Everything you need to ship with AI

In-depth articles on AI automation, agents, and the tools we use.

Step-by-step automation playbooks you can implement today.

A free daily challenge to level up your AI development skills, one project at a time.

Loops, harnesses, and the review gate that will not scale. How AY runs a lit factory with a human owning the outer loop.

Deep dives on Claude Code architecture, hooks, agents, and context engineering.

Nodes, edges, and shared state, run through a self-healing loop. How AY builds it.

A filterable gallery of 7 real agent architectures we run in production, each with a diagram, a walkthrough, and a link to the full breakdown.

8 real workflow automations we run in production, each with a step-flow diagram, honest timeline, and a template on Ayn8n.

How to become a forward deployed engineer: the audit, evals, deployment loop and a 30-day shape for practicing it.

Find, Instrument, Rollout, Evolve. The operating loop we run to ship AI systems that get sharper every cycle instead of going stale.

The six pillars, a 5-level maturity model, and the phased way to implement AI governance in a real organization.

What the role is, how it differs from RevOps and growth engineering, the skills it takes, and reported salary ranges.

Every forward deployed engineer salary figure triangulated across 2+ named sources: H1B filings, Levels.fyi, Glassdoor.

Our own quarterly search-demand panel and keyword research, published as original research. Q3 2026 first edition.

Per-million-token input and output prices for 11 major AI models, verified live on each vendor's own pricing page, dated and sourced.

Common questions about working with AY Automate.

How multi-agent swarms coordinate work in Claude Code. Roles, handoffs, locks, and the tracking layer that keeps a 6-mode pipeline coherent.

The discipline of shaping what the model sees. CLAUDE.md hierarchy, retrieval patterns, memory tiers, and the prompts that compound.

PreToolUse, PostToolUse, Stop, Notification: chain hooks for file protection, token tracking, auto-formatting, and audit logs.

Running Claude Code in production. Rate limits, retries, observability, cost tracking. The pieces that take you from demo to scale.

The full playbook for shipping with Claude Code. Install, configure, optimize, deploy. Every step that turns a fresh terminal into a senior engineer.

Why most automation projects fail, and the Clean. Build. Run. process we use instead.

Three Claude agents working together: triage, draft, and approval, with a human in the loop.

Capture, enrich, score, and route inbound leads automatically instead of by hand.

The no-code and low-code tools we use to build automation workflows.

Our full development stack for building AI-powered products.

Free tools and calculators to help you scope and plan your automation.

Join the team - we hire AI-native engineers and automation specialists.