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In two intelligence-led ops, Punjab Police India has busted Babbar Khalsa International terror modules backed by ISI from #France, #Greece & #Pakistan. Total 13 operatives arrested from both modules Recovery: 2 RPGs (incl. launcher),2 IEDs (2.5 kg each), 2 kg RDX (remote-controlled), 2 grenades with detonators, 5 pistols (Beretta...

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DGP Punjab Police

279,245 subscribers

31,109 просмотров • 1 год назад •via X (Twitter)

Новости и политика#France#Greece#Pakistan
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Комментарии: 8

Фото профиля Doabe Ala
Doabe Ala1 год назад

@PunjabPoliceInd I have trust issues with Punjab police! Can’t trust what they say! Especially the game planted against Amritpal Singh.

Фото профиля ਗੱਜਣ ਸਿੰਘ گجن سنگ
ਗੱਜਣ ਸਿੰਘ گجن سنگ1 год назад

@PunjabPoliceInd Fake propaganda machine India 🇮🇳 terrorist empire

Фото профиля Sikh Policy Center(www.sikhpc.org)
Sikh Policy Center(www.sikhpc.org)1 год назад

@PunjabPoliceInd what a clown. So the paki inteligence sitting in frace, greece and paki is funding 13 people and all this funding could afford was abunch of low grade weapons? I call this bull.

Фото профиля Jag DB
Jag DB1 год назад

@PunjabPoliceInd

Фото профиля HaRRY
HaRRY1 год назад

@PunjabPoliceInd Tusi mama aap terrorist o 😂chita tah ruk ni reha tuhade kolo fake encounter kri jayo 😂

Фото профиля Neverforget1984
Neverforget19841 год назад

@PunjabPoliceInd 😂😂😂🤣all fake arrests.

Фото профиля Aditya kr Das
Aditya kr Das1 год назад

@PunjabPoliceInd Good job @DGPPunjabPolice sir

Фото профиля Bharat
Bharat1 год назад

@PunjabPoliceInd I am proud of KHAKHI as said by DGP but i am safe with OLIVES...@manaman_chhina @TinyDhillon @Vedmalik1 ...anyone who differs we as Indians feel absolutely safe with Olives...can we say the same about Khakhi...

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BREAKING from Punjab: A Pakistan-linked terror module busted in Ludhiana! Plan was to explode grenades in India. Two operatives—tasked by ISI handlers using virtual numbers—opened fire on Police during a trap operation. Both shot in the encounter; one critical. Police recover 2 Chinese-made grenades, 5 pistols from across the border, and大量 live ammo. Three members of the module were already arrested earlier. The ISI handler was directing grenade exchanges at secret spots inside India. Ludhiana Police foiled a major plot.
9:28

BREAKING from Punjab: A Pakistan-linked terror module busted in Ludhiana! Plan was to explode grenades in India. Two operatives—tasked by ISI handlers using virtual numbers—opened fire on Police during a trap operation. Both shot in the encounter; one critical. Police recover 2 Chinese-made grenades, 5 pistols from across the border, and大量 live ammo. Three members of the module were already arrested earlier. The ISI handler was directing grenade exchanges at secret spots inside India. Ludhiana Police foiled a major plot.

Megh Updates 🚨™

76,142 просмотров • 9 месяцев назад

A major blow to the deep-rooted terror conspiracy involving #Pakistan’s ISI and the pro-Khalistan Elements. Continuing further investigations into the Railway Track attempted IED blast at Shambhu, District #Patiala on April 27, 2026 Patiala Police & #SSOC Amritsar, in a joint operation, recover 01 Rocket Propelled Grenade(RPG) launcher, 01 metallic IED weighing 2.296 kg along with detonators and battery, 02 packs of RDX weighing 1.456 kg, 01 hand grenade, 03 high-end pistols with magazines and ammunition, and 02 wireless sets with headphones from Village Panjwarh Khurd, District #TarnTaran. Investigations reveal that this terror module was backed by a #Malaysia-based entity, with financial support being routed through Malaysia. The network’s links with the #Sirhind Railway Track blast and the grenade attack on CIA #Moga are being investigated . Punjab Police India remains firmly committed to dismantling terror ecosystems, breaking organised crime-terror networks, and ensuring lasting peace, public safety, and security across the state.
1:51

A major blow to the deep-rooted terror conspiracy involving #Pakistan’s ISI and the pro-Khalistan Elements. Continuing further investigations into the Railway Track attempted IED blast at Shambhu, District #Patiala on April 27, 2026 Patiala Police & #SSOC Amritsar, in a joint operation, recover 01 Rocket Propelled Grenade(RPG) launcher, 01 metallic IED weighing 2.296 kg along with detonators and battery, 02 packs of RDX weighing 1.456 kg, 01 hand grenade, 03 high-end pistols with magazines and ammunition, and 02 wireless sets with headphones from Village Panjwarh Khurd, District #TarnTaran. Investigations reveal that this terror module was backed by a #Malaysia-based entity, with financial support being routed through Malaysia. The network’s links with the #Sirhind Railway Track blast and the grenade attack on CIA #Moga are being investigated . Punjab Police India remains firmly committed to dismantling terror ecosystems, breaking organised crime-terror networks, and ensuring lasting peace, public safety, and security across the state.

DGP Punjab Police

49,950 просмотров • 3 месяцев назад

#WATCH | Ludhiana Police Commissioner Swapan Sharma says, "A terror module was being handled by Pakistan-based ISI. Their handler is based out of Pakistan and used to call up at various locations, touching different elements. Based on this information, we had already arrested 3 people - Arsh from Bhojpur in Bihar, Ajay from Fatehabad in Haryana and Shamsher from Ludhiana in Punjab. Every individual was tasked with different responsibilities. They used to receive calls from a virtual number operating from Pakistan; the handler was from Pakistan's ISI...In the encounter today, the Pakistan-based handler had tasked these two individuals to exchange grenades at designated spots...A trap was set for them, and they fired at the Police...Police resorted to retaliatory firing. One of them was hit by 3 bullets and the other was hit by 1. They were rushed to the hospital, one of them is very critical...Two Chinese-made grenades, 5 sophisticated pistols which came from across the border and live bullets have been recovered. They had come to collect grenades..."
5:17

#WATCH | Ludhiana Police Commissioner Swapan Sharma says, "A terror module was being handled by Pakistan-based ISI. Their handler is based out of Pakistan and used to call up at various locations, touching different elements. Based on this information, we had already arrested 3 people - Arsh from Bhojpur in Bihar, Ajay from Fatehabad in Haryana and Shamsher from Ludhiana in Punjab. Every individual was tasked with different responsibilities. They used to receive calls from a virtual number operating from Pakistan; the handler was from Pakistan's ISI...In the encounter today, the Pakistan-based handler had tasked these two individuals to exchange grenades at designated spots...A trap was set for them, and they fired at the Police...Police resorted to retaliatory firing. One of them was hit by 3 bullets and the other was hit by 1. They were rushed to the hospital, one of them is very critical...Two Chinese-made grenades, 5 sophisticated pistols which came from across the border and live bullets have been recovered. They had come to collect grenades..."

ANI

53,543 просмотров • 9 месяцев назад

Punjab Police | 2025 at a Glance 1. Maintained peace & harmony, resolving all reported terror incidents. 2. Nearly 40,000 arrests in 30,000 FIRs under Yudh Nashiyan Virudh. 3. 2,000+ kg heroin recovered in the current year. 4. NDPS conviction rate 88% — highest in India. 5. Safe Punjab Helpline crosses 10,000 FIRs, a key milestone. 6. PAIS 2.0 introduces voice analysis for enhanced investigations. 7. 416 criminal modules busted, 992 gangsters arrested. 8. Significant reduction in major crimes: Murder: -8.7%, Kidnapping & abduction: -10.6%, Snatching: -19.6%, Theft: -34.3% 9. Rs. 80 crores lien in cyber fraud out of Rs. 418.29 crores — 4th highest in India. Punjab Police India is steadfast in its commitment to ensuring a safe & secure #Punjab. #PunjabPolice #SafePunjab #PoliceWithPeople #ZeroTolerance #YudhNashiyanVirudh #CyberSafePunjab
7:59

Punjab Police | 2025 at a Glance 1. Maintained peace & harmony, resolving all reported terror incidents. 2. Nearly 40,000 arrests in 30,000 FIRs under Yudh Nashiyan Virudh. 3. 2,000+ kg heroin recovered in the current year. 4. NDPS conviction rate 88% — highest in India. 5. Safe Punjab Helpline crosses 10,000 FIRs, a key milestone. 6. PAIS 2.0 introduces voice analysis for enhanced investigations. 7. 416 criminal modules busted, 992 gangsters arrested. 8. Significant reduction in major crimes: Murder: -8.7%, Kidnapping & abduction: -10.6%, Snatching: -19.6%, Theft: -34.3% 9. Rs. 80 crores lien in cyber fraud out of Rs. 418.29 crores — 4th highest in India. Punjab Police India is steadfast in its commitment to ensuring a safe & secure #Punjab. #PunjabPolice #SafePunjab #PoliceWithPeople #ZeroTolerance #YudhNashiyanVirudh #CyberSafePunjab

DGP Punjab Police

21,843 просмотров • 8 месяцев назад

In a major breakthrough, Rupnagar Police in a joint operation with SSOC #Mohali, has solved the Vikas Prabhakar Murder Case in less than 3 days with the arrest of 2 operatives of a terror module backed by #Pakistan based terrorist masterminds On the basis of scientific investigation, the assailants identified as Mandeep Kumar @ Mangi & Surinder Kumar @ Rikka have been arrested today along with 2 weapons of 32 bore Pistols, 16 live cartridges, 01 empty used cartridges and a TVS Jupiter scooty used in the crime has been recovered From the preliminary investigations, it has been revealed that this is a terror module, operated and funded by Foreign-based handlers operating from #Portugal and other places Mandeep Kumar @ Mangi and Surinder Kumar @ Rikka are the foot soldiers of these foreign-based entities who are the operatives of #Pak-based terrorist masterminds. Foot soldiers have been recruited through lure of money Punjab Police India is fully committed to maintain peace and harmony in the state
1:37

In a major breakthrough, Rupnagar Police in a joint operation with SSOC #Mohali, has solved the Vikas Prabhakar Murder Case in less than 3 days with the arrest of 2 operatives of a terror module backed by #Pakistan based terrorist masterminds On the basis of scientific investigation, the assailants identified as Mandeep Kumar @ Mangi & Surinder Kumar @ Rikka have been arrested today along with 2 weapons of 32 bore Pistols, 16 live cartridges, 01 empty used cartridges and a TVS Jupiter scooty used in the crime has been recovered From the preliminary investigations, it has been revealed that this is a terror module, operated and funded by Foreign-based handlers operating from #Portugal and other places Mandeep Kumar @ Mangi and Surinder Kumar @ Rikka are the foot soldiers of these foreign-based entities who are the operatives of #Pak-based terrorist masterminds. Foot soldiers have been recruited through lure of money Punjab Police India is fully committed to maintain peace and harmony in the state

DGP Punjab Police

16,857 просмотров • 2 лет назад

🚨#𝘽𝙧𝙚𝙖𝙠𝙞𝙣𝙜𝙉𝙚𝙬𝙨‌ 𝘾𝙤𝙣𝙩𝙧𝙖𝙗𝙖𝙣𝙙 𝙬𝙤𝙧𝙩𝙝 𝙤𝙫𝙚𝙧 𝙍𝙨 10 𝙘𝙧𝙤𝙧𝙚 𝙨𝙚𝙞𝙯𝙚𝙙 𝙞𝙣 𝙈𝙤𝙧𝙚𝙝 𝙗𝙤𝙧𝙙𝙚𝙧 𝙩𝙤𝙬𝙣❗️ In a joint operation the team of 5th Assam Rifles and Manipur Police at Indo-Myanmar border town #Moreh seized contraband items worth Rs. 10 crore. 1. WIY Tablets – 29.799 kg, 2. Heroin Powder – 0.386 kg, 3. Alprazolam Tablets – 7970 tablets 4. Caffeine – 5.266 kg, 5. Crystal – 2.471 kg, 6. Gold Dust – 8.299 kg, 7. Rubber Stamps of 10(ten) different types. Two persons have arrested and a case has been registered at Moreh PS for further investigation. Kudos to the teams of Assam Rifles and Manipur Police for their swift action! Surprisingly, a group of women folks from #KukiChinZo communities tried to obstruct the operation. गृहमंत्री कार्यालय, HMO India Does it ascertain the dire need for stricter border management and bring NRC with base year 1961? #DrugsHataoBharatBachao #NRCwithBaseYear1961 #BorderFencing NDTV News feed NDTV The Wire To the Point newslaundry EastMojo Al Jazeera English Ukhrul Times The Times Of India TIMES NOW Hindustan Times Global Times Press Trust of India Pooja Mehta ABP News Zee News Zee NewsEnglish BBC News (World) BBC Breaking News President of India PMO India गृहमंत्री कार्यालय, HMO India Amit Shah Narendra Modi @RajBhavManipur N. Biren Singh Manipur Police The Assam Rifles 🇮🇳CRPF🇮🇳 BSF video credit:Northeast Live , @KhonthangNews
1:05

🚨#𝘽𝙧𝙚𝙖𝙠𝙞𝙣𝙜𝙉𝙚𝙬𝙨‌ 𝘾𝙤𝙣𝙩𝙧𝙖𝙗𝙖𝙣𝙙 𝙬𝙤𝙧𝙩𝙝 𝙤𝙫𝙚𝙧 𝙍𝙨 10 𝙘𝙧𝙤𝙧𝙚 𝙨𝙚𝙞𝙯𝙚𝙙 𝙞𝙣 𝙈𝙤𝙧𝙚𝙝 𝙗𝙤𝙧𝙙𝙚𝙧 𝙩𝙤𝙬𝙣❗️ In a joint operation the team of 5th Assam Rifles and Manipur Police at Indo-Myanmar border town #Moreh seized contraband items worth Rs. 10 crore. 1. WIY Tablets – 29.799 kg, 2. Heroin Powder – 0.386 kg, 3. Alprazolam Tablets – 7970 tablets 4. Caffeine – 5.266 kg, 5. Crystal – 2.471 kg, 6. Gold Dust – 8.299 kg, 7. Rubber Stamps of 10(ten) different types. Two persons have arrested and a case has been registered at Moreh PS for further investigation. Kudos to the teams of Assam Rifles and Manipur Police for their swift action! Surprisingly, a group of women folks from #KukiChinZo communities tried to obstruct the operation. गृहमंत्री कार्यालय, HMO India Does it ascertain the dire need for stricter border management and bring NRC with base year 1961? #DrugsHataoBharatBachao #NRCwithBaseYear1961 #BorderFencing NDTV News feed NDTV The Wire To the Point newslaundry EastMojo Al Jazeera English Ukhrul Times The Times Of India TIMES NOW Hindustan Times Global Times Press Trust of India Pooja Mehta ABP News Zee News Zee NewsEnglish BBC News (World) BBC Breaking News President of India PMO India गृहमंत्री कार्यालय, HMO India Amit Shah Narendra Modi @RajBhavManipur N. Biren Singh Manipur Police The Assam Rifles 🇮🇳CRPF🇮🇳 BSF video credit:Northeast Live , @KhonthangNews

Bikramjit Kangabam

12,194 просмотров • 2 лет назад

PAKISTAN AND GLOBAL TERRORISM ⚠️ Let’s not forget terrorism isn’t just a problem there—it’s practically a national export. Without it, what would be left of the brand Pakistan? Ending terrorism would be like Coca-Cola discontinuing soda. Some things are just essential for business. Some famous Pakistani brands Al- Qaeda , Jaish E Mohammad(JEM) , Lashkar-e-Taiba(LeT), Osama Bin Laden, ISIS, Haqqani Network, Tehrik-i-taliban(TTP). Many of these groups have operated openly in Pakistan under new names or as “charities” despite being banned. Several have also had alleged ties with elements of Pakistan’s intelligence services, which has fueled global suspicion and FATF sanctions. PAKISTAN & TERROR ATTACKS. 1). 1993 - USA World Trade Center Bombing , Ramzi Yousef, the mastermind, trained in terror camps in Pakistan. He traveled with a Pakistani passport and had links to extremist networks operating freely within Pakistan. #WTC1993 2). 1999 - Kargil War & Militants Pakistan’s military used militants from groups like Lashkar-e-Taiba and Jaish-e-Mohammed as part of its Kargil infiltration into Indian territory—blurring the line between army and jihadist. #KargilWar 3). 2001 - Indian Parliament Attack Five armed terrorists from Pakistan-based Jaish-e-Mohammed attacked the Indian Parliament. India blamed Pakistan and nearly went to war. #DelhiAttack 4) 2001 - 1/ On September 11, 2001, the world changed forever. 19 terrorists hijacked 4 planes in the U.S., killing 2,977 people in coordinated attacks on the World Trade Center, Pentagon, and in Shanksville, Pennsylvania. Attackers were trained in Pakistan by Al Quaeda and ISI links. Pakistan use terrorist as strategic asset . Later Osama was arrested by US seals from safe house just 1Km from Pakistan military academy. #September11 #911Attacks 5). 2008 - Mumbai Attacks (26/11) 10 LeT terrorists attacked Mumbai. They were trained and guided from Pakistan. Voice intercepts exposed Pakistani handlers. The only captured attacker, Ajmal Kasab, was a Pakistani national. 160 people were killed. #MumbaiAttacks 6). 2011 – Osama bin Laden in Abbottabad The world’s most wanted terrorist, Osama bin Laden, was found living in a compound near Pakistan’s military academy. The U.S. carried out a secret raid without informing Pakistani authorities. #BinLaden #Abbottabad 7). 2019 Pulwama Attack A suicide bombing by Jaish-e-Mohammed killed 40 Indian paramilitary personnel. The bomber was Indian, but the group that claimed responsibility is based in Pakistan. #Pulwama Pakistani citizens were caught abroad (e.g., in US. Europe, Gulf) involved in Lashkar-E-Toiba , Jaish , ISIS-linked activities, including financing, recruitment, and attempted attacks in foreign soils. Pakistan PM called Osama Bin Laden as a martyr who has carried biggest terrorist attack in history of US. Still west thinks india should negotiate with Pakistan for de-escalation. Pakistan—the proud global hub where roughly 90% of UN-banned terrorist organizations just happen to emerge. Coincidence, surely. And the fact that nearly every major terror attack in the West has some trail leading back there? Just an unfortunate streak of bad luck. A nation so “democratic” that its military has been the real CEO since 1947, while its prime ministers either end up exiled, imprisoned, or conveniently both. One’s sipping tea in London, the other Imran Khan is behind bars—classic governance! Just see how two previous foreign ministers of Pakistan glorifying Osama Bin Laden and terror activities carried out by their nation. 👇 Truly Pakistan is “MECCA OF TERRORISM”
0:37

PAKISTAN AND GLOBAL TERRORISM ⚠️ Let’s not forget terrorism isn’t just a problem there—it’s practically a national export. Without it, what would be left of the brand Pakistan? Ending terrorism would be like Coca-Cola discontinuing soda. Some things are just essential for business. Some famous Pakistani brands Al- Qaeda , Jaish E Mohammad(JEM) , Lashkar-e-Taiba(LeT), Osama Bin Laden, ISIS, Haqqani Network, Tehrik-i-taliban(TTP). Many of these groups have operated openly in Pakistan under new names or as “charities” despite being banned. Several have also had alleged ties with elements of Pakistan’s intelligence services, which has fueled global suspicion and FATF sanctions. PAKISTAN & TERROR ATTACKS. 1). 1993 - USA World Trade Center Bombing , Ramzi Yousef, the mastermind, trained in terror camps in Pakistan. He traveled with a Pakistani passport and had links to extremist networks operating freely within Pakistan. #WTC1993 2). 1999 - Kargil War & Militants Pakistan’s military used militants from groups like Lashkar-e-Taiba and Jaish-e-Mohammed as part of its Kargil infiltration into Indian territory—blurring the line between army and jihadist. #KargilWar 3). 2001 - Indian Parliament Attack Five armed terrorists from Pakistan-based Jaish-e-Mohammed attacked the Indian Parliament. India blamed Pakistan and nearly went to war. #DelhiAttack 4) 2001 - 1/ On September 11, 2001, the world changed forever. 19 terrorists hijacked 4 planes in the U.S., killing 2,977 people in coordinated attacks on the World Trade Center, Pentagon, and in Shanksville, Pennsylvania. Attackers were trained in Pakistan by Al Quaeda and ISI links. Pakistan use terrorist as strategic asset . Later Osama was arrested by US seals from safe house just 1Km from Pakistan military academy. #September11 #911Attacks 5). 2008 - Mumbai Attacks (26/11) 10 LeT terrorists attacked Mumbai. They were trained and guided from Pakistan. Voice intercepts exposed Pakistani handlers. The only captured attacker, Ajmal Kasab, was a Pakistani national. 160 people were killed. #MumbaiAttacks 6). 2011 – Osama bin Laden in Abbottabad The world’s most wanted terrorist, Osama bin Laden, was found living in a compound near Pakistan’s military academy. The U.S. carried out a secret raid without informing Pakistani authorities. #BinLaden #Abbottabad 7). 2019 Pulwama Attack A suicide bombing by Jaish-e-Mohammed killed 40 Indian paramilitary personnel. The bomber was Indian, but the group that claimed responsibility is based in Pakistan. #Pulwama Pakistani citizens were caught abroad (e.g., in US. Europe, Gulf) involved in Lashkar-E-Toiba , Jaish , ISIS-linked activities, including financing, recruitment, and attempted attacks in foreign soils. Pakistan PM called Osama Bin Laden as a martyr who has carried biggest terrorist attack in history of US. Still west thinks india should negotiate with Pakistan for de-escalation. Pakistan—the proud global hub where roughly 90% of UN-banned terrorist organizations just happen to emerge. Coincidence, surely. And the fact that nearly every major terror attack in the West has some trail leading back there? Just an unfortunate streak of bad luck. A nation so “democratic” that its military has been the real CEO since 1947, while its prime ministers either end up exiled, imprisoned, or conveniently both. One’s sipping tea in London, the other Imran Khan is behind bars—classic governance! Just see how two previous foreign ministers of Pakistan glorifying Osama Bin Laden and terror activities carried out by their nation. 👇 Truly Pakistan is “MECCA OF TERRORISM”

Maj Digvijay Singh Rawat, Kirti Chakra (Retd)

44,395 просмотров • 1 год назад

Chinese National Held Near Pattaya With C4 Vests, Three Passports, And Training Clips From Cambodia Thai police arrested a 31-year-old Chinese national, Sun Mingchen, after a search of his rented house off Huai Yai in Bang Lamung turned up nearly 5kg of C4, three bulletproof vests, two M16 assault rifles, four Russian POMZ-2 anti-personnel mines, grenades of Korean, Burmese, and other origin, remote detonators, gas masks, and four jerry cans of gasoline. Some of the 5.56mm rounds carried the LOT RTA marking from the Royal Thai Army Ammunition Plant. The Royal Thai Police Commissioner-General has ordered a full investigation. The Chinese Embassy, Immigration, EOD, and national security agencies are all involved. According to The Pattaya News, Sun's phone contained training videos of him handling firearms and grenades alongside Cambodian soldiers at BHQ 911 - a military bodyguard unit. The same phone reportedly held ChatGPT queries about attacking "important locations" and the destructive power of C4. Daily News describes the phone evidence in broader terms, citing search history on sabotage methods, explosives, and weapon modification, with the training clips linked to overseas locations now under verification. Sun holds passports from China, Cambodia, and Dominica, the last reportedly investment-linked, plus a Thai pink non-citizen ID, a Thai national ID number, and a registered address in Khlong Sam Wa, Bangkok. He has been in Thailand since 2020, mostly on tourist visas, and re-entered on 27 January 2026 on an elite visa. He had been renting the Bang Lamung house for two years at 38,000 baht a month, and previously lived in Chiang Mai. Sun told police he ran a liquor shop in Cambodia before moving to Thailand. Police say they are still tracing how he obtained the passports, the IDs, the weapons, and the explosives. Sun told officers he was depressed and had bought the cache through online groups with pickup in Rayong, planning to use it on himself. Investigators are not buying it. The arrest started with a single-vehicle crash near Na Jomtien on Friday evening; Sun was in the car with a 33-year-old Taiwanese woman, Ma Yu-Hsin. Police searched the vehicle, found a Glock 26 with magazines, and obtained a warrant for the Bang Lamung residence. Both are in custody.
0:50

Chinese National Held Near Pattaya With C4 Vests, Three Passports, And Training Clips From Cambodia Thai police arrested a 31-year-old Chinese national, Sun Mingchen, after a search of his rented house off Huai Yai in Bang Lamung turned up nearly 5kg of C4, three bulletproof vests, two M16 assault rifles, four Russian POMZ-2 anti-personnel mines, grenades of Korean, Burmese, and other origin, remote detonators, gas masks, and four jerry cans of gasoline. Some of the 5.56mm rounds carried the LOT RTA marking from the Royal Thai Army Ammunition Plant. The Royal Thai Police Commissioner-General has ordered a full investigation. The Chinese Embassy, Immigration, EOD, and national security agencies are all involved. According to The Pattaya News, Sun's phone contained training videos of him handling firearms and grenades alongside Cambodian soldiers at BHQ 911 - a military bodyguard unit. The same phone reportedly held ChatGPT queries about attacking "important locations" and the destructive power of C4. Daily News describes the phone evidence in broader terms, citing search history on sabotage methods, explosives, and weapon modification, with the training clips linked to overseas locations now under verification. Sun holds passports from China, Cambodia, and Dominica, the last reportedly investment-linked, plus a Thai pink non-citizen ID, a Thai national ID number, and a registered address in Khlong Sam Wa, Bangkok. He has been in Thailand since 2020, mostly on tourist visas, and re-entered on 27 January 2026 on an elite visa. He had been renting the Bang Lamung house for two years at 38,000 baht a month, and previously lived in Chiang Mai. Sun told police he ran a liquor shop in Cambodia before moving to Thailand. Police say they are still tracing how he obtained the passports, the IDs, the weapons, and the explosives. Sun told officers he was depressed and had bought the cache through online groups with pickup in Rayong, planning to use it on himself. Investigators are not buying it. The arrest started with a single-vehicle crash near Na Jomtien on Friday evening; Sun was in the car with a 33-year-old Taiwanese woman, Ma Yu-Hsin. Police searched the vehicle, found a Glock 26 with magazines, and obtained a warrant for the Bang Lamung residence. Both are in custody.

Jacob in Cambodia 🇺🇸 🇰🇭

60,719 просмотров • 3 месяцев назад

PRESS RELEASE 🚨 Title: Pakistani Activist State-Led Intimidation After Criticizing Punjab Leadership [Gujrat ,Pakistan 20-07-2025] A Pakistani social media activist Aladeen and political commentator is facing state-backed harassment, threats, and surveillance in response to public criticism of Punjab’s Chief Minister, Maryam Nawaz, and the provincial administration's handling of corruption, governance, and human rights concerns. In the past two weeks, the activist, who is choosing to remain temporarily anonymous due to ongoing death threats, has been vocal on digital platforms about: • Multi-billion rupee corruption scandals under the current Punjab government, • Administrative failure during recent monsoon flooding in the province, • And the alleged abduction of a political figure known as Sajid Chacha, raising concerns of enforced disappearances. As retaliation, the following events have taken place: • A fake First Information Report (FIR) has been lodged against the activist by Punjab Police under vague allegations of "spreading social media unrest". • 20-07-2025 around 1:30 to 2:00, three police vehicles and one unmarked car carrying approximately 20 officers stormed the activist’s family residence in Gujrat. • The activist’s father was harassed, his national ID and mobile phone were confiscated, and he was ordered to appear before officials in Gujranwala. • The family continues to face psychological and physical intimidation from Pakistani intelligence services (ISI) in both Kharian and Gujranwala. • The activist reports receiving direct and indirect death threats and warns of a deliberate campaign to silence dissent using fear, coercion, and legal manipulation. “This is not just about me. This is about the increasing use of state power to silence voices that question corruption, abuse of power, or enforced disappearances. I will not be silenced by fear. I intend to pursue legal action in Europe and raise this matter before international human rights bodies,” the activist stated. The activist alleges that Pakistan’s powerful intelligence agency, the ISI, is being misused to shield politicians and suppress lawful criticism. This raises serious questions about press freedom, civil liberties, and the rule of law in Pakistan. The activist has begun collecting legal documentation and has pledged to pursue international legal action against all involved officials and institutions, both in Pakistan and in European jurisdictions, where relevant laws allow legal recourse against torture, threats, and persecution. This case is part of a larger pattern of digital repression in Pakistan, where journalists, critics, and civil society members face threats, enforced silence, and exile for speaking truth to power. The activist calls upon: • The international community, • Human rights defenders, • Journalistic and legal networks, to closely monitor the situation in Punjab, demand accountability, and ensure protection of democratic rights and freedom of speech in Pakistan. Media Contact: Aladeen Cc Amnesty International South Asia, Regional Office Steve Hanke Ilhan Omar Claudia Webbe Mike Benz UN Human Rights Human Rights Watch Derek J. Grossman Jared Genser Sadiq Amini - صادق امینی Ben Linden PEN America Rep. Suhas Subramanyam (VA-10) Greg Casar Rep. Jimmy Panetta Rep. Johnny Olszewski Richard Medhurst Mario Nawfal Kasim Khan Jemima Goldsmith Darren J. Beattie 🌐 Larry Brilliant MD MPH FACPM 💛💙 Jeffrey Skoll Volker Türk Piers Morgan Mehdi Hasan
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PRESS RELEASE 🚨 Title: Pakistani Activist State-Led Intimidation After Criticizing Punjab Leadership [Gujrat ,Pakistan 20-07-2025] A Pakistani social media activist Aladeen and political commentator is facing state-backed harassment, threats, and surveillance in response to public criticism of Punjab’s Chief Minister, Maryam Nawaz, and the provincial administration's handling of corruption, governance, and human rights concerns. In the past two weeks, the activist, who is choosing to remain temporarily anonymous due to ongoing death threats, has been vocal on digital platforms about: • Multi-billion rupee corruption scandals under the current Punjab government, • Administrative failure during recent monsoon flooding in the province, • And the alleged abduction of a political figure known as Sajid Chacha, raising concerns of enforced disappearances. As retaliation, the following events have taken place: • A fake First Information Report (FIR) has been lodged against the activist by Punjab Police under vague allegations of "spreading social media unrest". • 20-07-2025 around 1:30 to 2:00, three police vehicles and one unmarked car carrying approximately 20 officers stormed the activist’s family residence in Gujrat. • The activist’s father was harassed, his national ID and mobile phone were confiscated, and he was ordered to appear before officials in Gujranwala. • The family continues to face psychological and physical intimidation from Pakistani intelligence services (ISI) in both Kharian and Gujranwala. • The activist reports receiving direct and indirect death threats and warns of a deliberate campaign to silence dissent using fear, coercion, and legal manipulation. “This is not just about me. This is about the increasing use of state power to silence voices that question corruption, abuse of power, or enforced disappearances. I will not be silenced by fear. I intend to pursue legal action in Europe and raise this matter before international human rights bodies,” the activist stated. The activist alleges that Pakistan’s powerful intelligence agency, the ISI, is being misused to shield politicians and suppress lawful criticism. This raises serious questions about press freedom, civil liberties, and the rule of law in Pakistan. The activist has begun collecting legal documentation and has pledged to pursue international legal action against all involved officials and institutions, both in Pakistan and in European jurisdictions, where relevant laws allow legal recourse against torture, threats, and persecution. This case is part of a larger pattern of digital repression in Pakistan, where journalists, critics, and civil society members face threats, enforced silence, and exile for speaking truth to power. The activist calls upon: • The international community, • Human rights defenders, • Journalistic and legal networks, to closely monitor the situation in Punjab, demand accountability, and ensure protection of democratic rights and freedom of speech in Pakistan. Media Contact: Aladeen Cc Amnesty International South Asia, Regional Office Steve Hanke Ilhan Omar Claudia Webbe Mike Benz UN Human Rights Human Rights Watch Derek J. Grossman Jared Genser Sadiq Amini - صادق امینی Ben Linden PEN America Rep. Suhas Subramanyam (VA-10) Greg Casar Rep. Jimmy Panetta Rep. Johnny Olszewski Richard Medhurst Mario Nawfal Kasim Khan Jemima Goldsmith Darren J. Beattie 🌐 Larry Brilliant MD MPH FACPM 💛💙 Jeffrey Skoll Volker Türk Piers Morgan Mehdi Hasan

Aladeen

19,981 просмотров • 1 год назад

Milestone! We (robotic arms for gadgets assembly) finished the first commercial order, which brought the first revenue. Here are some learnings from this: The customer was a smart toy manufacturer. The task was to add a heatsink to Raspberry Pi. We received parts from them and returned the assembled modules back. Currently, it's done by teleoperation. Later it will be done by a remote employee via the Internet. Then it will be automated action by action, reducing the operator's time on this and making the task profitable. ps. If you have an assembly task that we can do for you asynchronically - leave a comment below. Learning 1. It's possible! This task which is usually done by the human arm with 5 fingers can be done with a two-finger gripper with the addition of a couple of simple tooling. The task was not simplified. We peeled off thin films from stickers, unpacked paper boxes, moved PCB boards full of components, etc. And no unsolvable problems have been encountered yet. Challenges: 1) The paper box shifted during the opening Solved with the plastic walls that you can lean against 2) Heat pad, stuck to the gripper instead of heat sync. Can be solved by gripper with a pump, but this time solved with the patience of the operator 3) The film on the pad is very thin. Turned out that sub-millimeter arm precision is enough to peel it off with just a regular gripper. 4) The working area has not enough space. You'll only know this by doing real tasks in bulk. This could be solved by an extra pair of long arms, but in this case, solved with the patience of the operator. I think that in the end, we will have 5-10 types of universal tooling and 5-10 types of grippers to solve almost all the problems in such assembly tasks. Learning 2. It's slow. It took 5 times more time, than doing it with human hands. But the good news is there's a lot of room for improvement. We now have specific “time for task” metrics, which we will decrease with iterations. The main reasons for slowness: 1) To rotate the gripper to a steep angle you are forced to control one robot arm with two hands instead of using both arms. We can fix this by just making more room for rotations. 2) Grabbing PCB board with two arms is hard. A slight difference in rotation can break the board, and it's hard to control these angles visually. To solve this, the best way is to use force feedback so you can feel the pressure applied to the item. 3) Accuracy and steadiness is still can be improved We will try a metal version and double the motors to do this. 4) It is physically difficult for the human hands to move with such precision To solve this, we will add a pad for the hands like in surgical robots Learning 3. It's a good business model The "Factory in the cloud" is a good business model for this stage. You send us parts and we send back assembled modules. Currently, it's more convenient than sending a robot to your place, as we can iterate/fix the robot quickly and utilize it 100% of the time. When we polish the set-up over time - we can send robots to your place. So if we can assemble something for you in the USA with Chinese prices by using modern automation - leave a comment below.
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Milestone! We (robotic arms for gadgets assembly) finished the first commercial order, which brought the first revenue. Here are some learnings from this: The customer was a smart toy manufacturer. The task was to add a heatsink to Raspberry Pi. We received parts from them and returned the assembled modules back. Currently, it's done by teleoperation. Later it will be done by a remote employee via the Internet. Then it will be automated action by action, reducing the operator's time on this and making the task profitable. ps. If you have an assembly task that we can do for you asynchronically - leave a comment below. Learning 1. It's possible! This task which is usually done by the human arm with 5 fingers can be done with a two-finger gripper with the addition of a couple of simple tooling. The task was not simplified. We peeled off thin films from stickers, unpacked paper boxes, moved PCB boards full of components, etc. And no unsolvable problems have been encountered yet. Challenges: 1) The paper box shifted during the opening Solved with the plastic walls that you can lean against 2) Heat pad, stuck to the gripper instead of heat sync. Can be solved by gripper with a pump, but this time solved with the patience of the operator 3) The film on the pad is very thin. Turned out that sub-millimeter arm precision is enough to peel it off with just a regular gripper. 4) The working area has not enough space. You'll only know this by doing real tasks in bulk. This could be solved by an extra pair of long arms, but in this case, solved with the patience of the operator. I think that in the end, we will have 5-10 types of universal tooling and 5-10 types of grippers to solve almost all the problems in such assembly tasks. Learning 2. It's slow. It took 5 times more time, than doing it with human hands. But the good news is there's a lot of room for improvement. We now have specific “time for task” metrics, which we will decrease with iterations. The main reasons for slowness: 1) To rotate the gripper to a steep angle you are forced to control one robot arm with two hands instead of using both arms. We can fix this by just making more room for rotations. 2) Grabbing PCB board with two arms is hard. A slight difference in rotation can break the board, and it's hard to control these angles visually. To solve this, the best way is to use force feedback so you can feel the pressure applied to the item. 3) Accuracy and steadiness is still can be improved We will try a metal version and double the motors to do this. 4) It is physically difficult for the human hands to move with such precision To solve this, we will add a pad for the hands like in surgical robots Learning 3. It's a good business model The "Factory in the cloud" is a good business model for this stage. You send us parts and we send back assembled modules. Currently, it's more convenient than sending a robot to your place, as we can iterate/fix the robot quickly and utilize it 100% of the time. When we polish the set-up over time - we can send robots to your place. So if we can assemble something for you in the USA with Chinese prices by using modern automation - leave a comment below.

Igor Kulakov

37,266 просмотров • 1 год назад

GOOD MORNING ESTEEMED, FIND BELOW STATE-BY-STATE EXECUTIVE SUMMARY OF Nigeria Police Force OPERATIONAL SUCCESS 30th July, 2026 1. IMO STATE (29th July, 2026): FOUR KIDNAP VICTIMS RESCUED ✅ Police tactical teams rescued four kidnap victims with bullet wounds. ✅ Three locally-made firearms recovered from the scene. ✅ Victims rushed to hospital for medical attention. ✅ Bush-combing operations ongoing to rescue remaining victims and arrest the kidnappers. 🔹 Status: SCID Owerri Investigating. 2. OSUN STATE (28th July, 2026): MURDER SUSPECT ARRESTED ✅ One suspect arrested for the alleged murder of a 12-year-old boy. ✅ Suspect is in Police custody assisting investigation. 🔹 Status: SCID Osogbo Investigating. 3. SOKOTO STATE (29th–30th July, 2026): MULTIPLE OPERATIONAL SUCCESSES A. Bandit Attack Foiled / Firearm Recovered ✅ Tactical teams repelled a bandit attack during a gun duel. ✅ Two bandits neutralized. ✅ One locally fabricated pistol, 27 rounds of live ammunition and two cutlasses recovered. ✅ No casualty recorded among security personnel or villagers. 🔹 Status: SCID Sokoto Investigating. 4. KATSINA STATE (30th July, 2026): BANDIT NEUTRALIZED / AK-47 RIFLE RECOVERED ✅ Police operatives and VCRU teams repelled a bandit attack during a gun duel. ✅ One bandit neutralized. ✅ One AK-47 rifle and one operational motorcycle recovered. 🔹 Status: SCID Katsina Investigating. 5. NASARAWA STATE (30th July, 2026): FIREARM RECOVERED DURING ANTI-KIDNAPPING OPERATION ✅ Anti-Kidnapping operatives executed a search warrant at a suspected kidnapper’s residence. ✅ One locally-made pistol, illicit drugs, suspected illegally mined minerals and cash recovered. ✅ Efforts ongoing to arrest the fleeing suspect. 🔹 Status: SCID Lafia Investigating. 6. SOKOTO STATE (29th–30th July, 2026): B. Stolen Vehicle Recovered / Suspect Arrested ✅ One suspect arrested in possession of a stolen Toyota Prado belonging to the Chief Judge of Sokoto State. ✅ Vehicle successfully recovered through stop-and-search operations. 🔹 Status: SCID Sokoto Investigating. 7. GOMBE STATE (29th July, 2026): ARMED ROBBERY SUSPECT RESCUED / EXHIBITS RECOVERED ✅ Police operatives rescued a robbery suspect from attempted mob action. ✅ One cutlass and one motorcycle seat recovered as exhibits. ✅ Efforts ongoing to arrest fleeing accomplices and recover the stolen motorcycle. 🔹 Status: SCID Gombe Investigating. 8. AKWA IBOM STATE (29th July, 2026): TWO DRUG SUSPECTS ARRESTED ✅ Two suspected drug dealers arrested during an intelligence-led raid on a criminal hideout. ✅ Large quantities of suspected Indian hemp recovered. ✅ Investigation ongoing to arrest other gang members. 🔹 Status: SCID Uyo Investigating. CSP ANI INIEDU, ANIPR FORCE PUBLIC RELATIONS OFFICER FORCE HEADQUARTERS, ABUJA. #PoliceIsYourFriend #CitizensAreTheBoss TUNJI DISU Nigeria Police Force
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GOOD MORNING ESTEEMED, FIND BELOW STATE-BY-STATE EXECUTIVE SUMMARY OF Nigeria Police Force OPERATIONAL SUCCESS 30th July, 2026 1. IMO STATE (29th July, 2026): FOUR KIDNAP VICTIMS RESCUED ✅ Police tactical teams rescued four kidnap victims with bullet wounds. ✅ Three locally-made firearms recovered from the scene. ✅ Victims rushed to hospital for medical attention. ✅ Bush-combing operations ongoing to rescue remaining victims and arrest the kidnappers. 🔹 Status: SCID Owerri Investigating. 2. OSUN STATE (28th July, 2026): MURDER SUSPECT ARRESTED ✅ One suspect arrested for the alleged murder of a 12-year-old boy. ✅ Suspect is in Police custody assisting investigation. 🔹 Status: SCID Osogbo Investigating. 3. SOKOTO STATE (29th–30th July, 2026): MULTIPLE OPERATIONAL SUCCESSES A. Bandit Attack Foiled / Firearm Recovered ✅ Tactical teams repelled a bandit attack during a gun duel. ✅ Two bandits neutralized. ✅ One locally fabricated pistol, 27 rounds of live ammunition and two cutlasses recovered. ✅ No casualty recorded among security personnel or villagers. 🔹 Status: SCID Sokoto Investigating. 4. KATSINA STATE (30th July, 2026): BANDIT NEUTRALIZED / AK-47 RIFLE RECOVERED ✅ Police operatives and VCRU teams repelled a bandit attack during a gun duel. ✅ One bandit neutralized. ✅ One AK-47 rifle and one operational motorcycle recovered. 🔹 Status: SCID Katsina Investigating. 5. NASARAWA STATE (30th July, 2026): FIREARM RECOVERED DURING ANTI-KIDNAPPING OPERATION ✅ Anti-Kidnapping operatives executed a search warrant at a suspected kidnapper’s residence. ✅ One locally-made pistol, illicit drugs, suspected illegally mined minerals and cash recovered. ✅ Efforts ongoing to arrest the fleeing suspect. 🔹 Status: SCID Lafia Investigating. 6. SOKOTO STATE (29th–30th July, 2026): B. Stolen Vehicle Recovered / Suspect Arrested ✅ One suspect arrested in possession of a stolen Toyota Prado belonging to the Chief Judge of Sokoto State. ✅ Vehicle successfully recovered through stop-and-search operations. 🔹 Status: SCID Sokoto Investigating. 7. GOMBE STATE (29th July, 2026): ARMED ROBBERY SUSPECT RESCUED / EXHIBITS RECOVERED ✅ Police operatives rescued a robbery suspect from attempted mob action. ✅ One cutlass and one motorcycle seat recovered as exhibits. ✅ Efforts ongoing to arrest fleeing accomplices and recover the stolen motorcycle. 🔹 Status: SCID Gombe Investigating. 8. AKWA IBOM STATE (29th July, 2026): TWO DRUG SUSPECTS ARRESTED ✅ Two suspected drug dealers arrested during an intelligence-led raid on a criminal hideout. ✅ Large quantities of suspected Indian hemp recovered. ✅ Investigation ongoing to arrest other gang members. 🔹 Status: SCID Uyo Investigating. CSP ANI INIEDU, ANIPR FORCE PUBLIC RELATIONS OFFICER FORCE HEADQUARTERS, ABUJA. #PoliceIsYourFriend #CitizensAreTheBoss TUNJI DISU Nigeria Police Force

Nigeria Police Force

84,451 просмотров • 23 дней назад

Good Morning Esteemed, Kindly find below the State-by-State Executive Summary of Nigeria Police Force Operational Success in the last 24 hours. 1. ANAMBRA STATE: RECOVERY OF ABANDONED VEHICLE ✅ Police operatives recovered an abandoned Toyota Hiace bus concealed in a bush following information from local vigilantes. ✅ Joint security teams have commenced bush-combing operations to locate possible abducted passengers or identify the vehicle owners. 🔹 Status: SCID Awka Investigating. 2. BENUE STATE: ATTEMPTED HOMICIDE / CATTLE RUSTLING / ARREST OF SUSPECT ✅ Police rescued two victims with gunshot injuries and rushed them for medical treatment. ✅ One suspect arrested through credible intelligence. ✅ Efforts ongoing to arrest other fleeing suspects and recover rustled cattle. 🔹 Status: SCID Makurdi Investigating. 3. EKITI STATE: MULTIPLE OPERATIONAL SUCCESSES A. Armed Robbery Suspect Arrested / Recovery of Stolen Property ✅ Police foiled an armed robbery operation following a distress call. ✅ One suspect neutralized during the exchange of gunfire and taken into custody for treatment. ✅ Multiple stolen valuables worth over ₦3.6 million recovered. ✅ One locally made firearm recovered. 🔹 Status: SCID Ado-Ekiti Investigating. B. Cattle Rustling Suspects Arrested ✅ Police arrested three suspected cattle rustlers following a coordinated operation. ✅ Two stolen cows recovered. ✅ Efforts ongoing to arrest one fleeing suspect. 🔹 Status: SCID Ado-Ekiti Investigating. 4. EBONYI STATE: MULTIPLE OPERATIONAL SUCCESSES A. Recovery of Firearm ✅ Vigilantes disarmed an armed suspect. ✅ One pump-action gun, one live cartridge and handcuffs recovered. ✅ Police intensifying efforts to arrest fleeing suspects. 🔹 Status: SCID Abakaliki Investigating. B. Murder Suspects Arrested ✅ Police arrested three suspects linked to a murder case. ✅ Efforts ongoing to apprehend other fleeing accomplices. 🔹 Status: SCID Abakaliki Investigating. 5. ENUGU STATE: ARREST OF SUSPECTED CULTISTS ✅ Joint security operatives raided a hotel following credible intelligence. ✅ Eight suspected members of the Vikings Confraternity arrested. ✅ Suspects transferred to the Anti-Cultism Unit for further investigation. 🔹 Status: SCID Enugu Investigating. 6. FCT: FOILED ARMED ROBBERY ATTEMPT ✅ Police foiled an attempted vehicle snatching during routine patrol. ✅ Victim rescued and evacuated for medical treatment after sustaining a gunshot injury. ✅ Vehicle secured by the police. ✅ Efforts ongoing to arrest fleeing suspects. 🔹 Status: SCID Abuja Investigating. 7. KATSINA STATE: BANDIT ATTACK REPPELLED ✅ Police engaged armed bandits in a fierce gun duel, forcing them to retreat with suspected gunshot wounds. ✅ One victim lost his life while another is receiving treatment. ✅ Bush-combing operations ongoing to apprehend the fleeing bandits. 🔹 Status: SCID Katsina Investigating. 8. KWARA STATE: RESCUE OF KIDNAP VICTIM ✅ Joint security operatives engaged kidnappers in a gun duel during a rescue operation. ✅ One kidnapped victim rescued safely and reunited with her family. ✅ One vigilante lost his life while another sustained injuries. ✅ Efforts ongoing to arrest fleeing suspects. 🔹 Status: SCID Ilorin Investigating. 9. NASARAWA STATE: MULTIPLE OPERATIONAL SUCCESSES A. Armed Robbery Suspect Arrested ✅ Joint police and vigilante team disrupted suspected armed robbers. ✅ One suspect arrested with a stolen motorcycle. ✅ Suspect confessed and implicated other accomplices. ✅ Efforts ongoing to arrest fleeing gang members. 🔹 Status: SCID Lafia Investigating. 10. OGUN STATE: HUMAN TRAFFICKING INVESTIGATION ✅ Police intensified investigations into a suspected human trafficking network. ✅ One suspect taken into custody to aid ongoing investigations. ✅ Efforts ongoing to rescue the remaining victim. 🔹 Status: SCID Abeokuta Investigating.
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Good Morning Esteemed, Kindly find below the State-by-State Executive Summary of Nigeria Police Force Operational Success in the last 24 hours. 1. ANAMBRA STATE: RECOVERY OF ABANDONED VEHICLE ✅ Police operatives recovered an abandoned Toyota Hiace bus concealed in a bush following information from local vigilantes. ✅ Joint security teams have commenced bush-combing operations to locate possible abducted passengers or identify the vehicle owners. 🔹 Status: SCID Awka Investigating. 2. BENUE STATE: ATTEMPTED HOMICIDE / CATTLE RUSTLING / ARREST OF SUSPECT ✅ Police rescued two victims with gunshot injuries and rushed them for medical treatment. ✅ One suspect arrested through credible intelligence. ✅ Efforts ongoing to arrest other fleeing suspects and recover rustled cattle. 🔹 Status: SCID Makurdi Investigating. 3. EKITI STATE: MULTIPLE OPERATIONAL SUCCESSES A. Armed Robbery Suspect Arrested / Recovery of Stolen Property ✅ Police foiled an armed robbery operation following a distress call. ✅ One suspect neutralized during the exchange of gunfire and taken into custody for treatment. ✅ Multiple stolen valuables worth over ₦3.6 million recovered. ✅ One locally made firearm recovered. 🔹 Status: SCID Ado-Ekiti Investigating. B. Cattle Rustling Suspects Arrested ✅ Police arrested three suspected cattle rustlers following a coordinated operation. ✅ Two stolen cows recovered. ✅ Efforts ongoing to arrest one fleeing suspect. 🔹 Status: SCID Ado-Ekiti Investigating. 4. EBONYI STATE: MULTIPLE OPERATIONAL SUCCESSES A. Recovery of Firearm ✅ Vigilantes disarmed an armed suspect. ✅ One pump-action gun, one live cartridge and handcuffs recovered. ✅ Police intensifying efforts to arrest fleeing suspects. 🔹 Status: SCID Abakaliki Investigating. B. Murder Suspects Arrested ✅ Police arrested three suspects linked to a murder case. ✅ Efforts ongoing to apprehend other fleeing accomplices. 🔹 Status: SCID Abakaliki Investigating. 5. ENUGU STATE: ARREST OF SUSPECTED CULTISTS ✅ Joint security operatives raided a hotel following credible intelligence. ✅ Eight suspected members of the Vikings Confraternity arrested. ✅ Suspects transferred to the Anti-Cultism Unit for further investigation. 🔹 Status: SCID Enugu Investigating. 6. FCT: FOILED ARMED ROBBERY ATTEMPT ✅ Police foiled an attempted vehicle snatching during routine patrol. ✅ Victim rescued and evacuated for medical treatment after sustaining a gunshot injury. ✅ Vehicle secured by the police. ✅ Efforts ongoing to arrest fleeing suspects. 🔹 Status: SCID Abuja Investigating. 7. KATSINA STATE: BANDIT ATTACK REPPELLED ✅ Police engaged armed bandits in a fierce gun duel, forcing them to retreat with suspected gunshot wounds. ✅ One victim lost his life while another is receiving treatment. ✅ Bush-combing operations ongoing to apprehend the fleeing bandits. 🔹 Status: SCID Katsina Investigating. 8. KWARA STATE: RESCUE OF KIDNAP VICTIM ✅ Joint security operatives engaged kidnappers in a gun duel during a rescue operation. ✅ One kidnapped victim rescued safely and reunited with her family. ✅ One vigilante lost his life while another sustained injuries. ✅ Efforts ongoing to arrest fleeing suspects. 🔹 Status: SCID Ilorin Investigating. 9. NASARAWA STATE: MULTIPLE OPERATIONAL SUCCESSES A. Armed Robbery Suspect Arrested ✅ Joint police and vigilante team disrupted suspected armed robbers. ✅ One suspect arrested with a stolen motorcycle. ✅ Suspect confessed and implicated other accomplices. ✅ Efforts ongoing to arrest fleeing gang members. 🔹 Status: SCID Lafia Investigating. 10. OGUN STATE: HUMAN TRAFFICKING INVESTIGATION ✅ Police intensified investigations into a suspected human trafficking network. ✅ One suspect taken into custody to aid ongoing investigations. ✅ Efforts ongoing to rescue the remaining victim. 🔹 Status: SCID Abeokuta Investigating.

FORCE PUBLIC RELATIONS OFFICER

15,520 просмотров • 29 дней назад

#Bangladesh #AwamiLeague is not a banned organization. It is the oldest and largest political party in the country. This party led the nation to independence. It has the right to hold peaceful political programmes not only under the #constitution but also under int'l #humanrights laws, including the #UDHR and the #ICCPR. Additionally, no “state of emergency” currently prevails in Bangladesh. Therefore, activists of the party were fully within their constitutional, democratic, and legal rights to organize a peaceful procession to commemorate “Martyr #NurHossain Day”. The unelected interim regime led by Dr. #Yunus is happy to allow all other parties and orgs to hold political programmes almost on a daily basis, incl. #BNP, #Jamaat, and the SAD Movement. It is also providing full assistance to #Islamist orgs like #HefazateIslam and Islami Andolon in organizing programmes. Their issue only seems to be with the Awami League and its allies. The very definition of #discrimination. Pursuant to that policy, the Yunus regime publicly announced their intention to obstruct the AL from exercising its right to organise a peaceful procession on Nov 10. The unequivocal intentions were expressed by the so-called Chief Adviser of the Government of Bangladesh’s Press Secretary Shafiqul Alam (1) and Adviser Asif Mahmud (2). Both warned of strict action of law enforcement agencies against AL. (1) (2) To obstruct a legitimate and peaceful political programme by a legitimate political party, the regime deployed the police, the army and an unprecedented 191 platoons of border guards (3). The street-enforcers of Yunus’ regime, the SAD, also announced a counter political programme at the same venue just hours before where AL activists were supposed to congregate for the procession, with a clear intent to provoke a confrontation (4). The fact that the SAD Movement had violent intentions is clear from social media posts of people associated with the platform (5). (3) (4) (5) Screenshots & Video clip From the morning of Nov 10, SAD-backed thugs, with full support from BNP and Jamaat armed cadres, took positions in various key points of #Dhaka to violently obstruct AL activists and supporters from reaching the venue. They beat up around 10 people in, or around, the Gulistan area in Dhaka, including two #women. At least 43 activists and supporters of the party were arrested from Motijheel, Dilkusha, and Paltan areas (6). People were beaten up, including senior citizens and women, and handed over to the police simply for chanting the slogan “#JoyBangla”, or even on mere suspicions of being an AL supporter (7). SAD-linked students, BNP-Jamaat cadres, and the police even checked people’s mobile phones on Nov 10 (8) and the night before (9) to “identify” AL supporters and activists. (6) (7) (8) (9) AL activists celebrating the re-election of Donald J. Trump and planning to join the procession with placards and posters were also targeted specifically. The night before Nov 10, joint forces conducted raids in various areas of #Dhaka and arrested at least 10 supporters with Trump placards and U.S. flags (10). There is nothing in the law of Bangladesh which bars celebrating the election win of another country’s leader. In fact, the Yunus regime was happy to allow campaign rallies in support of Kamala Harris just a few days back (11). (10) (11) By acting as they did, the Yunus regime committed multiple violations of the constitutional and human rights of AL activists and supporters, namely, their rights to freedom of movement, expression, association, and privacy. The unelected and unconstitutional #Yunus regime has miserably failed in its test of respecting democratic values too.
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#Bangladesh #AwamiLeague is not a banned organization. It is the oldest and largest political party in the country. This party led the nation to independence. It has the right to hold peaceful political programmes not only under the #constitution but also under int'l #humanrights laws, including the #UDHR and the #ICCPR. Additionally, no “state of emergency” currently prevails in Bangladesh. Therefore, activists of the party were fully within their constitutional, democratic, and legal rights to organize a peaceful procession to commemorate “Martyr #NurHossain Day”. The unelected interim regime led by Dr. #Yunus is happy to allow all other parties and orgs to hold political programmes almost on a daily basis, incl. #BNP, #Jamaat, and the SAD Movement. It is also providing full assistance to #Islamist orgs like #HefazateIslam and Islami Andolon in organizing programmes. Their issue only seems to be with the Awami League and its allies. The very definition of #discrimination. Pursuant to that policy, the Yunus regime publicly announced their intention to obstruct the AL from exercising its right to organise a peaceful procession on Nov 10. The unequivocal intentions were expressed by the so-called Chief Adviser of the Government of Bangladesh’s Press Secretary Shafiqul Alam (1) and Adviser Asif Mahmud (2). Both warned of strict action of law enforcement agencies against AL. (1) (2) To obstruct a legitimate and peaceful political programme by a legitimate political party, the regime deployed the police, the army and an unprecedented 191 platoons of border guards (3). The street-enforcers of Yunus’ regime, the SAD, also announced a counter political programme at the same venue just hours before where AL activists were supposed to congregate for the procession, with a clear intent to provoke a confrontation (4). The fact that the SAD Movement had violent intentions is clear from social media posts of people associated with the platform (5). (3) (4) (5) Screenshots & Video clip From the morning of Nov 10, SAD-backed thugs, with full support from BNP and Jamaat armed cadres, took positions in various key points of #Dhaka to violently obstruct AL activists and supporters from reaching the venue. They beat up around 10 people in, or around, the Gulistan area in Dhaka, including two #women. At least 43 activists and supporters of the party were arrested from Motijheel, Dilkusha, and Paltan areas (6). People were beaten up, including senior citizens and women, and handed over to the police simply for chanting the slogan “#JoyBangla”, or even on mere suspicions of being an AL supporter (7). SAD-linked students, BNP-Jamaat cadres, and the police even checked people’s mobile phones on Nov 10 (8) and the night before (9) to “identify” AL supporters and activists. (6) (7) (8) (9) AL activists celebrating the re-election of Donald J. Trump and planning to join the procession with placards and posters were also targeted specifically. The night before Nov 10, joint forces conducted raids in various areas of #Dhaka and arrested at least 10 supporters with Trump placards and U.S. flags (10). There is nothing in the law of Bangladesh which bars celebrating the election win of another country’s leader. In fact, the Yunus regime was happy to allow campaign rallies in support of Kamala Harris just a few days back (11). (10) (11) By acting as they did, the Yunus regime committed multiple violations of the constitutional and human rights of AL activists and supporters, namely, their rights to freedom of movement, expression, association, and privacy. The unelected and unconstitutional #Yunus regime has miserably failed in its test of respecting democratic values too.

Mohammad Ali Arafat

42,222 просмотров • 1 год назад

NOIDA WORKERS 'PROTESTS'? GHANTA! A COORDINATED PLOT TO INCITE RIOTS WITH ANTI-NATIONAL MOTIVES! (Read Full) 👉How can we say it was STAGED? ~QR codes ~WhatsApp groups ~Overnight mobilisation with specific instructions to put factories on fire at night ~HAWALA money from Pakistan 👉MOTIVE: 1. Spread Ri0ts all over UP to target CM .Yogi Adityanath Ji's main achievement- 'Law & Order' 2. Hurt Investments coming in UP by projecting 'UP isn't safe'. 3. Create panic among migrant workers 4. Disrupt export-driven sectors especially cloth industry which has shifted from Bangladesh to Bharat. 5. Trying Noida as a 'Laboratory' to start running same model in all NDA/BJP ruled states to hurt Bharat's overall economy & exports. 👉Is Workers' concern over increase in wages Genuine?- YES Is the concern addressed?- YES Late last night, after marathon talks with private company owners and workers, UP-YOGI Sarkar has already declared MINIMUM WAGES HIKE UPTO ₹5000 & HAS ALREADY IMPLEMENTED. This hike is a solid 21%. Noida now has the HIGHEST minimum wage in the entire state of Uttar Pradesh. A full one-month consultation process is currently underway before the final decision is locked in. The government is actively addressing every genuine demand of the workers. THEN WHY WERE THE RI0TS STARTED AGAIN TODAY? THINK! 👉But THEY chose a wrong govt to try this 'Laboratory Experiment'! 🔥Yogi Sarkar's Action against Ri0ters: ~Mass Arrests: 353 ri0ters already in custody. ~Interrogations: 100+ suspects currently under INTENSE questioning. ~UP Cyber teams are infiltrating WhatsApp groups to trace the "hidden hand." ~500+ coordinated X handles identified for fueling the fire incl allegedly connected to SP, CONgress and even 'paid' GC Trolls. Now I just want Yogi Ji to make these Bast@rds repent for taking birth in this world for this crime. Sir, pls put NSA on each & every Bast@rd & make their life hell by not even allowing bail for atleast one year. SET AN EXAMPLE such that kisi ki bhi Ruh Kaap Jaye even with the thought of any such misadventure again in UP or in any other State. Set such an example that every CM in Bharat will be forced to follow. No compromise with Bharat's Safety & Prosperity....even on Humanitarian Grounds. Btw....when Pakistan Hawala Money link appeared....I instantly remembered Dhurandhar-2. Bhul gaye?....Atiq Connection with ISI... Political Patronage to Atiq in 'India'. Pawns change, Handlers remain the same. Over to you, Babaji🙏🔥
1:33

NOIDA WORKERS 'PROTESTS'? GHANTA! A COORDINATED PLOT TO INCITE RIOTS WITH ANTI-NATIONAL MOTIVES! (Read Full) 👉How can we say it was STAGED? ~QR codes ~WhatsApp groups ~Overnight mobilisation with specific instructions to put factories on fire at night ~HAWALA money from Pakistan 👉MOTIVE: 1. Spread Ri0ts all over UP to target CM .Yogi Adityanath Ji's main achievement- 'Law & Order' 2. Hurt Investments coming in UP by projecting 'UP isn't safe'. 3. Create panic among migrant workers 4. Disrupt export-driven sectors especially cloth industry which has shifted from Bangladesh to Bharat. 5. Trying Noida as a 'Laboratory' to start running same model in all NDA/BJP ruled states to hurt Bharat's overall economy & exports. 👉Is Workers' concern over increase in wages Genuine?- YES Is the concern addressed?- YES Late last night, after marathon talks with private company owners and workers, UP-YOGI Sarkar has already declared MINIMUM WAGES HIKE UPTO ₹5000 & HAS ALREADY IMPLEMENTED. This hike is a solid 21%. Noida now has the HIGHEST minimum wage in the entire state of Uttar Pradesh. A full one-month consultation process is currently underway before the final decision is locked in. The government is actively addressing every genuine demand of the workers. THEN WHY WERE THE RI0TS STARTED AGAIN TODAY? THINK! 👉But THEY chose a wrong govt to try this 'Laboratory Experiment'! 🔥Yogi Sarkar's Action against Ri0ters: ~Mass Arrests: 353 ri0ters already in custody. ~Interrogations: 100+ suspects currently under INTENSE questioning. ~UP Cyber teams are infiltrating WhatsApp groups to trace the "hidden hand." ~500+ coordinated X handles identified for fueling the fire incl allegedly connected to SP, CONgress and even 'paid' GC Trolls. Now I just want Yogi Ji to make these Bast@rds repent for taking birth in this world for this crime. Sir, pls put NSA on each & every Bast@rd & make their life hell by not even allowing bail for atleast one year. SET AN EXAMPLE such that kisi ki bhi Ruh Kaap Jaye even with the thought of any such misadventure again in UP or in any other State. Set such an example that every CM in Bharat will be forced to follow. No compromise with Bharat's Safety & Prosperity....even on Humanitarian Grounds. Btw....when Pakistan Hawala Money link appeared....I instantly remembered Dhurandhar-2. Bhul gaye?....Atiq Connection with ISI... Political Patronage to Atiq in 'India'. Pawns change, Handlers remain the same. Over to you, Babaji🙏🔥

BhikuMhatre

135,375 просмотров • 4 месяцев назад

"Hindu Hriday Samrat" Spits on Hindus 1. On 22 April 2025, Muslims slaughtered 25 Hindu men after religious profiling in #PahalgamTerroristAttack. 2. Immediately, #PseudoHindutva RSS-BJP and "Hindu Hriday Samrat" accused Pakistan without any evidence, to cover up their utter incompetence, if not any other thing. 3. Their propaganda machinery cleverly diverted the genocidal attack on Hindus by Muslims as an Indo-Pak issue. 4. Then they took India to war but called it off in 3 days prematurely (#ceasefire) without achieving any purpose. It turned out to be an expensive fireworks and laser show, making a fool of gullible Hindus. 5. Immediately thereafter, from 13 May 2025 onwards, the RSS-BJP-Modi launched an election campaign in the name of #TirangaYatra. 6. Now they have roped in Asaduddin Owaisi, MP from Hyderabad of AIMIM party, and a few other opposition MPs to tour different countries and tell them about Islamic terrorism by Pakistan and #OperationSindoor. 7. This is the same AIMIM (All India Majlis-e-Ittehadul Muslimeen), which was called the Razakar Party, under the leadership of Qasim Rizvi, indulged in one of the worst forms of Islamic Jihad and genocided lakhs of Hindus in the late 1940s with impunity. 8. Akbaruddin Owaisi, who is a local MLA of AIMIM party and brother of Asaduddin Owaisi, has been openly threatening to genocide Hindus with impunity. Watch this video clip👇. This is an unimpeachable evidence that AIMIM has not abandoned its ideology of violence and religious genocide of Hindus and continues to subscribe to it de facto. 9. Notably, since at least the 1980s, both BJP and AIMIM have been growing politically in Telangana in cahoots with each other, by creating communal polarisation. 10. Now, the "Hindu Hriday Samrat" and his RSS-BJP spit on Hindus by engaging the MP of the same Razakar Party, which massacred lakhs of Hindus, whose brother openly terrorises to genocide Hindus, to lead delegation to foreign countries to expose Pakistan's support for Islamic terrorism.
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"Hindu Hriday Samrat" Spits on Hindus 1. On 22 April 2025, Muslims slaughtered 25 Hindu men after religious profiling in #PahalgamTerroristAttack. 2. Immediately, #PseudoHindutva RSS-BJP and "Hindu Hriday Samrat" accused Pakistan without any evidence, to cover up their utter incompetence, if not any other thing. 3. Their propaganda machinery cleverly diverted the genocidal attack on Hindus by Muslims as an Indo-Pak issue. 4. Then they took India to war but called it off in 3 days prematurely (#ceasefire) without achieving any purpose. It turned out to be an expensive fireworks and laser show, making a fool of gullible Hindus. 5. Immediately thereafter, from 13 May 2025 onwards, the RSS-BJP-Modi launched an election campaign in the name of #TirangaYatra. 6. Now they have roped in Asaduddin Owaisi, MP from Hyderabad of AIMIM party, and a few other opposition MPs to tour different countries and tell them about Islamic terrorism by Pakistan and #OperationSindoor. 7. This is the same AIMIM (All India Majlis-e-Ittehadul Muslimeen), which was called the Razakar Party, under the leadership of Qasim Rizvi, indulged in one of the worst forms of Islamic Jihad and genocided lakhs of Hindus in the late 1940s with impunity. 8. Akbaruddin Owaisi, who is a local MLA of AIMIM party and brother of Asaduddin Owaisi, has been openly threatening to genocide Hindus with impunity. Watch this video clip👇. This is an unimpeachable evidence that AIMIM has not abandoned its ideology of violence and religious genocide of Hindus and continues to subscribe to it de facto. 9. Notably, since at least the 1980s, both BJP and AIMIM have been growing politically in Telangana in cahoots with each other, by creating communal polarisation. 10. Now, the "Hindu Hriday Samrat" and his RSS-BJP spit on Hindus by engaging the MP of the same Razakar Party, which massacred lakhs of Hindus, whose brother openly terrorises to genocide Hindus, to lead delegation to foreign countries to expose Pakistan's support for Islamic terrorism.

M. Nageswara Rao IPS (Retired)

30,220 просмотров • 1 год назад

Training Volume / Intensity / Rep Range / Progressive Overload — Everything You Need To Know: (This is what will grow MOST people best) 𝗧𝗢𝗧𝗔𝗟 𝗦𝗘𝗧𝗦 𝗣𝗘𝗥 𝗪𝗘𝗘𝗞 45ish-60ish total working sets per week - If training 3x per week, this will mean 16, 17, 18ish sets per session - If training 4x per week, this will mean 13, 14, 15ish sets per session - If training 5x per week, this will mean 10, 11, 12ish sets per session 𝗧𝗢𝗧𝗔𝗟 𝗦𝗘𝗧𝗦 𝗣𝗘𝗥 𝗕𝗢𝗗𝗬 𝗣𝗔𝗥𝗧 𝗣𝗘𝗥 𝗪𝗘𝗘𝗞 - For balanced development, you’re going to want to perform 5, 6, 7, 8ish sets per body part per week - If prioritizing a muscle group, you’re going to want to perform 8, 9, 10, MAYBE 10+ sets for that body part each week - If deprioritizing a muscle group, you only need 2, 3, 4ish sets for that body part each week to maintain existing development 𝗙𝗥𝗘𝗤𝗨𝗘𝗡𝗖𝗬 In all likelihood, you will get MORE (in the way of stimulus) by splitting the work you do for a given muscle group across 2 sessions per week Splitting the work you do for a given muscle group across 3 sessions per week can work as well but the potential benefit is probably NOT that large and it diminishes the margin of safety Performing all the work you do for a given muscle group on ONE day (Bro Split Style) can work but it like has an opportunity cost associated with it 𝗧𝗢𝗧𝗔𝗟 𝗦𝗘𝗧𝗦 𝗣𝗘𝗥 𝗘𝗫𝗘𝗥𝗖𝗜𝗦𝗘 The sweet spot is generally 2-3 sets for a given exercise in a given session 1 set is fine depending on the context of the programming as a whole but you likely didn’t squeeze all the juice out of the lemon If you preform 4+ sets of a given exercise in a given session, what the fuck were you doing the first couple of sets? 𝗜𝗡𝗧𝗘𝗡𝗦𝗜𝗧𝗬 The intensity you take sets to can GREATLY IMPACT how many total sets you can perform while still allowing for adequate recovery from session to session Generally speaking, it is a good idea to leave about 1 RIR on most exercises to ensure stimulus is robust but fatigue is kept at bay There is one HUGE caveat to that however: If you do not trust your ability to accurately gauge RIR, it is better to just take your sets to 0 RIR/Failure than it is to risk sandbagging sets by leaving an incidental 2, 3, 4+ reps in the tank…just know you will not be able to generate as high a net stimulus throughout the week if you live in this intensity range 𝗥𝗲𝗽 𝗥𝗮𝗻𝗴𝗲/𝗣𝗿𝗼𝗴𝗿𝗲𝘀𝘀𝗶𝘃𝗲 𝗢𝘃𝗲𝗿𝗹𝗼𝗮𝗱 Pick a weight you can do for 5-6ish reps with GOOD-GREAT technique @ the prescribed RIR (should be 0-2 RIR) Once you can hit 7, 8, 9, 10ish reps with the same GOOD-GREAT technique @ the prescribed RIR, increase the load You can weight select on a SET BY SET BASIS — this means in theory some of your sets could be heavier/lighter than others (assuming you’re doing multiple sets of a given exercise on a given day)
0:22

Training Volume / Intensity / Rep Range / Progressive Overload — Everything You Need To Know: (This is what will grow MOST people best) 𝗧𝗢𝗧𝗔𝗟 𝗦𝗘𝗧𝗦 𝗣𝗘𝗥 𝗪𝗘𝗘𝗞 45ish-60ish total working sets per week - If training 3x per week, this will mean 16, 17, 18ish sets per session - If training 4x per week, this will mean 13, 14, 15ish sets per session - If training 5x per week, this will mean 10, 11, 12ish sets per session 𝗧𝗢𝗧𝗔𝗟 𝗦𝗘𝗧𝗦 𝗣𝗘𝗥 𝗕𝗢𝗗𝗬 𝗣𝗔𝗥𝗧 𝗣𝗘𝗥 𝗪𝗘𝗘𝗞 - For balanced development, you’re going to want to perform 5, 6, 7, 8ish sets per body part per week - If prioritizing a muscle group, you’re going to want to perform 8, 9, 10, MAYBE 10+ sets for that body part each week - If deprioritizing a muscle group, you only need 2, 3, 4ish sets for that body part each week to maintain existing development 𝗙𝗥𝗘𝗤𝗨𝗘𝗡𝗖𝗬 In all likelihood, you will get MORE (in the way of stimulus) by splitting the work you do for a given muscle group across 2 sessions per week Splitting the work you do for a given muscle group across 3 sessions per week can work as well but the potential benefit is probably NOT that large and it diminishes the margin of safety Performing all the work you do for a given muscle group on ONE day (Bro Split Style) can work but it like has an opportunity cost associated with it 𝗧𝗢𝗧𝗔𝗟 𝗦𝗘𝗧𝗦 𝗣𝗘𝗥 𝗘𝗫𝗘𝗥𝗖𝗜𝗦𝗘 The sweet spot is generally 2-3 sets for a given exercise in a given session 1 set is fine depending on the context of the programming as a whole but you likely didn’t squeeze all the juice out of the lemon If you preform 4+ sets of a given exercise in a given session, what the fuck were you doing the first couple of sets? 𝗜𝗡𝗧𝗘𝗡𝗦𝗜𝗧𝗬 The intensity you take sets to can GREATLY IMPACT how many total sets you can perform while still allowing for adequate recovery from session to session Generally speaking, it is a good idea to leave about 1 RIR on most exercises to ensure stimulus is robust but fatigue is kept at bay There is one HUGE caveat to that however: If you do not trust your ability to accurately gauge RIR, it is better to just take your sets to 0 RIR/Failure than it is to risk sandbagging sets by leaving an incidental 2, 3, 4+ reps in the tank…just know you will not be able to generate as high a net stimulus throughout the week if you live in this intensity range 𝗥𝗲𝗽 𝗥𝗮𝗻𝗴𝗲/𝗣𝗿𝗼𝗴𝗿𝗲𝘀𝘀𝗶𝘃𝗲 𝗢𝘃𝗲𝗿𝗹𝗼𝗮𝗱 Pick a weight you can do for 5-6ish reps with GOOD-GREAT technique @ the prescribed RIR (should be 0-2 RIR) Once you can hit 7, 8, 9, 10ish reps with the same GOOD-GREAT technique @ the prescribed RIR, increase the load You can weight select on a SET BY SET BASIS — this means in theory some of your sets could be heavier/lighter than others (assuming you’re doing multiple sets of a given exercise on a given day)

Dean Turner

18,116 просмотров • 6 месяцев назад

RLHF by hand ✍️ ~ 15 steps walkthrough below Train a model on human text and it inherits human bias. It will assume a doctor is a "him", because the data says so. RLHF is the correction. A human marks one preference, doc is them over doc is him, and the weights move. But one correction is not the point. The hope is that the model learns the value behind it, gender neutrality, and applies it to professions nobody ever mentioned. How does it work? Goal: train a reward model from a single human comparison about doctors, then turn it on CEOs, filling in every cell yourself. = 1. Given = A reward model, an LLM, and two (prompt, next) pairs. = 2. Preferences = A human reads both pairs and picks a winner: (doc is, them) beats (doc is, him). The loser is not bad grammar, it is gender bias, and that is the whole signal. = 3. Word embeddings = Let us look up each word of the loser pair. These vectors are the reward model's input. = 4. Linear layer = We multiply by the reward model's weights and add its biases. Out come feature vectors, one per position. = 5. Mean pool = Let us multiply by [1/3, 1/3, 1/3], which averages the three positions into one sentence embedding. = 6. Output layer = We map that sentence down to a single number. Reward = 3. = 7. The winner, the same way = Let us repeat steps 3 to 6 on the winning pair. Reward = 5. = 8. Winner minus loser = We take the gap: 5 - 3 = 2. The reward model wants this positive and as large as it can make it. = 9. Loss gradient = Let us squash the gap into a probability, σ(2) ≈ 0.9, and subtract the target of 1. The gradient is -0.1, and it goes back through the purple weights. The reward model is now trained. = 10. A prompt it has never seen = We start the second half with "[S] CEO is". The feedback in step 2 was about doctors. Nothing connects a CEO to a doctor except what the reward model generalised. = 11. Transformer = Let us push it through attention and a feed forward layer, one vector per position. = 12. Output probabilities = We map each vector to a score over the vocabulary. = 13. Sample = Let us take the highest score. The model completes "CEO is" with "him", which is the same bias the human penalised in step 2. = 14. Score it with the reward model = We feed the new pair (CEO is, him) through steps 3 to 6. Reward = 3, exactly the score it gave "doc is him" in step 6. Nobody taught it about CEOs. The value transferred. = 15. Loss gradient = Let us set the loss to the negative of the reward, so minimising the loss maximises the reward. The gradient is a constant -1, and it goes back through the red weights. The outputs: Loser reward = 3, winner reward = 5 Reward gap = 2, predicted σ ≈ 0.9, reward model gradient = -0.1 LLM samples "him", reward = 3, LLM gradient = -1 Congrats! You just calculated RLHF by hand. And you watched a value generalise: one comparison about doctors, and the model marks down "CEO is him" unprompted. 💾 Save this post!
0:37

RLHF by hand ✍️ ~ 15 steps walkthrough below Train a model on human text and it inherits human bias. It will assume a doctor is a "him", because the data says so. RLHF is the correction. A human marks one preference, doc is them over doc is him, and the weights move. But one correction is not the point. The hope is that the model learns the value behind it, gender neutrality, and applies it to professions nobody ever mentioned. How does it work? Goal: train a reward model from a single human comparison about doctors, then turn it on CEOs, filling in every cell yourself. = 1. Given = A reward model, an LLM, and two (prompt, next) pairs. = 2. Preferences = A human reads both pairs and picks a winner: (doc is, them) beats (doc is, him). The loser is not bad grammar, it is gender bias, and that is the whole signal. = 3. Word embeddings = Let us look up each word of the loser pair. These vectors are the reward model's input. = 4. Linear layer = We multiply by the reward model's weights and add its biases. Out come feature vectors, one per position. = 5. Mean pool = Let us multiply by [1/3, 1/3, 1/3], which averages the three positions into one sentence embedding. = 6. Output layer = We map that sentence down to a single number. Reward = 3. = 7. The winner, the same way = Let us repeat steps 3 to 6 on the winning pair. Reward = 5. = 8. Winner minus loser = We take the gap: 5 - 3 = 2. The reward model wants this positive and as large as it can make it. = 9. Loss gradient = Let us squash the gap into a probability, σ(2) ≈ 0.9, and subtract the target of 1. The gradient is -0.1, and it goes back through the purple weights. The reward model is now trained. = 10. A prompt it has never seen = We start the second half with "[S] CEO is". The feedback in step 2 was about doctors. Nothing connects a CEO to a doctor except what the reward model generalised. = 11. Transformer = Let us push it through attention and a feed forward layer, one vector per position. = 12. Output probabilities = We map each vector to a score over the vocabulary. = 13. Sample = Let us take the highest score. The model completes "CEO is" with "him", which is the same bias the human penalised in step 2. = 14. Score it with the reward model = We feed the new pair (CEO is, him) through steps 3 to 6. Reward = 3, exactly the score it gave "doc is him" in step 6. Nobody taught it about CEOs. The value transferred. = 15. Loss gradient = Let us set the loss to the negative of the reward, so minimising the loss maximises the reward. The gradient is a constant -1, and it goes back through the red weights. The outputs: Loser reward = 3, winner reward = 5 Reward gap = 2, predicted σ ≈ 0.9, reward model gradient = -0.1 LLM samples "him", reward = 3, LLM gradient = -1 Congrats! You just calculated RLHF by hand. And you watched a value generalise: one comparison about doctors, and the model marks down "CEO is him" unprompted. 💾 Save this post!

Tom Yeh

22,105 просмотров • 26 дней назад

BIDEN'S REAL AGENDA IN ANGOLA Biden's gone to Angola for the loot, specifically for minerals like cobalt and copper necessary for powering devices and electric vehicles. That's educator George Lee Jr's blunt assessment of US President Joe Biden's 11th-hour visit to Angola on 2 December. The outgoing president’s tour will include the $5 billion Lobito Corridor, a key infrastructure project co-funded by the United States and the European Union that connects Angola's port of Lobito on the Atlantic coast to the mineral-rich Democratic Republic of the Congo (DRC) and Zambia via a 1,300-kilometre railway. Lee argues the project will only hasten the exploitation of Angola and the DRC. It's part of Washington's effort to counter China's economic clout in Africa. Angola's strategic location on the southwest coast of Africa has long made it a key player in international affairs. It's a convenient export point for goods from Central Africa to the West. However, it's also been central to significant historical events, including a proxy war between Cold War rivals. Moscow backed the Popular Movement for the Liberation of Angola (MPLA) led by Agostinho Neto, while Washington supported the National Front for the Liberation of Angola (FNLA) and its offshoot, the National Union for the Total Independence of Angola (UNITA), led by Jonas Savimbi. The civil war began in 1975 and ended in 2002. Following the war's end, China provided infrastructure development loans that sped up Angola's economic recovery. In turn, China gained access to Angola's oil industry, which now supplies 72 per cent of its output to China. Given China's heavy investments in the region's mining industry, the jury is out on whether Washington can catch up with Beijing. Video credit: Conscious Lee (X)
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BIDEN'S REAL AGENDA IN ANGOLA Biden's gone to Angola for the loot, specifically for minerals like cobalt and copper necessary for powering devices and electric vehicles. That's educator George Lee Jr's blunt assessment of US President Joe Biden's 11th-hour visit to Angola on 2 December. The outgoing president’s tour will include the $5 billion Lobito Corridor, a key infrastructure project co-funded by the United States and the European Union that connects Angola's port of Lobito on the Atlantic coast to the mineral-rich Democratic Republic of the Congo (DRC) and Zambia via a 1,300-kilometre railway. Lee argues the project will only hasten the exploitation of Angola and the DRC. It's part of Washington's effort to counter China's economic clout in Africa. Angola's strategic location on the southwest coast of Africa has long made it a key player in international affairs. It's a convenient export point for goods from Central Africa to the West. However, it's also been central to significant historical events, including a proxy war between Cold War rivals. Moscow backed the Popular Movement for the Liberation of Angola (MPLA) led by Agostinho Neto, while Washington supported the National Front for the Liberation of Angola (FNLA) and its offshoot, the National Union for the Total Independence of Angola (UNITA), led by Jonas Savimbi. The civil war began in 1975 and ended in 2002. Following the war's end, China provided infrastructure development loans that sped up Angola's economic recovery. In turn, China gained access to Angola's oil industry, which now supplies 72 per cent of its output to China. Given China's heavy investments in the region's mining industry, the jury is out on whether Washington can catch up with Beijing. Video credit: Conscious Lee (X)

African Stream

27,973 просмотров • 1 год назад