Sujal

Offense teaches defense
Cybersecurity • Software • Chronos & Code

[Sujal @sujal0302]

@Dakshagarwal76 Not really. Source effects showed up across all four models, but mostly in credibility. Agreement barely moved and the clearest pattern was an irrelevant-expert penalty rather than a general expert boost.

[Sujal @sujal0302]

New preprint on Research Square: I studied how source expertise and argument strength shape LLM evaluations across GPT, Claude, Gemini & DeepSeek.

Credibility was the most source-sensitive dimension; agreement was the weakest.

https://t.co/7vosbPqUX9

#LLM #AIResearch

[Sujal @sujal0302]

@PaperSays_App Yes, the preprint reports the differences in rating points. And the gap didn’t disappear with reasoning: credibility was more source-sensitive than logic across all four models, though the size varied by model.

[Sujal @sujal0302]

@Dakshagarwal76 Yeah, I kept the argument text fixed and only changed the source attribution. The no-source condition had no source line. A neutral-source baseline would definitely be useful too, especially since small wording changes can affect LLM outputs.

[Chronos and Code @chronosandcode]

Nmap doesn’t “know” a port is open.

It sends packets and reads the response:

OPEN → SYN/ACK
CLOSED → RST/ACK
FILTERED → no response
I captured all 3 in Wireshark inside my own lab.

Full breakdown:
https://t.co/GmZqRrbZuD

#Nmap #Wireshark #Cybersecurity

[Sujal @sujal0302]

Tested a network I built this week.

Nmap exposed everything early.
Hydra ran.
After hardening, strong passwords, firewall rules, root access disabled - nothing got through.

Same tool. Same target. Different result.

Offense teaches defense better than defense alone ever can.

[Chronos and Code @chronosandcode]

AI gives us instant answers.

But are we losing patience, focus, and deep thinking?
Read more 👇
https://t.co/PXB0m8kGhO

[Sujal @sujal0302]

@NetflixIndia Stranger Things happen when i come in and get your stuff done before your house and you are ready for your call back in a minute to see if we need anything from you to your place and your service will help us out to help us 😂😂

[Sujal @sujal0302]

@NetflixIndia 🏦😎 💵

[Sujal @sujal0302]

@NabinDu33872516 Tmle chai malai tana marne kunai ne chance xod dainau haina......aaba aaile po xainan tw holan ne paxi herne manxe ne bistari bistari

[Sujal @sujal0302]

@NetflixIndia 🔥🔥🔥🔥🔥
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🔥 🔥 🔥 🔥🔥 TRANGER THINGS

[Sujal @sujal0302]

@NetflixIndia LUCIFER & Money Heist

[Sujal @sujal0302]

@NetflixIndia Thanks 🤗

[Sujal @sujal0302]

@NabinDu33872516 @akshaykumar @KapilSharmaK9 @advani_kiara Yo kura yei aayera vanna parxa tw mula ko saag😬🤨

[Sujal @sujal0302]

@NabinDu33872516 Here sakya vaye chup lagera scroll garnu ne k rokera reply garya tw😠

[Sujal @sujal0302]

@NabinDu33872516 Malai tha thyo yo Tweet ma tmro comment sure aauxa vanne😂

[Sujal @sujal0302]

@ZeeNews Main Reason Behind This Clash :
This clash was happened after few Indian tried to enter Nepal from India despite the border restriction imposed to control the Covid-19 Pandemic. During thr clash, the Indian nationals had snatched the SLR gun of Armed Police Force of Nepal.

[Sujal @sujal0302]

@ABPNews @kumarprakash4u Main Reason of this clash:
This clash was happened after few Indian tried to enter Nepal from India despite the border restriction imposed to control the Covid-19 Pandemic. During thr clash, the Indian nationals had snatched the SLR gun of Armed Police Force of Nepal.

[Sujal @sujal0302]

@satan_cyber_god @india Is this done by you???