), many users have reported that "the model has become dumber," "generation quality has declined," and "it gets worse the more I use it." However, based on our team's in-depth observation and technical analysis of thousands of API calls, the so-called "dumbing…
In today's era of highly developed instant messaging applications, Telegram has become the preferred platform for developers thanks to its powerful Bot API and open ecosystem. Integrating Nano Banana Pro (Gemini 3 Pro Image model) into Telegram enables users to generate high-quality AI images directly within the chat interface without needing to switch to other…
Author's Note: Detailed analysis of file size limit issues when calling Google Gemini API with Nano Banana Pro, providing 3 practical solutions including image compression and client optimization When using Nano Banana Pro to call Google Gemini API, encountering the 'NoneType' object has no attribute 'get' error is a common file size limit issue. According…
Gemini 3 Pro vs Flash: In-Depth Comparison Guide – Which Model Should You Choose? Google's latest Gemini 3 series models bring impressive performance breakthroughs. Among them, Gemini 3 Pro Preview and Gemini 3 Flash Preview, as flagship-level models, each excel in performance, pricing, and application scenarios. Many developers and enterprises often face confusion when making…
5 Implementation Solutions for LLM API Web Query Capabilities In AI application development, web query capability for large model APIs has become one of the core functional requirements. Whether for real-time information retrieval, news analysis, or dynamic data queries, web capabilities can significantly enhance the practicality and accuracy of AI applications. However, many developers face…
author: 技术团队 description: "# Detailed Guide: Converting 4K Images from Nano Banana Pro (Gemini 3 Pro Image) to Vector Graphics\n\n## Core Differences Between Vector Graphics and Bitmap Images\n\n### Bitmap Images (Raster Graphics)\n- Composition: Made up of pixels arranged in a grid\n- Resolution-dependent: Quality degrades when scaled up\n- File characteristics: 4K images contain fixed pixel dimensions…
Resolving Gemini 3 Image API 503 Errors: 5 Proven Solutions for Production Environments When using the Gemini 3 Image API (Nano Banana Pro model) for image generation, many developers frequently encounter 503 errors: The model is overloaded. Please try again later. with status UNAVAILABLE. The root cause lies in Google's official API concurrency limits and…
Author's Note OpenAI Sora 2 Pro official API charges by the second with expensive pricing. API易 offers per-request billing for Sora 2 Pro API at only $0.8/request (approximately ¥5.6), supporting 1080p HD, 90% cheaper than official pricing. "Sora 2 Pro's results are truly stunning, but the official API's per-second billing is way too expensive, isn't…
Sora 2 Phone Verification Requirement: Complete Solutions for Webpage and API Access Author’s Note: Starting January 7, 2026, Sora 2 introduced mandatory phone number verification. This article provides detailed solutions for both web version and API access, with a recommended approach using API Yi’s Sora 2 API for verification-free, watermark-free video generation. On January 7,…
Author's Note: In-Depth Comparison of Claude Opus 4.5 and Sonnet 4.5 Across 5 Dimensions with Authoritative Selection Recommendations When choosing an AI large language model, many developers face a dilemma: should they select the most powerful Claude Opus 4.5, or opt for the faster and more cost-effective Sonnet 4.5? This article will conduct an in-depth…
