▸ Blog · Page 2
More from the trenches.
Older posts. Same hot takes.
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ArchitectureCircuit breakers: preventing cascading failures in your vector DB
A slow vector DB kills SaaS faster than a dead one. The circuit-breaker pattern for AI infrastructure — closed/open/half-open states, fallback tiers, semantic caches, LLM-only mode, and Laravel-friendly wiring to keep production from melting under one bad dependency.
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ArchitectureMessage queues: handling the heavy lifting of document processing
Stop running embeddings inside the request-response cycle. A production-grade document ingestion pipeline — staged workers, exponential backoff, dead-letter quarantines, batched embeddings, and queue-depth autoscaling that keeps your AI app from melting under a 500-page PDF.
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ArchitectureRate limiting: protecting your AI wallet
One runaway agent loop = $5,000 OpenAI bill. Why request-per-second limits lie for LLM apps, how to architect hierarchical token-bucket limits across global / tenant / user layers, and adaptive throttling patterns that protect margins without breaking UX.
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ArchitectureAPI Gateway: the front door of your AI stack
Stop exposing LLM providers directly to the frontend. The gateway pattern for AI apps — JWT-scoped tenant isolation, model aliases, denial-of-wallet rate limiting, streaming-safe timeouts, and the wallet-saving guardrails every senior engineer needs.
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ShopifyShopify Storefront Web Components: headless commerce for the rest of us
Headless used to mean six engineers and a Hydrogen rebuild. Shopify Storefront Web Components let you drop products, collections, and cart into any HTML page with a script tag — no React, no build step, no DevOps tax.
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ArchitectureMastering event-driven architecture with Google Pub/Sub
Decouple your services or drown in latency. Topics, fan-out, push vs pull, dead-letter queues, idempotent consumers, and the Laravel integration I run on Google Cloud — a practical EDA blueprint from a senior engineer.
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DevOpsEffortless SaaS hosting: the Coolify and Docker deployment guide
Heroku DX, your own server, none of the cloud tax. How Coolify + Docker on a $5 VPS replaces vendor-lock managed platforms with a control plane you actually own — one-click databases, automatic SSL, and zero-downtime deploys.
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AIMCP and the future of tool-use: building context-aware agents
The Model Context Protocol kills the era of brittle one-off integrations. Tools, resources, prompts, and the three primitives that let one server talk to any MCP-aware client — with a working TypeScript example you can ship today.
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ArchitectureVibe coding and the architectural shift to agentic workflows
MCP, agentic loops, and intent-based engineering. How vibe coding becomes a real architecture pattern when AI stops being a chat sidebar and starts owning stateful loops against your tools. The practical Laravel + MCP stack I run today.
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