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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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Kimi K2 Thinking Guide: Reasoning Agents, Evaluation, and Budget Routing
Featured article

Kimi K2 Thinking Guide: Reasoning Agents, Evaluation, and Budget Routing

Use Kimi K2 Thinking in reasoning agents with explicit task budgets, tool safety, evaluation harnesses, and model routing.

July 31, 20267 viewsEnglishGuide
Seedance ByteDance Video AI Guide: API Workflows, Quality Gates, and Alternatives
July 31, 20266 viewsEnglishGuide

Seedance ByteDance Video AI Guide: API Workflows, Quality Gates, and Alternatives

Understand Seedance video AI from a developer perspective: prompt design, async generation, evaluation, pricing, and fallback models.

Google Veo3 API Guide: Async Video Jobs, Audio, and Cost Controls
July 31, 20265 viewsEnglishGuide

Google Veo3 API Guide: Async Video Jobs, Audio, and Cost Controls

Integrate Google Veo3-style video generation with asynchronous jobs, webhooks, retries, audio validation, and budget controls.

WAN 2.2 Animate Tutorial: Character Consistency, Queues, and Shot Control
July 31, 20265 viewsEnglishTutorial

WAN 2.2 Animate Tutorial: Character Consistency, Queues, and Shot Control

A developer tutorial for WAN 2.2 Animate pipelines, including reference assets, asynchronous queues, retries, and consistency checks.

AI Lip Sync Tools Comparison for Developers: APIs, Avatars, and Dubbing
July 31, 20266 viewsEnglishComparison

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

Compare AI lip sync tools by API quality, latency, dubbing workflow, avatar support, pricing model, and production controls.

Codex CLI Installation Guide for Reproducible Dev Containers and CI
July 31, 20263 viewsEnglishTutorial

Codex CLI Installation Guide for Reproducible Dev Containers and CI

Install Codex CLI consistently across macOS, Linux, WSL, dev containers, and headless CI with secure configuration.

How to Get a Claude API Key Safely: Local Development, Teams, and CI
July 31, 20264 viewsEnglishTutorial

How to Get a Claude API Key Safely: Local Development, Teams, and CI

Learn how to obtain, store, rotate, and proxy a Claude API key without leaking secrets into source control or logs.

Gemini Advanced Review for Developers: Is It Worth It Beside the API?
July 31, 20265 viewsEnglishComparison

Gemini Advanced Review for Developers: Is It Worth It Beside the API?

A practical Gemini Advanced review that separates subscription value from API economics for coding and research workflows.

Claude Code Pricing for Monorepos: Token Budgets, CI Agents, and API Fallbacks
July 31, 20264 viewsEnglishGuide

Claude Code Pricing for Monorepos: Token Budgets, CI Agents, and API Fallbacks

Estimate Claude Code costs in large repositories with context budgets, CI controls, and provider fallback strategies.