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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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Seedream 4.0 API Tutorial 2026: Batch Image Generation, Product Creative, and Pricing
May 23, 2026276 viewsEnglishTutorial

Seedream 4.0 API Tutorial 2026: Batch Image Generation, Product Creative, and Pricing

Build batch image generation workflows with Seedream 4.0-style APIs, covering prompt templates, retries, moderation, and cost-aware routing.

Qwen2.5-Omni Guide 2026: Real-Time Voice, Vision, Text Agents, and API Integration
May 23, 2026125 viewsEnglishTutorial

Qwen2.5-Omni Guide 2026: Real-Time Voice, Vision, Text Agents, and API Integration

A practical Qwen2.5-Omni guide for building multimodal agents that combine voice, vision, and text through a unified API layer.

Kimi K2 Thinking Guide 2026: Reasoning Agents, Evaluation Workflows, and API Cost Control
May 23, 2026145 viewsEnglishGuide

Kimi K2 Thinking Guide 2026: Reasoning Agents, Evaluation Workflows, and API Cost Control

A developer guide to Kimi K2 Thinking for reasoning-heavy applications, agent evaluation, long-context tasks, and budget-aware model routing.

WAN 2.2 Animate Tutorial 2026: Character Motion, Shot Control, API Pipelines, and Pricing
May 23, 2026161 viewsEnglishTutorial

WAN 2.2 Animate Tutorial 2026: Character Motion, Shot Control, API Pipelines, and Pricing

Learn how to use WAN 2.2 Animate in developer video pipelines, from prompt structure to queueing, retries, and cost-aware API routing.

Google Veo3 API Guide 2026: Production Video Workflows, Prompts, Pricing, and Fallbacks
May 23, 2026152 viewsEnglishGuide

Google Veo3 API Guide 2026: Production Video Workflows, Prompts, Pricing, and Fallbacks

A developer guide to building production video generation workflows around Google Veo3-style APIs with retries, fallbacks, and cost controls.

AI API Pricing Comparison 2026: OpenAI, Claude, Gemini, DeepSeek, and Router Costs
May 23, 2026176 viewsEnglishComparison

AI API Pricing Comparison 2026: OpenAI, Claude, Gemini, DeepSeek, and Router Costs

A practical AI API pricing comparison for startups choosing between direct provider accounts and a unified router in 2026.

How to Get a Claude API Key in 2026: Setup, Security, Rotation, and Alternatives
May 23, 2026166 viewsEnglishTutorial

How to Get a Claude API Key in 2026: Setup, Security, Rotation, and Alternatives

A step-by-step guide to getting a Claude API key, storing it safely, rotating it in production, and using safer alternatives for team apps.

Codex CLI Installation Guide 2026: macOS, Linux, WSL, Proxies, and Devcontainers
May 23, 2026163 viewsEnglishTutorial

Codex CLI Installation Guide 2026: macOS, Linux, WSL, Proxies, and Devcontainers

Install Codex CLI safely in modern developer environments, including proxy networks, devcontainers, CI runners, and OpenAI-compatible API routing.