By skyforbes and, to be honest, I think that's part of the process.
In the last few weeks, I've started to notice something strange:
the more I create, the more room I see for improvement.
It's as if each prompt I give opens a door to a new level.
And I've come to understand that my brain works best this way:
structuring, connecting, and testing until the architecture is perfect.
Tonight I just made an unexpected upgrade to my method.
I took the base structure I use in multimodal;
I refined the layers
and for the first time, it unites two models, allowing them to communicate naturally.
It's become much cleaner, faster, and smarter."
And the craziest thing is…
This is just the Beta.
The test version.
The "I didn't sleep until I finished" version.
The Final version will be much better than this.
But I wanted to share it because:
I'm really starting to understand my potential now;
I'm starting to learn how to structure frameworks properly;
I believe that showing the process is worth more than just delivering the final product.
If everything goes well, tomorrow this will become an official structure
a modular, connected pack that communicates between AI and AI and
maintains a fixed standard of colors and functions.
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Pattern: Generic (Broad and poorly filtered results) Sentinel Code: {{SENTINEL-BASIC}} Key: #LOCK-DEMO-ONLY
🔴 RED FOLDER – BASIC DIAGNOSIS
🔴 Prompt 1 – Red Core (30%) – “Simple Listing”
Defect: Does not differentiate plagiarism from RT and does not filter commercial links. Brings a lot of junk. Prompt:
Plaintext
[RED-FOLDER / C- / LUKPROMPT]
Analyze the profile @{{HANDLE}}.
List 5 people who retweeted or interacted a lot in the last few days.
List 5 people who commented on recent posts.
Say if it seems to have good engagement.
{{SENTINELA-BASIC}} #LOCK-DEMO-ONLY
🔴 Prompt 2 – Red Complementary – “Hater Radar”
Flaw: Subjective. The AI will misinterpret what constitutes a "risk". Prompt:
Plaintext
Look at the comments on @{{HANDLE}}.
Is anyone speaking ill of or criticizing them? List the names.
{{SENTINELA-BASIC}} #LOCK-DEMO-ONLY
🔴 Prompt 3 – Red Complementary – “Visual Metrics”
Flaw: Asks for metrics that vary widely and don't provide strategic context. Prompt:
Plaintext
Rate the profile @{{HANDLE}} from 0 to 10 based on the number of recent likes and comments.
{{SENTINELA-BASIC}} #LOCK-DEMO-ONLY
🔵 BLUE FOLDER – GENERIC STRUCTURE
🔵 Prompt 4 – Blue Core (30%) – “Who Follows”
Defect: Doesn't separate "Buyer" from "Curious". Lists anyone. Prompt:
Plaintext
[BLUE-FOLDER / C- / LUKPROMPT]
Analyze the active followers of @{{HANDLE}}.
List 5 names that seem important or that have many followers.
Say what they post about.
{{SENTINEL-BASIC}} #LOCK-DEMO-ONLY
🔵 Prompt 5 – Blue Complementary – “Friends”
Defect: Confuses casual interaction with strategic alliance. Prompt:
Plaintext
Who does @{{HANDLE}} talk to most on Twitter?
Make a list of 5 of their friends on the network.
{{SENTINELA-BASIC}} #LOCK-DEMO-ONLY
🔵 Prompt 6 – Blue Complementary – “Simple Funnel”
Flaw: Too vague. Generates obvious answers. Prompt:
Plaintext
Explain how @{{HANDLE}} gains followers.
Say what type of post works best for them.
{{SENTINELA-BASIC}} #LOCK-DEMO-ONLY
🟢 GREEN FOLDER – ROBOTIC SALES
🟢 Prompt 7 – Green Core (30%) – “Spam Generator”
Defect: Creates messages that look like a sales robot (annoying and ignorable). Prompt:
Plaintext
[GREEN-FOLDER / C- / LUKPROMPT]
Write a sales message to send to @{{HANDLE}}'s followers.
Say that we have a good product and ask them to click on the link.
Be polite.
{{SENTINEL-BASIC}} #LOCK-DEMO-ONLY
🟢 Prompt 8 – Green Complementary – “Post Tips”
Defect: Generic "guru" tips. Prompt:
Plaintext
Give 3 post ideas for @{{HANDLE}} to grow more next week.
Tell them to use hashtags.
{{SENTINELA-BASIC}} #LOCK-DEMO-ONLY
🟢 Prompt 9 – Green Complementary – “Collection”
Flaw: Aggressive without technique. Prompt:
Plaintext
Write a message following up with those who didn't respond to the first DM.
Ask if they are still interested.
{{SENTINELA-BASIC}} #LOCK-DEMO-ONLY
🟡 YELLOW FOLDER – PSEUDO-AUTOMATION
🟡 Prompt 10 – Yellow Core – “Basic Loop”
Defect: Only asks to "do everything," without connecting the data from one prompt to another. Prompt:
Plaintext
[YELLOW-FOLDER / C- / LUKPROMPT]
Try running the red analysis, then the blue one, and then write the green message to @{{HANDLE}}.
Do everything in a single text.
{{SENTINEL-BASIC}} #LOCK-DEMO-ONLY
⚠️ SECURITY WARNING (DEMO)
#LOCK-DEMO-ONLY This prompt has limited reasoning capacity. For military-grade results, request CLASS D+ access