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Practical notes on AI models, API costs, and production workflows.

Model updates, integration guides, pricing breakdowns, and tool workflows for developers and teams.

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What Is Nano Banana 2.1? Image API, Price, and a Real Request
October 9, 20263 viewsEnglishGuide

What Is Nano Banana 2.1? Image API, Price, and a Real Request

Understand the Nano Banana 2.1 image route, its published billing unit, and the exact request that returned an image in our October test.

Crazyrouter User Guide: From Registration and API Keys to Chat and Image Generation
October 9, 20263 viewsEnglishTutorial

Crazyrouter User Guide: From Registration and API Keys to Chat and Image Generation

Learn Crazyrouter registration, API keys, wallet checks, browser chat, image generation, and coding-tool setup with eight interface screenshots and practical troubleshooting advice.

Claude Haiku 5.5 vs DeepSeek V4.1 Flash: Everyday Benchmark
October 9, 20267 viewsEnglishComparison

Claude Haiku 5.5 vs DeepSeek V4.1 Flash: Everyday Benchmark

Ten Chinese tasks, three runs each: content scores of 27/27 vs 24/27 and median completion of 4.47s vs 2.45s. JSON, actual charges, errors, and the limits of route, cache, and thinking controls.

Claude Haiku 5.5 vs Sonnet 4.6: An Everyday Benchmark
October 8, 202614 viewsEnglishComparison

Claude Haiku 5.5 vs Sonnet 4.6: An Everyday Benchmark

Ten tasks, three rounds each, on one upstream route. Both models scored 24/27 for objective content; median completion was 3.03s vs 4.90s. We examine JSON failures, a thinking retest, and rewriting mistakes.

How to Change Your Claude Payment Method in 2026
October 7, 202637 viewsEnglishTutorial

How to Change Your Claude Payment Method in 2026

Change the card used for Claude Pro, Max, Team, or API billing, with the right steps for web, Apple, Google Play, and Anthropic Console accounts.

Kimi K2 Thinking Postmortem: Add Action Verification to Agent Workflows
October 6, 202632 viewsEnglishGuide

Kimi K2 Thinking Postmortem: Add Action Verification to Agent Workflows

A developer-focused Kimi K2 Thinking postmortem about action verification, tool-call boundaries, retries, and practical Python, Node.js, and cURL integration patterns.

GPT-6.1 Sol vs GPT-6 Sol: An Update After Just One Week—How Much Did Claude 5.5 Have to Do with It?
September 30, 2026128 viewsEnglishComparison

GPT-6.1 Sol vs GPT-6 Sol: An Update After Just One Week—How Much Did Claude 5.5 Have to Do with It?

GPT-6.1 Sol arrived just a week after GPT-6 Sol. I examine the competitive pressure from Claude 5.5, OpenAI’s reported gains, and what my API tests reveal about accuracy, timeouts, and readiness for everyday work.

Claude API Free Tier in 2026: Does Anthropic Offer One, and What the Cheapest Way to Start Actually Is
September 30, 2026157 viewsEnglishGuide

Claude API Free Tier in 2026: Does Anthropic Offer One, and What the Cheapest Way to Start Actually Is

Anthropic has no free tier for the Claude API — the free plan is the claude.ai chat app. Here is what access actually exists in 2026: occasional Console trial credits, cloud provider credits, and prepaid gateways like Crazyrouter at 35% below list, with the limits of each.