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
Portfolio
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.
Engineering capabilities
Services
Pick the situation closest to yours. Each service is delivered by the senior engineer doing the work, from first diagnosis to launch and support.
Your site is slow, updates break things, or customers cannot complete checkout. I find the real cause, fix the critical path, and leave you with a site your team can safely operate.
Turn a product idea or an unfinished platform into software people can actually use and pay for — including subscriptions, onboarding, dashboards, integrations, and reliable releases.
Reduce repetitive work with focused tools and workflows: process documents, prepare answers, connect systems, or give your team faster access to internal knowledge.
Keep the business running while an old PHP, Laravel, or WordPress system is made safer and easier to change. Improvements are delivered in controlled steps, not as a risky big-bang rewrite.
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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…

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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/UA/ES