All Articles
Designing a Daily Reading Practice With Gemini as Your Reading Partner
How to use Gemini at a closer distance than 'researcher' — as a daily reading assistant. The operating model I have settled into for cross-domain reading as a solo developer and artist.
A 90-Day Side-Income Roadmap on Gemini API — Multimodal-First Monetization for Indie Developers
A 90-day roadmap for shipping a side income on top of Gemini API. The structure leans into Gemini's multimodal strengths and context caching, with phase-by-phase deliverables, Stripe integration, SEO, and the operational discipline that keeps a side business alive.
Designing a Multi-LLM Failover Architecture Around Gemini API: Production Redundancy Patterns That Actually Hold
A production-grade pattern for putting Gemini API at the core of your stack while keeping Claude and GPT-4o as fallbacks — router, adapters, circuit breakers, and observability, all written in Python you can paste straight into your service.
Putting Gemini 2.5 Pro's Million-Token Window to Real Use — A Design Playbook
Gemini 2.5 Pro's million-token window isn't a 'dump everything in' tool. After running it across full-codebase analysis, deep document review, and long-running conversations, here's the design playbook that actually pays off.
Gemini API Pricing for Monetization — Free Tier, Paid Tiers, and the Pro vs Ultra Decision
Trying to make money with Gemini API? The pricing page alone won't tell you whether your business survives. Here's the Free Tier, paid Tiers 1–3, and Google AI Pro vs Ultra trade-offs read from a revenue operator's point of view.
Mastering Custom Instructions in Gemini Gems — What Actually Works After Two Months of Testing
Custom instructions in Gemini Gems can swing response quality wildly. After running half a dozen Gems for two months, here's what actually moves the needle — and what wastes characters.
Cancelling Gemini API Streams the Right Way — AbortController, asyncio, and the User-Initiated Stop Button
Hitting your chat UI's stop button shouldn't just freeze the screen — it should also stop billing. This guide shows how to wire up AbortController, request.is_disconnected, and the buffered-history pattern so cancellation actually does what users expect.
Making Gemini API Output Reproducible with the seed Parameter — Practical Patterns for Tests and Debugging
A practical guide to the Gemini API seed parameter, with measured match-rate data and a triage flow. Covers where seed works and where it quietly fails, how to fix a wrapper that drops seed, and diagnosing variance with logprobs.
Self-Healing Architecture for Gemini Computer Use — Production Patterns That Keep Browser Automation Alive Beyond Day Three
Gemini Computer Use looks magical in demos but breaks daily in production: vanishing elements, surprise modals, network jitter, off-by-four-pixel clicks. This guide builds a five-layer self-healing architecture in Python that classifies failures and recovers them automatically, with working code you can drop into your agent loop today.
Gemini API × Stripe — Production Usage-Based Billing for Indie AI SaaS
A complete guide to building a usage-based billing system for your Gemini API SaaS using Stripe Metered Billing and webhooks — production patterns included.
When Gemini API Returns Mojibake: 4 Places to Check First
Mojibake in Gemini API responses almost never comes from the API itself — it lives in your client code. Walk through the four layers (HTTP decoding, streaming chunks, output encoding, surrogate pairs) where the corruption hides.
Generating Multilingual Video Subtitles (SRT/VTT) with the Gemini API
A practical pattern for generating SRT/VTT subtitles in multiple languages from a single video file using the Gemini API. Covers timestamp accuracy, JSON schema output, and production pitfalls.