How to tell your AI agent lost context: a state-canary in AGENTS.md and CLAUDE.md
A state-canary is a simple observability pattern for AI coding agents: one state line per response helps you catch context drift, lost scope, and…
Senior full-stack engineer
I own backend architecture, billing, infrastructure, and frontend delivery for web systems that need to stay maintainable after launch.
Worked on production systems for
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Real projects shipped — from content platforms to SaaS products.
Full SaaS subscription platform built from scratch: Stripe billing via Laravel Cashier, OAuth sign-in with Jetstream team management, Sanctum API credentials, and PostHog / ApexCharts usage analytics — on Laravel 12, Inertia.js, Vue 3 and Docker.
Designed the Laravel 12 backend and Inertia + Vue 3 (Tailwind) frontend: Cashier/Stripe subscriptions, Socialite OAuth, Jetstream teams, Sanctum API tokens, PostHog analytics, AWS S3, and Docker-based CI/CD.
Full-stack engineering for one of the world's largest art media platforms: 11 custom WordPress plugins, a Leaky Paywall metered subscription system, AMP, Redis caching, Swiftype search, and multi-channel distribution to Apple News and Facebook Instant Articles — on a Composer/Timber-Twig stack.
Corporate site and commercial platform built from scratch: WooCommerce subscriptions, a custom licensing REST API, 4 custom plugins, 15+ page templates, ACF-powered content, and a Redis / Varnish / Cloudflare performance stack.
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Technical articles based on real work: Laravel, architecture, performance, integrations, and practical engineering decisions.

A state-canary is a simple observability pattern for AI coding agents: one state line per response helps you catch context drift, lost scope, and…

How to analyze an AI journal after the first month: transcription fixes, honest reflection with cited sources, Obsidian dashboards, cost, and privacy.

A step-by-step setup for Hermes Agent and DeepSeek on Ubuntu: a locked-down Telegram bot, local faster-whisper, a Markdown vault, private Git, and a daily…
About
I've spent 10+ years building systems that need to stay reliable long after launch. Here's what that looks like in practice.
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Best fit: Laravel/SaaS platforms, complex WordPress systems, billing integrations, performance work, and production debugging.
Based in Spain · Remote-friendly · EN/RU/UK/ES