Common Gemini API Long Context Problems and How to Fix Them
Struggling with Gemini API's 1 million token context window? This guide covers the most common issues — ignored middle content, slow responses, unexpected costs, and unstable output — with practical code fixes.
Why Gemini API Returns RECITATION as finish_reason — and How to Fix It
When Gemini API silently truncates responses with finish_reason RECITATION, the request technically succeeds with HTTP 200 — but the output is gone. Here's what actually triggers it and how to recover.
A Personal Secretary AI on Gemini API and Google Workspace — Auth, Orchestration, and Approval Gates
Designing a personal secretary AI across Gmail and Google Calendar with the Gemini API: OAuth2 scope design, Function Calling orchestration, approval gates for write tools, and ninety days of measured production cost, with full Python code.
7 Design Decisions When Wiring Gemini API Into a Solo App — From Error Design to Quality Monitoring
After embedding Gemini API into several of my own apps, I've collected seven design decisions that come up in production but rarely in tutorials — fallback layering, dynamic model switching, latency UX, and lightweight quality monitoring. This is the playbook I use today.
Building a Fully Edge RAG with Gemini API and Cloudflare Vectorize: A Production Guide for Low Latency, Low Cost, Global Delivery
Combine Gemini Embedding with Cloudflare Vectorize to ship a production RAG that runs entirely inside the Workers runtime — global latency, predictable cost, and a defensive layer covering subrequest limits, retries, and tenant isolation.
What to Do When Gemini Shows 'This Model Is Overloaded Right Now'
Seeing the 'This model is overloaded' message in Gemini? Learn why it happens, what you can do right now, and how to handle it gracefully in API applications with retry logic.
Gemini API PDF Input Troubleshooting: When Your Document Just Won't Read
When Gemini returns nothing for your PDF, hits the 20MB ceiling, or quietly skips pages, the symptom usually points to one of five very specific causes. Here's how to narrow it down quickly.
Building GraphRAG with the Gemini API — A Complete Production Guide to Hybrid Knowledge Graph + Vector Retrieval
When pure vector search hits a wall on multi-hop, relational, and aggregation queries, GraphRAG fills the gap. This guide walks through a production hybrid GraphRAG architecture powered by Gemini 2.5 Pro and Flash, with working code.
Zod × Gemini API: Type-Safe Structured Output Validation in TypeScript
Pattern for validating Gemini API structured output with Zod schemas. Covers why type casting is unsafe, JSON Schema conversion, and retry design when validation fails — with working TypeScript code.
Migrating Working Code from AI Studio to Vertex AI: A Solo Developer's Hands-On Walkthrough
What actually changes when you move existing Gemini API code from AI Studio to Vertex AI. Includes side-by-side code diffs for SDK init, auth, and response parsing.
Citation-Grounded RAG with Gemini: Production Patterns for Source Attribution and Hallucination Detection
A practical guide to wiring trustworthy citations into a Gemini-powered RAG pipeline. Covers structured output, post-hoc validation, UI rendering, and a quantitative grounding score you can put on a dashboard.
Why 'contents must alternate between user and model' Won't Go Away in the Gemini API — and How to Fix It
A focused guide to the Gemini API's 'contents must alternate between user and model' error — what really triggers it, why role names from OpenAI break it, and how to fix Function Calling and system_instruction pitfalls with copy-pasteable code.