Abraytech

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.

𝐓𝐡𝐞 𝐏𝐨𝐰𝐞𝐫 𝐨𝐟 𝐅𝐨𝐫𝐞𝐢𝐠𝐧 𝐊𝐞𝐲𝐬 𝐢𝐧 𝐒𝐨𝐟𝐭𝐰𝐚𝐫𝐞 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭

Today, I was working on a Django project and needed to fetch user details scattered across multiple tables—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:

✅ Data consistency

✅ Efficient querying

✅ Cleaner code and maintainability

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

💡 Always plan your models and relationships with usability in mind.

That is life for you..

Being a while

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

https://www.linkedin.com/pulse/threat-hunting-lateral-movement-indicator-cyber-tools-olufemi-abraham-8rxme

Threat Hunting: Lateral Movement as an Indicator of Cyberattacks, and Cyber Tools What is the Lateral Movement? The techniques used by cyber attackers to navigate through a network once they have gained initial access. Instead of immediately launching an attack, hackers often move laterally, exploring the internal systems to escalate privileges, gather data, and eventually achiev

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Basics knowledge to succeed in Cybersecurity Bothering questions on how to enter tech fields. Follow this channel for more.