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Cybersecurity and AI: Securing the Invisible CoreIn today's world driven by AI, we often focus on models, algorithms, an...
15/05/2025

Cybersecurity and AI: Securing the Invisible Core

In today's world driven by AI, we often focus on models, algorithms, and outputs. But beneath it all lies the powerful hero the training data.

Cybersecurity in AI doesn't begin at deployment. It starts at data ingestion.

If the training datasets are compromised, poisoned, biased, or manipulated then no matter how advanced the model is, its security and reliability are at risk.

This is especially critical in:

a. Healthcare AI diagnosing patients

b. Financial AI detecting fraud

c. Cybersecurity AI defending networks

As professionals in cybersecurity, we must treat data integrity with the same rigor as network security or endpoint protection. Because ultimately, the security of AI is only as strong as the data it's built on.

Let’s start asking the hard questions:

Who owns the training data?

How was it validated?

Could it have been tampered with?

It's time we evolve our threat models to include data centric risks.

π“π‘πž 𝐏𝐨𝐰𝐞𝐫 𝐨𝐟 π…π¨π«πžπ’π π§ 𝐊𝐞𝐲𝐬 𝐒𝐧 π’π¨πŸπ­π°πšπ«πž πƒπžπ―πžπ₯𝐨𝐩𝐦𝐞𝐧𝐭Today, I was working on a Django project and needed to fetch user detai...
14/05/2025

π“π‘πž 𝐏𝐨𝐰𝐞𝐫 𝐨𝐟 π…π¨π«πžπ’π π§ 𝐊𝐞𝐲𝐬 𝐒𝐧 π’π¨πŸπ­π°πšπ«πž πƒπžπ―πžπ₯𝐨𝐩𝐦𝐞𝐧𝐭

Today, I was working on a Django project and needed to fetch user details scattered across multiple tablesβ€”all linked by just one foreign key.

It reminded me how incredibly useful foreign keys are in software development. With a well-structured relational database, you don't need to duplicate data everywhere. A single reference can unlock access to comprehensive information across your system.

Foreign keys ensure:

βœ… Data consistency

βœ… Efficient querying

βœ… Cleaner code and maintainability

Mastering relational design can simplify your logic and enhance performance when you're building a solution.

πŸ’‘ Always plan your models and relationships with usability in mind.

08/05/2025

The is the complete video

03/05/2025

Just relaxing...

21/04/2025
21/04/2025

Please, if you a the backup. Do not relent because you cannot afford to fail. But not watch over your and pray well.

Being a while
21/04/2025

Being a while

16/12/2024

My Last day as a staff in this office. Hallelujah. Ogo ni fun baba...

It takes time and dedication to build a vision...
10/10/2024

It takes time and dedication to build a vision...

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17/08/2024

Cyber Chats

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Please whatch this chats.
17/08/2024

Please whatch this chats.

Bothering questions on how to enter tech fields. Follow this channel for more.

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