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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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Gemini Advanced Review July 2026: Subscription vs API for Data-Heavy Workflows
July 21, 2026244 viewsEnglishComparison

Gemini Advanced Review July 2026: Subscription vs API for Data-Heavy Workflows

A practical Gemini Advanced review for developers comparing the subscription with API access for coding, research, long-context files, and team workflows.

Claude Code Pricing Guide July 2026: Usage Metering, Team Budgets, and API Fallbacks
July 21, 2026222 viewsEnglishGuide

Claude Code Pricing Guide July 2026: Usage Metering, Team Budgets, and API Fallbacks

A developer-focused Claude Code pricing guide for July 2026 covering seats, usage metering, team budgets, CI agents, and API fallback design.

Has Kimi K3 Reached Claude Opus 4.8? A Seven-Dimension API Test
July 19, 2026236 viewsEnglishComparison

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.

Building an AI SaaS on a Budget: Multi-Model Routing and API Cost Controls
July 19, 2026237 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, 2026150 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, 2026204 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, 2026180 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, 2026229 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.