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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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Has Kimi K3 Reached Claude Opus 4.8? A Seven-Dimension API Test
Featured article

Has Kimi K3 Reached Claude Opus 4.8? A Seven-Dimension API Test

A seven-dimension comparison of Kimi K3 and Claude Opus 4.8 across exact mathematics, physics modeling, constrained reasoning, statistical anti-induction, code review, strict JSON compliance, and uncertainty calibration, measuring correctness, first visible answer, total latency, and reasoning-token efficiency.

July 19, 202615 viewsEnglishComparison
Building an AI SaaS on a Budget: Multi-Model Routing and API Cost Controls
July 19, 202617 viewsEnglishGuide

Building an AI SaaS on a Budget: Multi-Model Routing and API Cost Controls

A practical architecture for launching an AI SaaS without locking the product to one provider.

GLM-4.6 API Guide 2026: Tool Calling and Bilingual RAG Applications
July 19, 202613 viewsEnglishTutorial

GLM-4.6 API Guide 2026: Tool Calling and Bilingual RAG Applications

Build bilingual assistants with GLM-4.6 using chat requests, retrieval context, function calling, and error handling.

Kimi K2 Thinking Guide 2026: Reasoning Agents, Evaluation, and Cost Control
July 19, 202616 viewsEnglishGuide

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

A hands-on Kimi K2 Thinking guide for agent builders covering prompting, tool calls, evaluations, latency, and cost.

Google Veo3 API Guide 2026: Production Queues, Cost Controls, and Fallbacks
July 19, 202613 viewsEnglishTutorial

Google Veo3 API Guide 2026: Production Queues, Cost Controls, and Fallbacks

Learn to integrate Google Veo3 with asynchronous jobs, polling, retries, budget caps, and fallback models.

AI Lip Sync Tools Comparison 2026: APIs for Dubbing, Avatars, and Localization
July 19, 202614 viewsEnglishComparison

AI Lip Sync Tools Comparison 2026: APIs for Dubbing, Avatars, and Localization

Compare AI lip sync workflows for developers building talking avatars, dubbing pipelines, and localized marketing video products.

Codex CLI Installation Guide 2026: macOS, Linux, Windows, and Dev Containers
July 19, 202616 viewsEnglishTutorial

Codex CLI Installation Guide 2026: macOS, Linux, Windows, and Dev Containers

Install Codex CLI across macOS, Linux, Windows, WSL, and dev containers, then configure a stable API endpoint.

How to Get a Claude API Key in 2026: Secure Setup for Local and CI Apps
July 19, 202617 viewsEnglishTutorial

How to Get a Claude API Key in 2026: Secure Setup for Local and CI Apps

A practical Claude API key setup guide covering environment variables, CI secrets, rotation, and least privilege.

AI API Pricing Comparison 2026: OpenAI, Claude, Gemini, DeepSeek, and Routing
July 19, 202615 viewsEnglishComparison

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

Compare AI API pricing in 2026 using input, output, caching, batch jobs, and routing costs.