Debajit Sarkar

I provide expertise in:
▶️ Artificial Intelligence in Warfare
▶️ Weapon Systems
▶️ Military Platform Design

[Debajit Sarkar @officeofdsarkar]

@devdroid_tech This can be fully automated by integrating a 3 tier swarm intelligence system. A top layer using S/W to analyze satellite data,a mid level coordination layer handled by high altitude drones that act as as command posts & a bottom layer of units that communicate with each other

[Debajit Sarkar @officeofdsarkar]

Near silent, jamming resistant drones are tearing through Russian rear areas, destroying supply lines where nothing else can. Learn how this drone is beating heavy jamming and reshaping the battlefield.
#drone #electronicwarfare #FPV #jamming #satellite
https://t.co/99m5cVsjIS

[Dhimas Afihandarin @Flankerchan]

There apparently Pantsyr-S technical characteristics material floating around. Which i found.. very nice and informative. Especially it contains exhaustive specs on the engagement radar.

[🕊 @sirtrickzz]

if you show up everyday, the results won't have a choice.

[Chris Laub @ChrisLaubAI]

Holy shit... Stanford just proved AI can outperform human hackers in the real world, and nobody seems to understand how big this is 🤯

They dropped a paper where they threw 10 professional pentesters into a live university network 8,000 real machines, 12 subnets, production systems, real users and then unleashed AI agents on the same environment to see who actually finds more vulnerabilities.

And it wasn’t even close.

Their new agent, ARTEMIS, walked into this massive, messy, un-simulated environment and beat nine out of ten human experts.

Not in a CTF.
Not on static CVEs.
Not in a toy benchmark.

In a real enterprise network with real consequences.

ARTEMIS found 9 validated vulnerabilities, maintained an 82% valid submission rate, and ranked #2 on the entire leaderboard without supervision, without custom exploits, and at a cost of $18/hour.

A human pentester averages ~$60/hour.

Here’s the insane part:

• Humans had to choose targets manually
• ARTEMIS spawned sub-agents and attacked multiple hosts in parallel
• Humans forgot leads or got stuck in rabbit holes
• ARTEMIS kept perfect memory with TODO lists + auto-triage
• Humans couldn’t load outdated IDRAC web interfaces
• ARTEMIS ignored the browser and exploited them with curl -k

It even found vulnerabilities no human did.

The only things that slowed it down?

GUI-based exploits and a higher false-positive rate.
Everything else? It acted like a fully staffed red team with infinite patience and zero ego.

This is the moment offensive security changes forever:

AI isn’t just helping pentesters anymore.

AI is now competing with them and in some cases, beating them.

Paper: Comparing AI Agents to Cybersecurity Professionals in Real-World Penetration Testing

[Debajit Sarkar @officeofdsarkar]

Over the past decade, significant advancements have been made in military robotics. Many of these systems are adapted from commercial technologies that have become more advanced, affordable, and readily available. Read on⬇️
https://t.co/5BotfaUq6w

#HumanoidRobots #military

[Debajit Sarkar @officeofdsarkar]

@Osinttechnical The price of an ADM-160B MALD airborne decoy fluctuates based on the source and year, with costs ranging from approximately $120,000 to $322,000 per unit.

At such a steep price, it seems absurd not to opt for the actual weapon instead.

[Okara @askOkara]

This Tax GPT was built for the US citizens 🇺🇸

But the same idea can be applied globally.

You can build versions for:
- India 🇮🇳 (with income tax slabs, Section 80C deductions, GST filings)
- UK 🇬🇧 (PAYE, self-assessment, HMRC guidance)
- Canada 🇨🇦 (RRSPs, CRA rules, GST/HST credits)
…or any country where filing taxes is a pain and people need help.

Every country has millions of tax filers.

Every year, they either overpay, miss deductions, or get overwhelmed.

Now you can help them.

Start building now on Build That Idea

[Debajit Sarkar @officeofdsarkar]

@Volke__ Also, it is receiving additional up armoring of the floor just like the T-80.

[Debajit Sarkar @officeofdsarkar]

@MansurQr This isn't true.

Aircraft crash sites take weeks or months to clear for investigation, and more importantly wreckage is marked to avoid confusion with new crash sites. In your video, none of this wreckage is getting marked. No officials from @Dassault3DS are at the site.

[Debajit Sarkar @officeofdsarkar]

@front_ukrainian Encouraging development, because artillery shells are a military specific product with limited existing production equipment, unlike small arms, electronics, or trucks.

Setting up new production lines is time consuming, and companies hesitate to invest due to unreliable demand.

[Debajit Sarkar @officeofdsarkar]

@ArmoredWar It probably employs a different loader than the T-80U, as the T-80/64 autoloader holds 28 rounds in its carousel.

[Debajit Sarkar @officeofdsarkar]

@olegkutkov Since they can power Navigation, and internet connectivity it can be used for semi-autonomous driving as well, apart from remote diagnostics.

[Debajit Sarkar @officeofdsarkar]

@Osinttechnical Images and videos shared on social media by Pakistani accounts so far are from past IAF jet crashes and are unrelated to the current strikes.

[Debajit Sarkar @officeofdsarkar]

@MenchOsint Perhaps because ballistic missiles fired by Houtis have become more accurate and are capable of terminal phase manoeuvre making it extremely difficult for Western SAM systems to intercept them as was evident at Ben Gurion airport last week.

[Debajit Sarkar @officeofdsarkar]

@Pataramesh Ingeniously designed.

The solid rocket motor seems to be integrated within the ramjet motors, occupying no additional space, unlike the tandem rocket motor used in Tomahawks and Western ramjet missiles.

[Debajit Sarkar @officeofdsarkar]

@Lou_Matalonga Convert the current ones.

That'll help you to understand why your current users are not paying. Whether it’s pricing, value, or product issues. You can refine your offering and secure revenue

[Debajit Sarkar @officeofdsarkar]

@OSINTWarfare In a narrow window, they strike with deadly precision, using specialized training, equipment, and tactics to eliminate the target before the adversary can respond.

This principle of Relative Superiority is at the core of how such forces produce results.

[Debajit Sarkar @officeofdsarkar]

Future war fighting will pivot towards human-machine groups working in concert, both in the physical and virtual sense.

[Debajit Sarkar @officeofdsarkar]

@RupprechtDeino From a few images that have emerged, it appears the J-XDS features distinctive all-moving wingtips.

Perhaps no other aircraft has utilized all-moving wingtips, much less depended on them, potentially alongside 2D or 3D TVC as a complete substitute for vertical stabilizers.