All Articles
Why Your Gemini API Code Breaks After Deploying to Serverless
Your Gemini API code works locally but breaks the moment you deploy to Vercel, Cloudflare Workers, or AWS Lambda. The causes almost always fall into three buckets: env vars, runtime mismatch, and timeout ceilings. Here is how to isolate each.
Summarizing Long PDFs with Gemini API: A Chapter-Chunk and Re-Merge Pattern
Throwing a 500-page PDF into Gemini 2.5 Pro's huge context window looks like it works, until you read the back half of the summary. This article walks through a chapter-chunk + parallel summarization + final re-merge pattern, including a Python implementation and the trade-offs I ran into.
When the Gemini API Quietly Gets Worse in Production: Detecting Output Quality Drift
Right after launch, your Gemini-powered product feels sharp. A few weeks in, something feels a little off, but you cannot put a number on it. This is the lightweight production monitoring setup I actually use to turn that 'feels off' into data, and to decide when to act.
Four Prompt Patterns to Try When Gemini's Output Doesn't Match What You Wanted
When Gemini keeps returning output that's just slightly off, the issue is rarely the content of your prompt — it's the shape. Here are four lightweight patterns I reach for first.
Gemma 4 on MLX in Production: Quantization, Context Management, and Reasoning Fallbacks
Production-grade tuning for Gemma 4 on MLX: quantization choices, context strategies, and how to recover the Reasoning capability via hybrid Gemini API routing.
Running Gemma 4 on Apple Silicon with LMStudio + MLX: A Practical First-Run Guide
As of April 2026, LMStudio's MLX runtime supports Gemma 4. Here's a field-tested setup walkthrough for Apple Silicon Macs.
The Gemini API + Workspace B2B Playbook for 5,000 USD/Month in Indie Revenue
A revenue blueprint for indie developers stepping up from 1,000 USD/month side income to 5,000 USD/month B2B contracts. Covers lead sources, pricing negotiation, contracts, delivery, and recurring engagements built on Gemini API + Google Workspace.
Designing Pay-Per-Use Pricing for Gemini API SaaS — Backing Out Profitability from Cost
A cost-first approach to pricing your Gemini API SaaS. Walk through token economics, worst-case heavy-user exposure, and the minimum price you need to charge to stay profitable.
Putting Gemini 2.0 Flash to Work — Notes from Cutting My Solo API Bill in Half
Defaulting to Pro for everything is expensive. Over three months of moving tasks onto Gemini 2.0 Flash, I learned which jobs migrate cleanly and which don't — here's the honest rundown.
Rendering Gemini's Thought Summaries in a Next.js UI — A Production Pattern for Explainable AI
A production walkthrough for surfacing Gemini 2.5 / 3 thought summaries in a Next.js UI. Covers the SDK configuration, Server-Sent Events, a React collapsible component, observability, and the UX judgement calls you face when you decide how much of the AI's reasoning to show.
Taking Gemini 2.5 Pro Seriously — Where Long-Context Reasoning and Code Generation Earn Their Keep
A solo developer's practical evaluation of Gemini 2.5 Pro across long-context reasoning, code generation, and the Thinking mode — including the tasks where it outperforms competitors and the ones where you're better off routing elsewhere.
10 Everyday Uses of Gemini's Image Recognition ── Getting Real Value from Your Smartphone Camera
Just snap a photo and send it to Gemini — you can extract translations, run OCR, analyze meals, identify plants, and much more. Explore 10 practical, no-code ways to use Gemini's image recognition starting right now.