© 2025 Juan Miguel Belarmino. All Rights Reserved.
{ "Quote" : "Automation doesn't steal our humanity, it multiplies it, turning hours of toil into moments of meaning"}
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Project #1 - Facebook Weather Quote Post
Project #2 - Facebook Page Bot
Key Benefits
Multilingual, friendly communication tailored to customer language.
Context-aware conversations with memory for smoother, personalized customer interactions.
Accurate answers sourced strictly from the knowledge base—no hallucinations.
Handles product inquiries, ordering, customization, and shipping questions 24/7.
Reliable automated customer support for Facebook business pages with anime-inspired bracelet products.
Workflow Info
An automated Facebook Messenger AI chatbot that validates incoming messages, retrieves accurate product information from a knowledge base, and delivers intelligent, context-aware replies for Facebook Page using Google Gemini AI.
Workflow Steps
Messenger Intake & Validation
Trigger: Meta Developer Webhook receives Facebook messages and verification requests.
Validation:
Valid Request Filter authenticates webhook requests and responds with the challenge token.
Auto Message Filter ensures messages contain actual text before continuing.
Knowledge Retrieval & AI Processing
Knowledge Base pulls product details, pricing, policies, and customization info from a Google Doc.
AI Agent (Google Gemini) analyzes messages, uses conversation memory, and generates accurate, context-aware responses based strictly on the knowledge base.
Messenger Response Handling
Facebook Post Request sends the AI-generated reply back to the customer via the Messenger API.
Project #3 - Youtube Shorts Automation
Workflow Info
An automated YouTube content creation system that generates AI-powered ASMR cooking videos using Google's Veo 3.1 model and publishes them directly to Youtube. The workflow transforms cooking prompts into cinematic short-form videos with detailed visual and audio descriptions, then handles the entire video generation and posting process.
Key Benefits
Fully automated content pipeline from concept to published video.
Cinematic ASMR quality with detailed prompts for realistic visuals and immersive sound design.
Vertical video format (9:16) optimized for mobile and social media platforms.
Intelligent retry logic handles video generation delays and errors gracefully.
Content safety filtering ensures only approved videos are published.
Daily scheduling maintains consistent content output without manual intervention.
Multi-part video generation creates detailed, sequential storytelling in short-form format.
Workflow Steps
Prompt Generation & Structuring
Trigger: Schedule Trigger runs daily to initiate the video creation process.
AI Prompt Creation: Basic LLM Chain (Google Gemini) transforms cooking concepts into detailed, cinematic ASMR video prompts with 7 sequential parts, including camera angles, lighting, sound design, and visual details.
Structured Output Parser: Formats the AI output into a structured JSON with Prompt, Title, Description, and Part 1-7 fields.
Authentication & Video Generation
Secret Payload: Loads Google Cloud service account credentials.
JWT: Creates a signed JSON Web Token for authentication.
Exchange JWT for Access Token: Obtains OAuth2 access token for Google Cloud API calls.
Video Loop Parts: Splits the 7-part video prompt into individual segments for sequential processing.
Split Out: Separates each video part for individual generation.
Video Processing & Validation
Generate Video: Calls Google Veo 3.1 API to create 8-second vertical (9:16) video clips with audio based on the ASMR prompt.
30 Seconds Wait: Pauses execution while the video generation processes.
Get Generated Video: Retrieves the video generation status and result.
JSON Error?: Validates the API response has no errors.
IsDone?: Checks if video generation is complete; if not, waits another 30 seconds.
Terms and Condition?: Filters out videos flagged by content safety policies.
IsError?: Final validation before proceeding to publish.
Publishing
Convert to Readable File: Converts base64-encoded video data to binary file format.
Loop Over Items: Processes each generated video segment individually.
Youtube Channel: Posts the final video to Youtube with the AI-generated description as the caption.
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Workflow Steps
Weather Data Collection
Trigger: Schedule Trigger runs three times daily (6 AM, 12 PM, 6 PM).
Weather API: Fetches current weather conditions for Manila including temperature, weather condition, and location details.
AI Content Generation & Validation
AI Agent (Google Gemini): Generates unique weather-based quotes and post descriptions, searches for relevant images, and formats output with date/time.
Google Sheets Tools: Four validation tools ensure uniqueness:
Quote & Description Checker: Reads existing quotes/descriptions
Quotes & Description Logs: Stores new quotes/descriptions
Image URL Checker: Reads existing image URLs
Image URL Logs: Stores new image URLs
Image Search Engine: Custom Google search for weather-relevant images (JPG/PNG).
Structured Output Parser: Validates AI output contains all required fields (date, time, quote, description, image URL, temperatures, weather icon).
Graphic Design & Fallback
Output Checker: Validates complete AI output before proceeding.
API Template.IO: Primary graphic generator - creates branded weather post with all data overlays.
Image File Checker 1: Validates API Template.IO output.
Imejis.Io: Backup graphic generator if primary fails.
Image File Checker 2: Validates Imejis.Io output.
Facebook Publishing & Logging
Facebook Page Post 1: Posts graphic from API Template.IO with AI-generated description.
Facebook Page Post 2: Posts graphic from Imejis.Io (fallback) with AI-generated description.
Final Output Logs: Records successful posts to Google Sheets with timestamp, location, and completion status.
Chat Interface (Bonus)
When chat message received: Alternative trigger for manual weather queries.
Weather API 1: Fetches weather for user-specified location via chat input.
Workflow Info
An automated Facebook weather post generator that fetches real-time weather data, creates unique AI-generated quotes and descriptions, searches for relevant images, designs custom graphics, and publishes them to a Facebook Page at scheduled intervals throughout the day.
Key Benefits
Multilingual, friendly communication.
Context-aware conversations with memory for smoother customer interactions.
Accurate answers sourced strictly from the knowledge base.
Handles product, ordering, customization, and shipping questions 24/7.
Reliable automated customer support for Facebook business pages.