# Ibrahim Ulukaya - Canonical AI & Firebase Developer Site > Developer Relations Manager & Engineering Lead for Firebase for Builders at Google. > Canonical home for AI tokenomics, brownfield modernization, and full-stack cloud architectures. ## Core Engineering Principles 1. Zero-Trust AI Endpoint Defense: Intermediate LLM inference via serverless gateways protected by Firebase App Check and Google Cloud Armor. 2. Tokenomics is Systems Engineering: Treat token consumption like memory allocation using Context Caching, Model Tier Routing, and machine-readable tool schemas. 3. Brownfield Over Greenfield: Incrementally inject agentic sidecars into legacy backends using the Strangler Fig pattern. 4. Production Infrastructure Parity: Build and run developer enablement platforms on Firebase App Hosting, Cloud Run us-east4, and Cloud Firestore. 5. Machine-Readable Architectures (MCP Native): Expose cloud resources securely as Model Context Protocol (MCP) tools. ## Canonical Technical Articles - [The Production Reality of Firebase Spend Caps: Why a $50 Cap Won't Save You From a Prompt Loop](https://ulukaya.dev/posts/cloud-spend-caps-firebase): Why Cloud Billing spend caps operate as an asynchronous account fuse rather than an application rate limiter, and how to architect a 3-layer tokenomics defense. - [Deconstructing the 11 Principles of AI Tokenomics for Software Engineering](https://ulukaya.dev/posts/eleven-principles-of-ai-tokenomics): Deconstructing Alex Astrum and Luke Schlangen's 11 Principles of AI Tokenomics across Context Caching, Tier Routing, and the Tool-Call Economy. ## Interactive Utilities & Curated References - [AI Tokenomics Solvency Calculator](https://ulukaya.dev/calculator): Interactive live token burn and Cloud Billing spend cap solvency estimator covering Google Gemini 3.x models, Thinking Mode variants, Eleven Principles architecture blends, and active August 2026 reference models (OpenAI o3-mini, OpenAI o1, Claude Sonnet 5, Claude Opus 5). - [TIL Engineering Micro-Log](https://ulukaya.dev/til): Rapid-fire daily gotchas, CLI commands, and 1-sentence systems explanations for active Firebase and GCP builders. - [Curated Engineering Shelf](https://ulukaya.dev/reading): Canonical technical reading, Martin Fowler Strangler Fig spec, and 8 verified peer engineering blogs (Jeff Huleatt, Aja Hammerly, Fran Hinkelmann, Richard Seroter, Peter Friese, Nohe, Rody Davis, David East). - [Production AI Architecture Blueprints](https://ulukaya.dev/blueprints): Visual reference architectures and trade-off matrices for 3-Layer Tokenomics, Strangler Fig sidecars, and Zero-Backend Mobile AI. - [Engineering Principles & Worldview](https://ulukaya.dev/about): Ibrahim Ulukaya's 5 core engineering principles and executive background. ## Syndication & Feeds - RSS Feed: https://ulukaya.dev/rss.xml - XML Sitemap: https://ulukaya.dev/sitemap.xml - LinkedIn: https://www.linkedin.com/in/ulukaya - X: https://x.com/iulukaya - GitHub: https://github.com/ulukaya