# Victor Laybats > Freelance AI and automation engineer in Paris. Scoping, development, deployment and operation of workflows, AI agents and custom integrations. ## Official pages - [Services and approach](https://victorlaybats.com/) - [French version](https://victorlaybats.com/fr/) - [Spanish version](https://victorlaybats.com/es/) - [About and public identity](https://victorlaybats.com/about.html) - [About and public identity, French](https://victorlaybats.com/fr/about.html) - [About and public identity, Spanish](https://victorlaybats.com/es/about.html) - [AI and automation project methodology](https://victorlaybats.com/methodology.html) - [AI and automation project methodology, French](https://victorlaybats.com/fr/methodology.html) - [AI and automation project methodology, Spanish](https://victorlaybats.com/es/methodology.html) - [Selected work and evidence standard](https://victorlaybats.com/work.html) - [Selected work and evidence standard, French](https://victorlaybats.com/fr/work.html) - [Selected work and evidence standard, Spanish](https://victorlaybats.com/es/work.html) - [AI and automation guides](https://victorlaybats.com/blog/) - [Editorial policy](https://victorlaybats.com/blog/editorial-policy/) - [Automation without replacing existing systems](https://victorlaybats.com/constraints/keep-existing-systems/): Evidence-bounded integration decision guide for teams keeping their current stack. - Contact: contact@victorlaybats.com Results depend on context, data quality and existing systems. The guides do not replace a project-specific security or compliance review. ## Open engineering artefact - [Production readiness matrix for n8n and AI workflows](https://victorlaybats.com/research/automation-readiness/): 32 evidence and failure-test checks - [Permanent 2026-08-09 version](https://victorlaybats.com/research/automation-readiness/2026-08-09/): stable citation target - [CSV](https://victorlaybats.com/research/automation-readiness/data.csv), [JSON](https://victorlaybats.com/research/automation-readiness/data.json), [field dictionary](https://victorlaybats.com/research/automation-readiness/fields.json), [method](https://victorlaybats.com/research/automation-readiness/methodology.txt) and [checksums](https://victorlaybats.com/research/automation-readiness/2026-08-09/SHA256SUMS.txt) This is a review aid, not a security certification, compliance assessment or guarantee of outcome.