Agent Recipes by Naturate - AI build patterns your coding agent can install
Sixteen guides to adding useful AI to a product you already have. Each shows the pattern, a small example and how it fails. All of them are free to read.

- Sixteen guides
- Each explains the result, the steps, how it fails and what is still unproven.
- Skill files
- Instructions your coding agent follows to adapt the pattern to your codebase.
- Reference code
- Small enough to read in a few minutes before you run anything.
Connect AI to your product
Let agents use what you already have, through a boundary you control.
Make an existing service usable by AI agents
You already have useful data or actions and want Claude, ChatGPT, Cursor or another agent client to call them safely.
Build admin tools humans and agents can share
You want agents to help operate your product through the same controls your staff use.
Ground your agents in the world outside
Your AI needs to reason about weather, place, season or other changing physical-world conditions.
Make AI output reliable
For features where a wrong or late answer costs you trust.
Keep an AI feature reliable while you keep changing the prompt
An AI feature is live and every prompt change risks breaking something else.
Prove an AI change is better before it ships
You changed a prompt or a model and need to know what it broke before users do.
Make a model talk about the real world without inventing facts
Your model describes weather, places or live data and an invented fact would cost you trust.
Start AI voice playback in seconds
Generated narration becomes audio while someone is waiting to listen.
Teach an assistant when to say nothing
Your product interrupts people with nudges, reminders or notifications.
Run agents on real work
Several agents, real tasks, and a person who still decides what goes out.
Get Claude and ChatGPT working on the same task
You want one assistant to produce work and another to review or continue it.
Build an autonomous daily desk
There is recurring operational work worth automating, and a person still approves anything that leaves the building.
Give your agents a memory that survives every session
You run agents on the same project again and again and keep briefing them from scratch.
Run several agents on real work unattended
More than one or two agents run on a schedule against a real repository.
Give each agent a lane
You run more than a few agents and work is done twice or falls between them.
Run two coding agents in one repository without losing work
Two agents, or an agent and a person, change the same repository on the same day.
Let agents ship without breaking production
Changes merge faster than a person can watch each deploy.
Stop agents overstating what they did
You act on what agents report without redoing the work yourself.
- Browse the full library
The recipe is free. Naturate can build the production version with you.
We adapt one of these patterns to your product, connect it to the systems you already have, and leave your team with a working implementation they own.