All Articles
Getting Started with Veo 3.1 Lite API: A Practical Guide to Cost-Effective Video Generation
Learn how to implement cost-effective AI video generation with Google's Veo 3.1 Lite API. This guide covers text-to-video and image-to-video implementation with practical code examples, cost optimization techniques, and production-ready error handling patterns.
Keeping Gemini API Stable in Production: Rate Limits, Error Handling, and Cost Control
A practical guide to running Gemini API reliably in production. Covers rate limit types and avoidance strategies, error code classification, exponential backoff, token counting, and cost monitoring with real code.
Gemini 2.5 Pro Video Understanding: From YouTube Links to Local Files
Learn how to extract structured information from videos using Gemini 2.5 Pro's Video Understanding API. Covers YouTube URLs, local file uploads, batch processing, and timestamp-based scene search with Python examples.
Practical Guide to Gemini API Multimodal Capabilities
Master Gemini API's multimodal features. Learn image, audio, and video processing with production-grade optimization and error handling.
Why Gemini API Grounding (Google Search) Isn't Working — Causes and Fixes
Troubleshoot Gemini API Grounding with Google Search step by step. Covers API setup mistakes, billing requirements, dynamic retrieval thresholds, missing groundingMetadata, and 400/403/429 error patterns with working code examples.
Gemini 2.5 Pro Master Guide — Production Implementation Best Practices
Complete guide to Gemini 2.5 Pro. From API setup to production deployment, cost optimization, error handling, and multimodal applications. Production-ready implementation patterns.
Gemini API Multimodal Input Optimization — Production Techniques to Cut Token Costs for Images, PDFs, Video, and Audio
Cut your Gemini API multimodal token costs by up to 70% in production. Practical optimization techniques for images, PDFs, video, and audio with working Python code examples.
Imagen 4 API Production Guide — Choosing Between Fast, Standard, and Ultra for Real-World Pipelines
A hands-on guide to integrating Imagen 4's Fast, Standard, and Ultra models into production applications. Covers Python SDK implementation, text rendering optimization, 2K output, batch processing, cost management, and error handling patterns.
Gemini API Context Caching Not Working? Troubleshooting by Root Cause
Diagnose and fix Gemini API Context Caching issues — cache misses, zero cached tokens, creation errors, and silent billing problems with working code examples.
Building Voice Apps with Gemini 2.5 Flash TTS: From Low-Latency Synthesis to Production Optimization
How to build voice apps with Gemini 2.5 Flash TTS. Covers low-latency speech synthesis, expressiveness control, streaming playback, and cost optimization with implementation code.
Gemini API Grounding × Structured Output Guide — Turn Web Search Results into Typed JSON Data
Combine Gemini API Grounding with Google Search and Structured Output to extract real-time web information as type-safe JSON data. Practical implementation patterns included.
Mastering Gemini API Streaming Responses — Chunk Processing, Error Recovery, and UX Optimization
A production-grade guide to implementing Gemini API streaming responses. Covers chunk parsing internals, automatic recovery from disconnections, and rendering strategies that create a polished user experience.