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		<title>Ibrahim Ulukaya | Firebase for Builders Lead</title>
		<link>https://ulukaya.dev</link>
		<description>Production AI architectures, tokenomics, and full-stack engineering trade-offs.</description>
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		<lastBuildDate>Tue, 01 Sep 2026 00:00:00 GMT</lastBuildDate>
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			<title><![CDATA[The Leaderboard Mirage: 6 Production Traps and the Compiler-Bound Agent Architecture]]></title>
			<link>https://ulukaya.dev/posts/leaderboard-mirage-llm-ranking-traps</link>
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			<description><![CDATA[From 'screenshot theater' to monorepo reality: Why single-scalar LLM leaderboards fail production engineering, and how to architect compiler-bound agent swarms.]]></description>
			<pubDate>Tue, 01 Sep 2026 00:00:00 GMT</pubDate>
			<dc:creator><![CDATA[Ibrahim Ulukaya]]></dc:creator>
			<category><![CDATA[AI Benchmarks]]></category>
			<category><![CDATA[Systems Architecture]]></category>
			<category><![CDATA[Agent Architecture]]></category>
			<category><![CDATA[Model Cascades]]></category>
			<category><![CDATA[Evaluation]]></category>
			<category><![CDATA[AIBuilders]]></category>
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			<title><![CDATA[Code Over Context: Why Written Agent Skills Fail in Production (and How to Distill Them into Deterministic Tools)]]></title>
			<link>https://ulukaya.dev/posts/code-over-context</link>
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			<description><![CDATA[Why prompt-heavy agent skills fail in production, and how to architect an Elastic Cognitive Envelope that distills frontier reasoning into deterministic code.]]></description>
			<pubDate>Tue, 25 Aug 2026 00:00:00 GMT</pubDate>
			<dc:creator><![CDATA[Ibrahim Ulukaya]]></dc:creator>
			<category><![CDATA[AI Agents]]></category>
			<category><![CDATA[Agent Architecture]]></category>
			<category><![CDATA[Gemini]]></category>
			<category><![CDATA[On-Device AI]]></category>
			<category><![CDATA[Code Generation]]></category>
			<category><![CDATA[AIBuilders]]></category>
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			<title><![CDATA[The Hybrid AI Standard: Architecting On-Device AI with Cloud Run & Firebase AI Logic]]></title>
			<link>https://ulukaya.dev/posts/the-hybrid-ai-standard</link>
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			<description><![CDATA[Architect production hybrid AI. Learn how to route between on-device Gemini Nano and cloud Gemini 3.1 Pro using Firebase AI Logic, App Check, and Cloud Run.]]></description>
			<pubDate>Sat, 22 Aug 2026 00:00:00 GMT</pubDate>
			<dc:creator><![CDATA[Ibrahim Ulukaya]]></dc:creator>
			<category><![CDATA[Firebase]]></category>
			<category><![CDATA[Cloud Run]]></category>
			<category><![CDATA[Gemini]]></category>
			<category><![CDATA[On-Device AI]]></category>
			<category><![CDATA[Architecture]]></category>
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			<title><![CDATA[The AI Agent Document Myopia Trap: Why Static Documentation Blindfolds Autonomous Systems (And the 4-Plane Triangulation Fix)]]></title>
			<link>https://ulukaya.dev/posts/ai-agent-document-myopia-trap</link>
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			<description><![CDATA[Eliminate AI agent tunnel vision. Learn why static docs cause state drift and how to architect 4-plane epistemic triangulation with Cloud Run and Firestore.]]></description>
			<pubDate>Wed, 19 Aug 2026 00:00:00 GMT</pubDate>
			<dc:creator><![CDATA[Ibrahim Ulukaya]]></dc:creator>
			<category><![CDATA[AI Agents]]></category>
			<category><![CDATA[Epistemic Triangulation]]></category>
			<category><![CDATA[Firestore]]></category>
			<category><![CDATA[Cloud Run]]></category>
			<category><![CDATA[Context Grounding]]></category>
			<category><![CDATA[Firebase App Check]]></category>
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			<title><![CDATA[The Leaky Abstraction (Vol 2): Multi-Turn Agent State Transport and Buffer Disconnects]]></title>
			<link>https://ulukaya.dev/posts/the-leaky-abstraction-vol2</link>
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			<description><![CDATA[Defend multi-turn agent streams against mid-flight disconnects and buffer drops. Learn how to architect stateful stream reassembly with Cloud Run and Firestore.]]></description>
			<pubDate>Tue, 18 Aug 2026 00:00:00 GMT</pubDate>
			<dc:creator><![CDATA[Ibrahim Ulukaya]]></dc:creator>
			<category><![CDATA[AI Agents]]></category>
			<category><![CDATA[Cloud Run]]></category>
			<category><![CDATA[Firestore]]></category>
			<category><![CDATA[Streaming]]></category>
			<category><![CDATA[Node.js]]></category>
			<category><![CDATA[Firebase App Check]]></category>
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			<title><![CDATA[The AI Agent Split-Brain Trap: Why Static Indexes Destroy Long-Running Context (And How to Build Transactional Memory)]]></title>
			<link>https://ulukaya.dev/posts/ai-agent-split-brain-trap</link>
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			<description><![CDATA[Eliminate AI agent memory drift. Learn why markdown summary indexes fail and how to build transactional memory with Cloud Run and Firestore atomic updates.]]></description>
			<pubDate>Wed, 12 Aug 2026 00:00:00 GMT</pubDate>
			<dc:creator><![CDATA[Ibrahim Ulukaya]]></dc:creator>
			<category><![CDATA[AI Agents]]></category>
			<category><![CDATA[Firestore]]></category>
			<category><![CDATA[Cloud Run]]></category>
			<category><![CDATA[Firebase App Check]]></category>
			<category><![CDATA[Transactional Memory]]></category>
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			<title><![CDATA[The Leaky Abstraction: Why GenAI Streaming Breaks Your JSON (and How to Fix It)]]></title>
			<link>https://ulukaya.dev/posts/the-leaky-abstraction-vol1</link>
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			<description><![CDATA[Why LLM streaming crashes apps, how TCP fragments UTF-8 characters across chunk boundaries, and how to build stateful stream reassemblers in Node.js apps.]]></description>
			<pubDate>Mon, 10 Aug 2026 00:00:00 GMT</pubDate>
			<dc:creator><![CDATA[Ibrahim Ulukaya]]></dc:creator>
			<category><![CDATA[GenAI]]></category>
			<category><![CDATA[Node.js]]></category>
			<category><![CDATA[Streaming]]></category>
			<category><![CDATA[TCP]]></category>
			<category><![CDATA[App Hosting]]></category>
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			<title><![CDATA[Client-Side Runtime Agent Resilience: Defending Multi-Turn Streaming Against Silent Disconnects, Token Drops, and In-Memory Buffer Overflows]]></title>
			<link>https://ulukaya.dev/posts/client-runtime-agent-resilience</link>
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			<description><![CDATA[How to defend production multi-turn agent streaming against TCP proxy timeouts, React/Vue memory thrashing on 100k+ contexts, and uncommitted tool state.]]></description>
			<pubDate>Fri, 07 Aug 2026 00:00:00 GMT</pubDate>
			<dc:creator><![CDATA[Ibrahim Ulukaya]]></dc:creator>
			<category><![CDATA[Firebase AI Logic]]></category>
			<category><![CDATA[Cloud Run]]></category>
			<category><![CDATA[Firebase App Check]]></category>
			<category><![CDATA[Firestore]]></category>
			<category><![CDATA[WebSockets]]></category>
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		<item>
			<title><![CDATA[Why Your AI Agent Agrees With Everything You Say: The 10 Cognitive Biases of Autonomous Systems]]></title>
			<link>https://ulukaya.dev/posts/ten-cognitive-biases-ai-agents</link>
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			<description><![CDATA[Why stateful AI agents fail differently than LLMs, and the 10 platform primitives that solve memory decay, sycophancy, path dependency, and action loops.]]></description>
			<pubDate>Wed, 05 Aug 2026 00:00:00 GMT</pubDate>
			<dc:creator><![CDATA[Ibrahim Ulukaya]]></dc:creator>
			<category><![CDATA[AI Agents]]></category>
			<category><![CDATA[Firebase]]></category>
			<category><![CDATA[Vertex AI]]></category>
			<category><![CDATA[Cloud Run]]></category>
			<category><![CDATA[Firestore]]></category>
			<category><![CDATA[Remote Config]]></category>
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			<title><![CDATA[The Production Reality of Firebase Spend Caps: Why a $50 Cap Won't Save You From a Prompt Loop]]></title>
			<link>https://ulukaya.dev/posts/cloud-spend-caps-firebase</link>
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			<description><![CDATA[Why Google Cloud spend caps operate as an asynchronous account fuse rather than an application rate limiter, and how to architect a 3-layer tokenomics defense.]]></description>
			<pubDate>Sat, 01 Aug 2026 00:00:00 GMT</pubDate>
			<dc:creator><![CDATA[Ibrahim Ulukaya]]></dc:creator>
			<category><![CDATA[Cloud Billing]]></category>
			<category><![CDATA[Firebase App Check]]></category>
			<category><![CDATA[Firestore]]></category>
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			<title><![CDATA[Deconstructing the 11 Principles of AI Tokenomics: From Prompt Discipline to Runtime Defense]]></title>
			<link>https://ulukaya.dev/posts/eleven-principles-of-ai-tokenomics</link>
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			<description><![CDATA[Why the 11 Principles of AI Tokenomics work in development, and why live application runtimes require code-level idempotency guards and circuit breakers.]]></description>
			<pubDate>Thu, 30 Jul 2026 00:00:00 GMT</pubDate>
			<dc:creator><![CDATA[Ibrahim Ulukaya]]></dc:creator>
			<category><![CDATA[Gemini API]]></category>
			<category><![CDATA[Vertex AI]]></category>
			<category><![CDATA[Context Caching]]></category>
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