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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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Codex CLI Installation Guide 2026: Reproducible Setup for Linux, macOS, Windows, and CI
September 1, 2026418 viewsEnglishTutorial

Codex CLI Installation Guide 2026: Reproducible Setup for Linux, macOS, Windows, and CI

Install Codex CLI with pinned versions, isolated credentials, repository guardrails, and repeatable CI configuration.

How to Get a Claude API Key in 2026: Secure Setup for Local Development and CI
September 1, 2026417 viewsEnglishTutorial

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

Learn how to get a Claude API key, configure it safely, test the first request, and avoid leaking credentials in Git or CI logs.

AI API Pricing Comparison 2026: Calculate Effective Cost Across Models and Routers
September 1, 2026449 viewsEnglishComparison

AI API Pricing Comparison 2026: Calculate Effective Cost Across Models and Routers

Compare AI API pricing by tokens, cached context, retries, latency, and routing instead of relying on headline input rates.

Gemini Advanced Review 2026: Is It Worth It for Developers and API Builders?
September 1, 2026363 viewsEnglishComparison

Gemini Advanced Review 2026: Is It Worth It for Developers and API Builders?

A developer-focused Gemini Advanced review covering research, coding, context, subscription value, API economics, and practical alternatives.

Claude Code Pricing in 2026: A Developer Budget Guide for Seats, API Usage, and CI
September 1, 2026396 viewsEnglishGuide

Claude Code Pricing in 2026: A Developer Budget Guide for Seats, API Usage, and CI

A practical Claude Code pricing guide for solo developers and teams, covering subscriptions, API usage, CI budgets, and routing controls.

Async AI API Jobs and Webhooks: A Production Implementation Guide
August 23, 2026458 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.

AI API Testing and Evaluation Guide for Developers in 2026
August 23, 2026335 viewsEnglishGuide

AI API Testing and Evaluation Guide for Developers in 2026

Build a practical test and evaluation system for AI APIs with fixtures, schema checks, regression sets, latency budgets, and human review.

AI API Cost Optimization in 2026: Tokens, Caching, and Routing
August 23, 2026381 viewsEnglishTips

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.