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Nano Banana 2 API Pricing and How to Call It
Understand Nano Banana 2 image billing, send a minimal API request, and handle returned images without confusing gateway aliases or subscription plans.
October 16, 202686 viewsEnglishTutorial
AI Image Generation
Tutorials and updates for image generation models and APIs, including prompt workflows, editing, and production usage.
Image APIs
Prompt workflows
- Claude Prompt Cache Not Working? Diagnose Prefixes, TTL, and Usage
- Nano Banana 2.1 vs Nano Banana 2: Three API Tests and Price
- Qwen2.5-Omni Guide: Multimodal API Workflows for Developers
- 8 Fun Probes, 3 Runs Each: mimo-v2.6-pro vs gpt-6-astra in English — and What Happened When We Repeated Them in Russian, Portuguese and Japanese
Production visuals
- Claude Haiku 5.5 vs Claude Haiku 4.5: What Changed, Benchmarks, and Price
- Crazyrouter User Guide: From Registration and API Keys to Chat and Image Generation
- "Google Veo3 API Guide 2026: Text-to-Video Requests, Async Jobs, and Cost Control"
- AI API Caching and Context Optimization: Lower Latency and Cost
Claude Prompt Cache Not Working? Diagnose Prefixes, TTL, and Usage
Diagnose Claude prompt-cache misses using real cache-write and cache-read token counts. Reproduce a controlled test and separate prefix issues from routing hypotheses.
October 11, 2026192 viewsEnglishTutorial
Claude Haiku 5.5 vs Claude Haiku 4.5: What Changed, Benchmarks, and Price
Claude Haiku 5.5 is cheaper and supports a larger context than Haiku 4.5. Six real API calls show how both models handle arithmetic, JSON extraction, and Python generation.
October 11, 2026185 viewsEnglishComparison
Nano Banana 2.1 vs Nano Banana 2: Three API Tests and Price
We ran the same three prompts through both image routes, inspected all six files, and compared latency, prompt compliance, billing, and integration behavior.
October 10, 2026152 viewsEnglishComparison
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.
October 9, 2026226 viewsEnglishGuide
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.
October 9, 2026158 viewsEnglishTutorial
Qwen2.5-Omni Guide: Multimodal API Workflows for Developers
Qwen2.5-Omni is a multimodal model family designed for workflows that combine text, images, audio, and video understanding. For developers, the important question is not whether a model can
September 28, 2026252 viewsEnglishGuide
8 Fun Probes, 3 Runs Each: mimo-v2.6-pro vs gpt-6-astra in English — and What Happened When We Repeated Them in Russian, Portuguese and Japanese
English-prompt battery of 8 playful probes (pelican-on-a-bicycle SVG, candy-box false belief, acrostic, self-counting sentence, four classic traps) on Xiaomi's mimo-v2.6-pro and gpt-6-astra, 3 runs each. In English the two are tied on every graded probe and mimo drew 3/3 pelicans. The same battery in Russian, Portuguese and Japanese broke mimo's pelican (0/3, 0/3, 1/3). Plus a routing disclosure: the gpt-6-astra path injects ~4,100 tokens per call.
September 22, 2026310 viewsEnglishComparison
"Seedance Video AI Guide 2026: ByteDance Models, API Workflow, and Alternatives"
"A developer guide to Seedance and ByteDance video AI covering use cases, prompting, asynchronous API integration, alternatives, pricing models, and production checks."
September 20, 2026302 viewsEnglishGuide
"Google Veo3 API Guide 2026: Text-to-Video Requests, Async Jobs, and Cost Control"
"Learn how to integrate Google Veo3-style video generation with cURL and Python, design asynchronous polling, validate outputs, and compare direct versus gateway access."
September 20, 2026248 viewsEnglishTutorial
AI API Caching and Context Optimization: Lower Latency and Cost
Learn how prompt caching, semantic caching, context pruning, and retrieval reduce AI API latency and spend without sacrificing answer quality.
September 19, 2026217 viewsEnglishTips
AI API Request Logging in Python: Usage, Retries, and Validation
Record request IDs, usage, latency and validated outcomes without logging prompts. A tested Python embedding example explains retries and cost reconciliation.
September 19, 2026361 viewsEnglishTips
AI API Security Best Practices: Keys, Data, Tools, and Production Controls
A developer checklist for securing AI APIs against leaked keys, prompt injection, sensitive-data exposure, unsafe tools, and runaway spend.
September 19, 2026204 viewsEnglishTips
Seedance and ByteDance Video AI 2026: API Queues, Costs, and Fallbacks
A developer guide to Seedance video AI integration with asynchronous queues, cost controls, prompt versioning, and model fallbacks.
September 6, 2026352 viewsEnglishGuide
WAN 2.2 Animate Tutorial 2026: Reference Poses, Batch Jobs, and API QA
Learn a production-friendly WAN 2.2 Animate workflow for reference poses, shot manifests, asynchronous jobs, and visual QA.
September 6, 2026346 viewsEnglishTutorial
AI API Security Best Practices 2026: Keys, Tenants, and Production Controls
Protect AI API keys, tenant data, prompts, logs, and budgets with practical controls for production applications.
September 4, 2026296 viewsEnglishTips
Pika 2.2 Review 2026: Features, API Options, Pricing, and Alternatives
A developer-focused Pika 2.2 review covering video generation use cases, alternatives, API integration patterns, pricing questions, and production tips.
September 4, 2026333 viewsEnglishComparison
Google Veo3 API Guide 2026: Production Video Jobs, Audio, Webhooks, and Cost Control
Build a reliable Google Veo3 API integration with async jobs, audio-aware prompts, webhooks, retries, and budget controls.
September 1, 2026306 viewsEnglishGuide
WAN 2.2 Animate Tutorial 2026: Motion Control, Reference Frames, and API Pipelines
A practical WAN 2.2 Animate tutorial for controlled character motion, reference images, asynchronous jobs, and production retries.
September 1, 2026407 viewsEnglishTutorial
Async AI API Jobs and Webhooks: A Production Implementation Guide
Design reliable asynchronous AI jobs for image, video, audio, and long-running agent tasks using queues, polling, webhooks, and idempotency.
August 23, 2026456 viewsEnglishTutorial
AI API Cost Optimization in 2026: Tokens, Caching, and Routing
Reduce AI API spending with prompt budgeting, response caching, model cascades, batching, and usage-based cost attribution.
August 23, 2026378 viewsEnglishTips
AI API Security Best Practices in 2026: A Developer Checklist
An AI API is an external boundary, even when it sits behind a friendly SDK. Your application sends prompts, files, tool definitions, and sometimes personal data to a model provider. A leaked key can c...
August 23, 2026390 viewsEnglishGuide
"Kimi K2 Thinking Guide 2026: Reasoning Agents, Tool Calls, and Evaluation"
"A developer-focused Kimi K2 Thinking guide covering reasoning prompts, tool calling, evaluation, latency, and cost-aware routing."
August 22, 2026360 viewsEnglishTutorial
"Google Veo3 API Guide 2026: Async Video Jobs, Audio, Webhooks, and Cost Control"
"Learn how to integrate Google Veo3 API workflows with async jobs, webhooks, audio-aware prompts, retries, and a pricing model."
August 22, 2026374 viewsEnglishTutorial
"WAN 2.2 Animate Tutorial: Motion Control API Patterns for Developers"
"Build a reliable WAN 2.2 Animate workflow with image inputs, motion prompts, asynchronous jobs, retries, and cost controls."
August 22, 2026340 viewsEnglishTutorial