Anthropic engineer revealed exactly how they build AI agents internally.
And it's not what most developers expect.
Here's what stood out ๐
โ Most agents fail from bad architecture than bad models
โ The best agents are simple. Complexity kills reliability.
โ Tool design matters more than prompt design
โ Evaluation is the hardest and most ignored part of agent development
โ Real production agents look nothing like demo agents
Did You Know?
Uninstalling an app doesn't delete the proof that you ran it.
Windows keeps a Ghost File for every program you execute to speed up loading times.
Itโs called Prefetch.
Located in C:\Windows\Prefetch, these .pf files log:
The exact Date & Time you ran it.
The file path it ran from.
The Run Count (How many times you executed it).
Forensics teams use this to prove you ran "CCleaner" or "Malware.exe" even after you scrubbed the drive.
๐
Practical Malware Analysis shows you how malware behaves by walking you through safe labs, unpacking, debugging, and the little tricks that samples use to stay hidden. Itโs a steady, approachable way to build real analysis intuition.
Itโs also part of the Hacking Humble Bundle going on right now: https://t.co/O7E1Zj6xDq
See the open ports and potential vulnerabilities of the websites you're visiting by enabling the Shodan extension for Chrome (https://t.co/4s5xEnLJ73 ) or Firefox: https://t.co/zoJnfecnmo
"The AI Red Teaming Agent (preview) designed to help organizations proactively find safety risks associated with generative AI systems during design and development of generative AI models and applications." https://t.co/9rayhcR1fL - @Azure@Microsoft
Bruh, if I wanted to rummage through random personal shit, I could have done that at PAYPAL. Hello???
Having tens of millions of people marked in Social Security as โALIVEโ when they are definitely dead is a HUGE problem.
Obviously.
Some of these people would have been alive before America existed as a country. Think about that for a second โฆ
๐ค Our #JCDC-led #AI Cyber Tabletop Exercise in San Francisco united industry & government partners to refine an AI Cybersecurity Incident Collaboration Playbook. This effort strengthens cooperation to address evolving threats in AI security. Learn more๐ https://t.co/moMgN8ltWq
โ ๏ธ Startups are prime targets for phishing & cyber threats!
Password fatigue & reuse make it easy for hackers to exploit. One compromised password can expose multiple systems.
Letโs discuss: https://t.co/dp5XGJSafv
#CyberSecurity