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Tools such as from Impacket are usually flagged for lateral movement due to the pre-built service executable that is dropped on the remote system. However, some vendors also flag Impacket based on its behaviour. With RustPack, you can easily create service executables that won't be detected by signatures or...

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MSec Operations

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Creating COM hijacking payloads has never been easier than with RustPack! With COM Hijacking, you can persist on a target system by 'living' in trusted user processes, such as the Chrome browser. You only need to bring one DLL. When the user opens Chrome, for example, a C2 connection is established. 🔥 Achieving stable payload execution without crashing or freezing the target system requires an understanding of what is relevant. Additionally, lots of processes may attempt to load the hijacked CLSID; you don't want to receive 43 beacons per day from the same system. Limiting execution to a defined process is important here! 🎓 What about combining that payload with environmental keying, anti-emulation, anti-sandboxing, as well as AMSI and ETW bypasses? Doing all this yourself will take time. With RustPack, however, you can create such a payload in a few seconds, and it's stable! The video demonstrates how to create a payload DLL to execute Adaptix C2 shellcode in the Chrome browser. 🛸
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Creating COM hijacking payloads has never been easier than with RustPack! With COM Hijacking, you can persist on a target system by 'living' in trusted user processes, such as the Chrome browser. You only need to bring one DLL. When the user opens Chrome, for example, a C2 connection is established. 🔥 Achieving stable payload execution without crashing or freezing the target system requires an understanding of what is relevant. Additionally, lots of processes may attempt to load the hijacked CLSID; you don't want to receive 43 beacons per day from the same system. Limiting execution to a defined process is important here! 🎓 What about combining that payload with environmental keying, anti-emulation, anti-sandboxing, as well as AMSI and ETW bypasses? Doing all this yourself will take time. With RustPack, however, you can create such a payload in a few seconds, and it's stable! The video demonstrates how to create a payload DLL to execute Adaptix C2 shellcode in the Chrome browser. 🛸

MSec Operations

16,004 Aufrufe • vor 1 Jahr

How do you create your payloads in 2025? At MSec Operations we prefer to use DLL sideloading for EDR evasion. This technique allows our malicious code to run within a signed, legitimate executable. Combining this technique with other useful techniques will provide stable execution to fly under the radar. 🛸 The following video demonstrates the use of #RustPack to create such a payload in just a few seconds. The command line usage shows that our input payload is a simple unmodified Apollo C2 executable. We want to clone all the exported functions from the original Windows wininet.dll to create our own library with the same name. The execution of the payload will be delayed by ~5 seconds in this case, without using the Win32 sleep function, but by performing random calculations. ⏲️ Hardware breakpoints are used to bypass the Antimalware Scan Interface (AMSI). Without an AMSI bypass, Apollo would be flagged as a C# assembly when loaded. 🎓 Our payload will only fire on a domain joined system, this basically prevents it from running in e.g. sandbox environments. 🤠 Last but not least, in this example, the encrypted payload itself is stored in a separate file on the target system and not even in the same folder as our malicious DLL. Anyone analysing just the DLL will never be able to find out what the payload is. Automatic sample submissions for cloud analysis usually only upload the executable or DLL, emulators won't see the real payload either. 🤠 Tired of creating such payloads yourself? With #RustPack it's really easy, and payloads always look completely different, even if the same payload is packed twice to avoid signature-based detection Contact us via info[at] for more information! 👍
1:15

How do you create your payloads in 2025? At MSec Operations we prefer to use DLL sideloading for EDR evasion. This technique allows our malicious code to run within a signed, legitimate executable. Combining this technique with other useful techniques will provide stable execution to fly under the radar. 🛸 The following video demonstrates the use of #RustPack to create such a payload in just a few seconds. The command line usage shows that our input payload is a simple unmodified Apollo C2 executable. We want to clone all the exported functions from the original Windows wininet.dll to create our own library with the same name. The execution of the payload will be delayed by ~5 seconds in this case, without using the Win32 sleep function, but by performing random calculations. ⏲️ Hardware breakpoints are used to bypass the Antimalware Scan Interface (AMSI). Without an AMSI bypass, Apollo would be flagged as a C# assembly when loaded. 🎓 Our payload will only fire on a domain joined system, this basically prevents it from running in e.g. sandbox environments. 🤠 Last but not least, in this example, the encrypted payload itself is stored in a separate file on the target system and not even in the same folder as our malicious DLL. Anyone analysing just the DLL will never be able to find out what the payload is. Automatic sample submissions for cloud analysis usually only upload the executable or DLL, emulators won't see the real payload either. 🤠 Tired of creating such payloads yourself? With #RustPack it's really easy, and payloads always look completely different, even if the same payload is packed twice to avoid signature-based detection Contact us via info[at] for more information! 👍

MSec Operations

26,047 Aufrufe • vor 1 Jahr

In one of our previous videos we demonstrated how to generate sideloading binaries by cloning the exports of an existing DLL to forward them - . However, using Microsoft DLLs and Microsoft-signed binaries is not the best OPsec, as it's easy for EDR vendors to create a detection rule for e.g. "version.dll" being loaded from a non-System32 directory. 🧐 We therefore recommend using third party signed executables that attempt to load their own DLL. This is much harder to track/map on the endpoint. If you know which functions are imported from your signed binary (see import table), you can also generate a sideloading DLL for persistence or initial access use cases. Bring your own third-party signed binary and voila - you're trusted! In this example, we sideload into java.exe, which is signed by Oracle. It attempts to load several DLLs - including jli.dll as shown in the video. #RustPack can easily create such DLLs with custom export functions - anti-debugging features, sandbox evasion, signature evasion and anti-emulation can be easily added. 🔥🔥 Userland hooks are bypassed by default options and you can enable custom AMSI/ETW bypasses for the process on top. If you want to use it for persistence, you can of course still clone the original DLL exports as we did in the previous video and forward them accordingly. 👍 Interested in buying RustPack? Contact us at info[at] ! #RedTeam #Pentest #OST #Maldev #Malware #Havoc
0:29

In one of our previous videos we demonstrated how to generate sideloading binaries by cloning the exports of an existing DLL to forward them - . However, using Microsoft DLLs and Microsoft-signed binaries is not the best OPsec, as it's easy for EDR vendors to create a detection rule for e.g. "version.dll" being loaded from a non-System32 directory. 🧐 We therefore recommend using third party signed executables that attempt to load their own DLL. This is much harder to track/map on the endpoint. If you know which functions are imported from your signed binary (see import table), you can also generate a sideloading DLL for persistence or initial access use cases. Bring your own third-party signed binary and voila - you're trusted! In this example, we sideload into java.exe, which is signed by Oracle. It attempts to load several DLLs - including jli.dll as shown in the video. #RustPack can easily create such DLLs with custom export functions - anti-debugging features, sandbox evasion, signature evasion and anti-emulation can be easily added. 🔥🔥 Userland hooks are bypassed by default options and you can enable custom AMSI/ETW bypasses for the process on top. If you want to use it for persistence, you can of course still clone the original DLL exports as we did in the previous video and forward them accordingly. 👍 Interested in buying RustPack? Contact us at info[at] ! #RedTeam #Pentest #OST #Maldev #Malware #Havoc

MSec Operations

10,686 Aufrufe • vor 1 Jahr

An interesting video was published by the Ukrainian Air Force Command. The footage shows the repulsion of a Russian air attack on Ukraine on February 7. Among the scenes are launches of air-defense missiles, apparently fired from something resembling a container-based launcher. However, the video does not allow a direct or definitive identification of the system shown, so it cannot be stated with certainty that this is the same platform. That said, it is possible that this is the first publicly released video showing the operation of the British Gravehawk air-defense system in Ukraine. According to statements from the United Kingdom, Ukraine received two prototype units of this air-defense system at the beginning of this year. The system itself was first unveiled almost exactly a year ago.
0:23

An interesting video was published by the Ukrainian Air Force Command. The footage shows the repulsion of a Russian air attack on Ukraine on February 7. Among the scenes are launches of air-defense missiles, apparently fired from something resembling a container-based launcher. However, the video does not allow a direct or definitive identification of the system shown, so it cannot be stated with certainty that this is the same platform. That said, it is possible that this is the first publicly released video showing the operation of the British Gravehawk air-defense system in Ukraine. According to statements from the United Kingdom, Ukraine received two prototype units of this air-defense system at the beginning of this year. The system itself was first unveiled almost exactly a year ago.

Special Kherson Cat 🐈🇺🇦

75,071 Aufrufe • vor 6 Monaten

"We don't need to discuss Easter in the Spiritual context. Easter and Passover is the Political Liberation of the people that are stuck in the slave system." "If you can take the concept of Easter and Passover and translate it into Afrikan context, juxtaposing it with the resurrection of Jesus, are we going to be resurrected on Sunday as Afrikans? Free from colonial budgets, free from the colonial health system, free from the colonial education system, free from the colonial economy, free from the colonial political system?" -Maponga Joshua III
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"We don't need to discuss Easter in the Spiritual context. Easter and Passover is the Political Liberation of the people that are stuck in the slave system." "If you can take the concept of Easter and Passover and translate it into Afrikan context, juxtaposing it with the resurrection of Jesus, are we going to be resurrected on Sunday as Afrikans? Free from colonial budgets, free from the colonial health system, free from the colonial education system, free from the colonial economy, free from the colonial political system?" -Maponga Joshua III

𝐌𝐚𝐩𝐨𝐧𝐠𝐚 𝐉𝐨𝐬𝐡𝐮𝐚 III | 𝐐𝐮𝐨𝐭𝐞𝐬

19,993 Aufrufe • vor 2 Jahren

So here is new local privilege escalation zero-day I discovered, not patched yet too :). In simple terms, if you have a service like RDP that exposes an RPC server, there many system services running as SYSTEM connect to it as RPC clients. If that service is turned off (RDP is off by default), it seems that any other process in Windows can expose the same RPC server using the same endpoint. Now all the RPC calls from that SYSTEM processes will come to this fake server and If the process that deployed the server has SeImpersonatePrivilege, it can escalate to SYSTEM by impersonate the RPC client. In the white paper below, I describe five exploit paths you can abuse. However it's architecture problem and maybe there are more. It's Not A Potato
1:49

So here is new local privilege escalation zero-day I discovered, not patched yet too :). In simple terms, if you have a service like RDP that exposes an RPC server, there many system services running as SYSTEM connect to it as RPC clients. If that service is turned off (RDP is off by default), it seems that any other process in Windows can expose the same RPC server using the same endpoint. Now all the RPC calls from that SYSTEM processes will come to this fake server and If the process that deployed the server has SeImpersonatePrivilege, it can escalate to SYSTEM by impersonate the RPC client. In the white paper below, I describe five exploit paths you can abuse. However it's architecture problem and maybe there are more. It's Not A Potato

Haidar

51,435 Aufrufe • vor 4 Monaten

The infrastructure for working with video data at scale barely exists. Grass Video Search is our first step in changing that. You can now find anything in a video based on the contents of its frames, not just transcripts or tags. Over the last several months, the Grass Foundation has quietly assembled one of the largest video datasets in history: over a billion videos from across the public web, and is segmenting them by scene with VLM annotations of keyframes. This dataset is now searchable, so you can find the exact moment a visual, pattern, or concept appears. Curation has always been the bottleneck in video analysis. We built a system that automates it. This is just the beginning. Over 4 billion additional videos are queued for processing, and the index is growing daily. We’re opening access to a limited set of collaborators. If you’re a researcher, journalist, or nonprofit working with video, archives, or large-scale analysis, we’d love to hear from you.
0:45

The infrastructure for working with video data at scale barely exists. Grass Video Search is our first step in changing that. You can now find anything in a video based on the contents of its frames, not just transcripts or tags. Over the last several months, the Grass Foundation has quietly assembled one of the largest video datasets in history: over a billion videos from across the public web, and is segmenting them by scene with VLM annotations of keyframes. This dataset is now searchable, so you can find the exact moment a visual, pattern, or concept appears. Curation has always been the bottleneck in video analysis. We built a system that automates it. This is just the beginning. Over 4 billion additional videos are queued for processing, and the index is growing daily. We’re opening access to a limited set of collaborators. If you’re a researcher, journalist, or nonprofit working with video, archives, or large-scale analysis, we’d love to hear from you.

Grass

471,643 Aufrufe • vor 1 Jahr

Financial intel: External Revenue Service: The IRS will be no more. It will be known as the External Revenue Service. The income tax will be abolished, too. The old cabal financial system will be dismantled. I've told you this over and over. You can't get rid of the cabal and still leave their financial system in place. First, they will be publically audited, this is only done so that they can show the public how corrupt it is. It has to be on record. This begins the process of the govt giving back to us everything that was stolen plus interest.
1:57

Financial intel: External Revenue Service: The IRS will be no more. It will be known as the External Revenue Service. The income tax will be abolished, too. The old cabal financial system will be dismantled. I've told you this over and over. You can't get rid of the cabal and still leave their financial system in place. First, they will be publically audited, this is only done so that they can show the public how corrupt it is. It has to be on record. This begins the process of the govt giving back to us everything that was stolen plus interest.

WayneTech SPFX®️

114,099 Aufrufe • vor 1 Jahr

❗️Ukraine is developing a "revolutionary" air defense system as an alternative to scarce and expensive Patriots Fire Pont, the manufacturer of the Flamingo cruise missile, is in negotiations with European companies to launch a new air defense system by next year, said the chief designer and co-founder of the company, Denys Shtilerman, in an interview with Reuters. According to him, it is an inexpensive alternative to the Patriot system, which will allow reducing the cost of intercepting a ballistic missile to below $1 million. The first test of the new system is planned for the end of 2027. Shtilerman also reported that Fire Point expects approval from the government for investments from a Middle Eastern conglomerate that values the company at $2.5 billion. This will open up new opportunities, including the launch of satellites into low Earth orbit.
3:32

❗️Ukraine is developing a "revolutionary" air defense system as an alternative to scarce and expensive Patriots Fire Pont, the manufacturer of the Flamingo cruise missile, is in negotiations with European companies to launch a new air defense system by next year, said the chief designer and co-founder of the company, Denys Shtilerman, in an interview with Reuters. According to him, it is an inexpensive alternative to the Patriot system, which will allow reducing the cost of intercepting a ballistic missile to below $1 million. The first test of the new system is planned for the end of 2027. Shtilerman also reported that Fire Point expects approval from the government for investments from a Middle Eastern conglomerate that values the company at $2.5 billion. This will open up new opportunities, including the launch of satellites into low Earth orbit.

🪖MilitaryNewsUA🇺🇦

15,595 Aufrufe • vor 4 Monaten

OTD 46 years ago – Windshear, the Invisible Killer struck again July 9, 1982: Pan Am Flight 759, a B-727, crashes in New Orleans (Louisiana, US). All 145 aboard and 8 on the ground die. The crew lost control after flying through an undetected microburst on take-off. Enquiry noted the limited capacity of wind shear detection devices used at the time. In the aftermath of this accident, along with the similar Delta 191 in 1985, led to the creation of the Airborne Wind Shear Detection and Alert System, with an FAA requirement that windshear detection systems be installed at U.S. airports and on aircraft by 1993. Even though an earlier system had been in effect since the Eastern 66 crash in the 70s – the LLWAS Low-level Wind-Shear Alert System - the later occurrences showed it did not provide timely warnings, with the new system using more advanced weather radars, on the ground and on aircraft too. Video is extract from an accident simulation by “TheFlightChannel” on YouTube - go see the full video there - and from archival footage of the aftermath.
2:35

OTD 46 years ago – Windshear, the Invisible Killer struck again July 9, 1982: Pan Am Flight 759, a B-727, crashes in New Orleans (Louisiana, US). All 145 aboard and 8 on the ground die. The crew lost control after flying through an undetected microburst on take-off. Enquiry noted the limited capacity of wind shear detection devices used at the time. In the aftermath of this accident, along with the similar Delta 191 in 1985, led to the creation of the Airborne Wind Shear Detection and Alert System, with an FAA requirement that windshear detection systems be installed at U.S. airports and on aircraft by 1993. Even though an earlier system had been in effect since the Eastern 66 crash in the 70s – the LLWAS Low-level Wind-Shear Alert System - the later occurrences showed it did not provide timely warnings, with the new system using more advanced weather radars, on the ground and on aircraft too. Video is extract from an accident simulation by “TheFlightChannel” on YouTube - go see the full video there - and from archival footage of the aftermath.

Francisco Cunha

29,193 Aufrufe • vor 1 Monat

🚨The biggest problem with Pakistani selectors & management is mixing up the formats of the players • These people will drop Players from T20Is based on their ODI performance & drop players from ODIs based on their T20I performance • A great example of this is Saim Ayub, Although he is not in form in T20 but he can be a great asset for Pakistan in ODI cricket. He can play in the team not only as a batter but also as an all-rounder • For God sake Stop mixing formats, Learn something from other Cricket Boards
0:53

🚨The biggest problem with Pakistani selectors & management is mixing up the formats of the players • These people will drop Players from T20Is based on their ODI performance & drop players from ODIs based on their T20I performance • A great example of this is Saim Ayub, Although he is not in form in T20 but he can be a great asset for Pakistan in ODI cricket. He can play in the team not only as a batter but also as an all-rounder • For God sake Stop mixing formats, Learn something from other Cricket Boards

SheR•ALI

17,462 Aufrufe • vor 3 Monaten

Omarchy theming can't be easier than this? The philosophy is to auto-create themes based on the colors coming from the wallpapers. This is for those not bothering with creating the theme files themselves, where this is good enough, also known as Wabi Sabi. It sets the theming files automatically based on templates, and leverages the Omarchy theming lifecycles. I'll release the repository in a day or two, then we will take it from there.
0:22

Omarchy theming can't be easier than this? The philosophy is to auto-create themes based on the colors coming from the wallpapers. This is for those not bothering with creating the theme files themselves, where this is good enough, also known as Wabi Sabi. It sets the theming files automatically based on templates, and leverages the Omarchy theming lifecycles. I'll release the repository in a day or two, then we will take it from there.

Bjarne Øverli

97,662 Aufrufe • vor 11 Monaten

This speech from Ustad Sayyaf clearly shows how Mujahideen leaders can fail miserably when they are tested with power and wealth. Full translation; We can never live with them in the future, we can never reconcile between Islam and Kufr, not today and not in the future. Friendship with the disbelievers, friendship with the enemies of Islam, is completely forbidden in Islam, and you will not be able to find an excuse for such friendship in Islam. The Islamic ruling on this is clear. We waged jihad for the establishment of the Islamic system. In this Islamic system, only Muslims can rule. Be very careful with your work. Make an effort, this is necessary for you, me and every leader of jihad, to uphold your promises, and don’t ever break your promises (of establishing the Islamic system). The prophet (pbuh) said that in the next life, for every traitor, behind him a flag will be raised, the height of the flag will be according to level betrayal, and the highest flags will be behind the treacherous leaders. May Allah (swt) protect our leaders, our mujahideen and our commanders from that outcome. It is forbidden to have any type of relationship with Zindeeq and apostates. You are not even allowed to trade with apostates. You are not even allowed to travel with them. You can’t even ask for directions from them. You can’t even give them directions if they ask you. This is an Islamic ruling. For this reason, if a communist was Muslim and left Islam, he is an apostate, and it is forbidden to be tolerant towards him. You are not even allowed to talk to them…
2:38

This speech from Ustad Sayyaf clearly shows how Mujahideen leaders can fail miserably when they are tested with power and wealth. Full translation; We can never live with them in the future, we can never reconcile between Islam and Kufr, not today and not in the future. Friendship with the disbelievers, friendship with the enemies of Islam, is completely forbidden in Islam, and you will not be able to find an excuse for such friendship in Islam. The Islamic ruling on this is clear. We waged jihad for the establishment of the Islamic system. In this Islamic system, only Muslims can rule. Be very careful with your work. Make an effort, this is necessary for you, me and every leader of jihad, to uphold your promises, and don’t ever break your promises (of establishing the Islamic system). The prophet (pbuh) said that in the next life, for every traitor, behind him a flag will be raised, the height of the flag will be according to level betrayal, and the highest flags will be behind the treacherous leaders. May Allah (swt) protect our leaders, our mujahideen and our commanders from that outcome. It is forbidden to have any type of relationship with Zindeeq and apostates. You are not even allowed to trade with apostates. You are not even allowed to travel with them. You can’t even ask for directions from them. You can’t even give them directions if they ask you. This is an Islamic ruling. For this reason, if a communist was Muslim and left Islam, he is an apostate, and it is forbidden to be tolerant towards him. You are not even allowed to talk to them…

The Sure Path

18,838 Aufrufe • vor 8 Monaten

We are doing everything we can to reduce the time until new and powerful aircraft with Ukrainian pilots emerge in the Ukrainian skies. It is clear that this global step will allow us to expand our defense capabilities. Because it is only with powerful aircraft that an air defense system can be complete. On the other hand, the first 🇺🇦 F-16 will be one of the strongest signals from the world that Russia will only lose because of its own aggression, becoming weaker and more isolated. This will be a signal that Russian terror has lost, and our world, which is based on respect for independent nations and the right of peoples to choose their own path, has endured.
6:51

We are doing everything we can to reduce the time until new and powerful aircraft with Ukrainian pilots emerge in the Ukrainian skies. It is clear that this global step will allow us to expand our defense capabilities. Because it is only with powerful aircraft that an air defense system can be complete. On the other hand, the first 🇺🇦 F-16 will be one of the strongest signals from the world that Russia will only lose because of its own aggression, becoming weaker and more isolated. This will be a signal that Russian terror has lost, and our world, which is based on respect for independent nations and the right of peoples to choose their own path, has endured.

Volodymyr Zelenskyy / Володимир Зеленський

1,447,732 Aufrufe • vor 3 Jahren

Cybersecurity experts at Allied Security Operations, based it Dallas, Texas, stated that they can prove that one of the nation's largest providers of election software, a system used in 28 states, not only uses servers in Germany, but is also possibly infected with malware embedded in the software of the source code. Even the nation's cybersecurity agency, CISA, warns that this type of malware would allow hackers to find everything they would need to change votes in election databases across the country. This is possible due to the long data transfers that can be intercepted along the way or manipulated or altered in the cloud.
2:20

Cybersecurity experts at Allied Security Operations, based it Dallas, Texas, stated that they can prove that one of the nation's largest providers of election software, a system used in 28 states, not only uses servers in Germany, but is also possibly infected with malware embedded in the software of the source code. Even the nation's cybersecurity agency, CISA, warns that this type of malware would allow hackers to find everything they would need to change votes in election databases across the country. This is possible due to the long data transfers that can be intercepted along the way or manipulated or altered in the cloud.

The SCIF

26,165 Aufrufe • vor 7 Monaten

⚡️JUST IN Iran's Foreign Ministry confirms that an environmental tax will be charged on ships: "There is no toll; people should use the correct terminology Iran and Oman are currently drafting a new protocol Under this new system, maritime services will be provided to protect the environment of the Strait of Hormuz, the Persian Gulf, and the Sea of Oman, which requires the collection of an Environmental Tax We hope to reach a final agreement with Oman on this matter soon"
0:45

⚡️JUST IN Iran's Foreign Ministry confirms that an environmental tax will be charged on ships: "There is no toll; people should use the correct terminology Iran and Oman are currently drafting a new protocol Under this new system, maritime services will be provided to protect the environment of the Strait of Hormuz, the Persian Gulf, and the Sea of Oman, which requires the collection of an Environmental Tax We hope to reach a final agreement with Oman on this matter soon"

Iran Observer

1,397,308 Aufrufe • vor 3 Monaten

Remember when Jake Barber said this in Jan 2025: "They [UAP] are invited to land by the psionics team via man or machine-based summoning systems. We have man-based systems which are our psionic assets, which make a connection through intuition or consciousness with the object and can invite it in. The other is the machine-based system, which we can refer to as a dog whistle or a lure. Certain types of UAP are specifically attracted or responsive to our machine-based calling system. Once the UAP are brought in, we then communicate with them." The events of December 2025 bring this luring or summoning process to the forefront. So think about it: what if a UAP was to be summoned over a populated urban area? Tick tock...
1:20

Remember when Jake Barber said this in Jan 2025: "They [UAP] are invited to land by the psionics team via man or machine-based summoning systems. We have man-based systems which are our psionic assets, which make a connection through intuition or consciousness with the object and can invite it in. The other is the machine-based system, which we can refer to as a dog whistle or a lure. Certain types of UAP are specifically attracted or responsive to our machine-based calling system. Once the UAP are brought in, we then communicate with them." The events of December 2025 bring this luring or summoning process to the forefront. So think about it: what if a UAP was to be summoned over a populated urban area? Tick tock...

UAP Juan

76,766 Aufrufe • vor 1 Monat

Here is how you can install an open-source, enterprise-grade RAG system on your server (with the best document understanding I've seen.) First, something obvious to anyone trying to sell RAG in the market: You are crazy if you think companies will let their data travel to a hosted model. No one wants to send their data anywhere (those who do haven't found an alternative.) Every single company would rather have an air-gapped system with no internet access. GroundX is an open-source RAG system that you can run on your servers (or any cloud provider, as long as you have access to GPUs) and works without a network. (If the military wants to do RAG, this is precisely what they will be looking for.) I installed GroundX on my AWS account and recorded a video to show you how to use it. There are two services you can use: 1. Ingest: This service uses a pretrained vision model to ingest and understand your knowledge base. 2. Search: This service combines text and vector search with a fine-tuned re-ranker model to retrieve information from your knowledge base. A quick note about the Ingest service: 99% of people think they need better "retrieval" mechanisms. I think they need better "ingestion." That's where this service comes in! Ingest "understands" your documents in a way I haven't seen before. After you try it, you'll realize why showing your LLM your raw documents is a bad idea. In the video, I use a free tool called X-Ray to test a document and understand how the Ingest service breaks it down. You can access this tool by signing up for a free GroundX cloud account and uploading your documents. You'll see a bit more about this in the video.
8:15

Here is how you can install an open-source, enterprise-grade RAG system on your server (with the best document understanding I've seen.) First, something obvious to anyone trying to sell RAG in the market: You are crazy if you think companies will let their data travel to a hosted model. No one wants to send their data anywhere (those who do haven't found an alternative.) Every single company would rather have an air-gapped system with no internet access. GroundX is an open-source RAG system that you can run on your servers (or any cloud provider, as long as you have access to GPUs) and works without a network. (If the military wants to do RAG, this is precisely what they will be looking for.) I installed GroundX on my AWS account and recorded a video to show you how to use it. There are two services you can use: 1. Ingest: This service uses a pretrained vision model to ingest and understand your knowledge base. 2. Search: This service combines text and vector search with a fine-tuned re-ranker model to retrieve information from your knowledge base. A quick note about the Ingest service: 99% of people think they need better "retrieval" mechanisms. I think they need better "ingestion." That's where this service comes in! Ingest "understands" your documents in a way I haven't seen before. After you try it, you'll realize why showing your LLM your raw documents is a bad idea. In the video, I use a free tool called X-Ray to test a document and understand how the Ingest service breaks it down. You can access this tool by signing up for a free GroundX cloud account and uploading your documents. You'll see a bit more about this in the video.

Santiago

89,664 Aufrufe • vor 1 Jahr