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…
Available for hire
Senior full-stack engineer · 10+ years in production
Mostly backend: SaaS billing, APIs, integrations, legacy code, performance and infrastructure. I can build something new or jump into an existing project and figure out what needs fixing. AI agents help with the routine, and I review every change myself.
Products that need to keep working after launch.
Based in Spain · Remote-friendly · EN/RU/UA/ES
Worked on production systems for
Portfolio
SaaS, publishing and commerce. A closer look at the systems I have helped build and maintain.
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.
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.
Services
Building something new, improving a running product, or making the development process work better.
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.
I set up AI coding agents for your team: Claude Code or Codex with project context, rules, subagents and checks, so they help with real tasks instead of producing code nobody trusts. Review and responsibility for changes stay with engineers.
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.
How I work
I use Claude Code, Codex and my own self-hosted agents every day, and I set up the workflow around them: the agent knows the project, works inside clear limits, and every change gets checked before it ships.
Latest
Notes from real projects: Laravel, WordPress, AI agents in development, and what broke along the way.

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Work together
Tell me about your product, your team, and what needs to change. I’m open to senior engineering roles and project work.
Based in Spain · Remote-friendly · EN/RU/UA/ES