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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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Pika 2.2 Review: Building a UGC Ad Variant Pipeline with Quality Gates
August 11, 202688 viewsEnglishReview

Pika 2.2 Review: Building a UGC Ad Variant Pipeline with Quality Gates

A developer-focused Pika 2.2 new features review guide covering architecture, code, alternatives, cost controls, and production rollout.

Google Veo3 API Guide: Build a Content Moderation and Approval Workflow
August 11, 202698 viewsEnglishTutorial

Google Veo3 API Guide: Build a Content Moderation and Approval Workflow

A developer-focused Google Veo3 API guide covering architecture, code, alternatives, cost controls, and production rollout.

Codex CLI Installation in GitHub Codespaces: A Reproducible Team Template
August 11, 2026104 viewsEnglishTutorial

Codex CLI Installation in GitHub Codespaces: A Reproducible Team Template

A developer-focused codex cli installation guide covering architecture, code, alternatives, cost controls, and production rollout.

Gemini Advanced Review for Data Analysts: SQL, Notebooks, and Research
August 11, 202695 viewsEnglishReview

Gemini Advanced Review for Data Analysts: SQL, Notebooks, and Research

A developer-focused gemini advanced review guide covering architecture, code, alternatives, cost controls, and production rollout.

Claude Code Pricing: Usage Forecasting and FinOps for Engineering Teams
August 11, 2026106 viewsEnglishGuide

Claude Code Pricing: Usage Forecasting and FinOps for Engineering Teams

A developer-focused claude code pricing guide covering architecture, code, alternatives, cost controls, and production rollout.

Kimi K2 Thinking Guide: Reasoning Agents, Evaluation, and Budget Routing
July 31, 2026168 viewsEnglishGuide

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.

Seedance ByteDance Video AI Guide: API Workflows, Quality Gates, and Alternatives
July 31, 2026183 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, 2026158 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.