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API Best Practices | Claude API

Claude API web search complete tutorial: Native web_search tool and 3 implementation schemes comparison (2026)
ByAPIYI - Stable and affordable AI API 2026年 4月 17日

Model knowledge has a cutoff date, but real-world business problems often require "up-to-the-minute" data. In 2025, Claude officially launched the native web_search tool, and in 2026, it upgraded to the web_search_20260209 version, which supports dynamic filtering. This transformed Claude API web searching from a "DIY headache" into a simple "one-line parameter" implementation. This article systematically…

Read More Claude API web search complete tutorial: Native web_search tool and 3 implementation schemes comparison (2026)
AI Model Troubleshooting | Claude API

Claude Code Opus 4.7 top_p deprecated error one-click fix: comparison of 3 solutions
ByAPIYI - Stable and affordable AI API 2026年 4月 17日

title: "Fixing the 'top_p is deprecated' Error in Claude Code with Opus 4.7" description: "Deep dive into why Claude Code throws a 'top_p is deprecated' error with Opus 4.7, comparing 3 solutions, and how APIYI automatically handles compatibility." tags: [Claude Code, Opus 4.7, APIYI, AI Development, Troubleshooting] Author's Note: This is a deep dive into…

Read More Claude Code Opus 4.7 top_p deprecated error one-click fix: comparison of 3 solutions
Image Generation API | LLM API News

Is GPT Image 2 live? 2026-04-17 Latest Summary: 5 Major Capabilities Exposed in Beta Testing
ByAPIYI - Stable and affordable AI API 2026年 4月 17日

title: "GPT Image 2 Status Update: Myth vs. Reality as of April 17, 2026" description: "Is GPT Image 2 officially released? We clarify the confusion, summarize current testing statuses, and provide a guide for developers." tags: [GPT Image 2, OpenAI, AI Trends, Image Generation] Author's Note: As of April 17, 2026, here is the latest…

Read More Is GPT Image 2 live? 2026-04-17 Latest Summary: 5 Major Capabilities Exposed in Beta Testing
API Best Practices | Image Generation API

Nano Banana Pro Multi-turn Dialogue Image Generation API Practice: 3 Steps to Build Contextual Image Generation
ByAPIYI - Stable and affordable AI API 2026年 4月 17日

title: "Mastering Multi-turn Image Generation with Nano Banana Pro: A Developer's Guide" description: "Learn how to implement multi-turn image generation with Nano Banana Pro. Master the contents array, thoughtSignature mechanism, and state management for seamless workflows." Author's Note: This guide provides a deep dive into the field structure, contents array construction, thoughtSignature mechanism, and code…

Read More Nano Banana Pro Multi-turn Dialogue Image Generation API Practice: 3 Steps to Build Contextual Image Generation
AI Coding | Claude API

Detailed explanation of Claude Opus 4.7 xhigh mode: A practical guide to 5 effort levels
ByAPIYI - Stable and affordable AI API 2026年 4月 17日

description: A deep dive into the new Claude Opus 4.7 xhigh effort level, comparing performance across tiers and providing best practices for Agentic coding. Author's Note: This is a comprehensive guide to the all-new xhigh effort level in Claude Opus 4.7. We'll compare the five tiers—low, medium, high, xhigh, and max—and provide best practices and…

Read More Detailed explanation of Claude Opus 4.7 xhigh mode: A practical guide to 5 effort levels
Claude API | LLM API News

Claude Opus 4.7 VS 4.6 Comprehensive Comparison: 7 Major Upgrades Explained, Price Remains Unchanged but Costs Vary, Migration Pitfall Avoidance Guide
ByAPIYI - Stable and affordable AI API 2026年 4月 17日

Author's Note: This article provides a detailed breakdown of the 7 key differences between Claude Opus 4.7 and 4.6, including a 3x boost in visual performance, a significant leap in coding capabilities, the new xhigh reasoning tier, and the Task Budgets feature. We also analyze how the new Tokenizer affects your actual costs, even though…

Read More Claude Opus 4.7 VS 4.6 Comprehensive Comparison: 7 Major Upgrades Explained, Price Remains Unchanged but Costs Vary, Migration Pitfall Avoidance Guide
Claude API | LLM API News

Decoding the Official Release of Claude Opus 4.7: 3x Improvement in Visual Capabilities, xhigh Inference Level, and Full Analysis of Task Budgets (April 2026)
ByAPIYI - Stable and affordable AI API 2026年 4月 16日

Author's Note: A comprehensive breakdown of the core upgrades in the official Claude Opus 4.7 release, including a 3x increase in visual resolution, the new xhigh reasoning level, the Task Budgets mechanism, a leap in coding capabilities, as well as an API migration guide and integration methods. On April 16, 2026, Anthropic officially released Claude…

Read More Decoding the Official Release of Claude Opus 4.7: 3x Improvement in Visual Capabilities, xhigh Inference Level, and Full Analysis of Task Budgets (April 2026)
Image Generation API | OpenAI API

Summary of the latest GPT-Image-2 intelligence: 5 major capability upgrades, grayscale testing details, and release date prediction (April 2026)
ByAPIYI - Stable and affordable AI API 2026年 4月 16日

Author's Note: This is a summary of all known intelligence regarding GPT-Image-2, including leaked details from the LM Arena, five major capability upgrades, the progress of ChatGPT canary testing, a comparison with Nano Banana Pro, and an analysis of the expected release timeline. In early April 2026, three anonymous image generation models suddenly appeared on…

Read More Summary of the latest GPT-Image-2 intelligence: 5 major capability upgrades, grayscale testing details, and release date prediction (April 2026)
Changelog | Gemini API

Google Gemini API free tier tightened: Pro models to become paid starting in April, 3 strategies to help you save money
ByAPIYI - Stable and affordable AI API 2026年 4月 16日

Author's Note: A detailed breakdown of the major changes to the Google Gemini API free tier as of April 2026: Pro models moved to paid-only, mandatory monthly spending caps introduced, and Flash models remain free. Includes 3 practical coping strategies. Starting April 1, 2026, Google significantly tightened the Gemini API free tier. The most critical…

Read More Google Gemini API free tier tightened: Pro models to become paid starting in April, 3 strategies to help you save money
Claude API | LLM API News

Interpreting Claude’s New Real-Name Authentication Policy: Which Users Are Affected by Anthropic’s KYC Identity Verification Requirements (April 2026)
ByAPIYI - Stable and affordable AI API 2026年 4月 16日

Author's Note: A detailed breakdown of the KYC (Know Your Customer) identity verification policy introduced by Anthropic for Claude, covering triggers, required documentation, data security mechanisms, affected user groups, and an analysis of its long-term impact on the AI industry. On April 14, 2026, Anthropic quietly updated its Claude Help Center page, announcing that it…

Read More Interpreting Claude’s New Real-Name Authentication Policy: Which Users Are Affected by Anthropic’s KYC Identity Verification Requirements (April 2026)