AI-native methodSpec-driven development: agents and people read from one source
Every capability has a formal spec, and every behaviour decision goes through OpenSpec.
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AI-native method
ArchitectureOne question decides where code lives
“Could a site be without it?” If yes, it is a module; if no, it is part of the core.
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Field notesWhen a provider has no API: the flight system’s crawlers
The B2B flight system was connected to dozens of providers, most of them by crawling.
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AI-native methodStatic guards instead of endless tests
More than 120 check:* scripts that catch an agent’s mistake before merge.
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Architecturesite_id everywhere: multi-tenancy without leaks
A query that does not know its site throws instead of returning everything.
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InfrastructureFrom cPanel to Docker Swarm: nineteen years of keeping servers up
From hosting and virtualisation servers to immutable images and staging-to-production releases.
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AI-native methodA code graph: the agent asks for structure, not text
The code indexed as a graph, and a hook that blocks text search until the graph has been asked.
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Field notesInternational payment gateways: what they all share
PayPal, Stripe, Mollie, Paysafe and the rest: one contract and several adapters.
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ArchitectureWooCommerce as the source of truth, Laravel as the BFF
The Loosheh store: the seller keeps the WordPress panel they know, and the storefront is a fast Nuxt.
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AI-native methodPath-scoped rules: each instruction next to the code it is about
AGENTS.md for the whole project, and rules that load only when the agent touches their part of the tree.
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Field notesMicro-frontends in a super app: flights, hotels and trains
Several teams, several travel products, and one app that must feel whole.
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AI-native methodSubagents research, the main session edits
A simple division of labour that prevents simultaneous, contradicting edits.
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