I've edited this post, but AI helped. These are meant to be quick posts related to the Advent of AI. If I'm doing them correctly, they should take me between 30 minutes to 1 hour max to write.
The advent of AI series leverages Goose, an open source AI agent. If you've never heard of it, check it out!
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goose
an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM
goose
a local, extensible, open source AI agent that automates engineering tasks
goose is your on-machine AI agent, capable of automating complex development tasks from start to finish. More than just code suggestions, goose can build entire projects from scratch, write and execute code, debug failures, orchestrate workflows, and interact with external APIs - autonomously.
Whether you're prototyping an idea, refining existing code, or managing intricate engineering pipelines, goose adapts to your workflow and executes tasks with precision.
Designed for maximum flexibility, goose works with any LLM and supports multi-model configuration to optimize performance and cost, seamlessly integrates with MCP servers, and is available as both a desktop app as well as CLI - making it the ultimate AI assistant for developers who want to move faster and focus on innovation.
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Day 15's challenge was all about sub-recipes. If you've been following along, you know recipes are Goose's way of automating workflows.
Sub-recipes take this further by letting you compose smaller recipes into larger ones.
The Challenge
The scenario: Zara, a social media coordinator, needs to create content for three different platforms for the Grand Ice Sculpture Unveiling event. Each platform needs completely different content styles.
Instagram wants visual captions with hashtags. Twitter/X needs a concise thread. Facebook needs detailed event descriptions. Manually customizing content for each platform is tedious and time-consuming.
The goal: create one main recipe that orchestrates three sub-recipes, one for each platform.
I created four recipe files:
- instagram-post.yaml for Instagram content
- twitter-thread.yaml for Twitter/X threads
- facebook-event.yaml for Facebook event posts
- social-campaign.yaml as the main orchestrator
All recipes accept the same core parameters: event name, date, description, target audience, and call to action. The main recipe passes these values to each sub-recipe.
What I Learned
Sub-recipes are powerful for composability. Instead of one massive recipe trying to do everything, you break it into focused pieces. Each sub-recipe has one job and does it well.
The main recipe's job is coordination. It defines the workflow, passes the right data to each sub-recipe, and presents the results in a useful format.
The main recipe's sub_recipes section maps values from the main parameters to each sub-recipe's expected parameters.
version: 1.0.0
title: Social Media Campaign Generator
description: Generate complete cross-platform social media campaign using sub-recipes
instructions: |
You are a social media campaign coordinator creating a comprehensive multi-platform campaign.
Generate a complete social media campaign for the following event:
- event_name: {{event_name}}
- event_date: {{event_date}}
- event_description: {{event_description}}
- target_audience: {{target_audience}}
- call_to_action: {{call_to_action}}
**Campaign Strategy:**
Execute the following sub-recipes to create platform-specific content:
1. **Instagram Content**: Run the instagram-post.yaml recipe
2. **Twitter/X Thread**: Run the twitter-thread.yaml recipe
3. **Facebook Event**: Run the facebook-event.yaml recipe
**Output Format:**
Present the complete campaign organized by platform:
# 📱 SOCIAL MEDIA CAMPAIGN: {{event_name}}
## 📷 INSTAGRAM POST
[Output from instagram-post.yaml recipe]
## 🐦 TWITTER/X THREAD
[Output from twitter-thread.yaml recipe]
## 👥 FACEBOOK EVENT
[Output from facebook-event.yaml recipe]
## 📊 CAMPAIGN SUMMARY
✅ Instagram: Ready to post
✅ Twitter/X: Thread ready (3-5 tweets)
✅ Facebook: Event description ready
Posting Strategy:
- Post to Facebook first (most details, drives event RSVPs)
- Post to Instagram 2-4 hours later (visual engagement)
- Post Twitter thread 1-2 hours after Instagram (conversation starter)
Engagement Tips:
- Monitor comments in first 2 hours for maximum reach
- Respond to questions quickly
- Share user-generated content
- Cross-promote between platforms
**Execution Instructions:**
1. Call each sub-recipe with the provided parameters
2. Collect all outputs
3. Format as shown above
4. Provide strategic posting guidance
**Rules:**
- Execute all three sub-recipes
- Present output in a clear, organized format
- Include campaign summary and strategy
- Make it ready for immediate deployment
prompt: Generate complete social media campaign for {{event_name}}
extensions: []
sub_recipes:
- name: "instagram_content"
path: "./instagram-post.yaml"
values:
event_name: "{{event_name}}"
event_date: "{{event_date}}"
event_description: "{{event_description}}"
target_audience: "{{target_audience}}"
call_to_action: "{{call_to_action}}"
- name: "twitter_content"
path: "./twitter-thread.yaml"
values:
event_name: "{{event_name}}"
event_date: "{{event_date}}"
event_description: "{{event_description}}"
target_audience: "{{target_audience}}"
call_to_action: "{{call_to_action}}"
- name: "facebook_content"
path: "./facebook-event.yaml"
values:
event_name: "{{event_name}}"
event_date: "{{event_date}}"
event_description: "{{event_description}}"
target_audience: "{{target_audience}}"
call_to_action: "{{call_to_action}}"
activities: []
parameters:
- key: event_name
input_type: string
requirement: required
description: Name of the festival event
- key: event_date
input_type: string
requirement: required
description: When the event is happening
- key: event_description
input_type: string
requirement: required
description: What the event is about
- key: target_audience
input_type: string
requirement: required
description: Who should attend
- key: call_to_action
input_type: string
requirement: required
description: What you want people to do
The Result
Running the campaign generator with event details produces ready-to-post content for all three platforms. Instagram gets its caption with strategic hashtags. Twitter/X gets a 4-tweet thread. Facebook gets a complete event description.
The output even includes posting strategy and engagement tips, which I didn't explicitly ask for but the recipe generated based on the instructions.
Resources
If you want to dive deeper into sub-recipes:
My full solution is on GitHub: Advent of AI 2025 - Day 15
The original challenge is here: Day 15: The Social Media Blitz
That's it for Day 15. Quick post, but sub-recipes are a solid pattern for building reusable workflows.
If you want to stay in touch, all my socials are on nickyt.online.
Until the next one!
Find me on the web at nickyt.online
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