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Fresh concerns over CBSE 'OSM' scans Students against online marking system - May: Coempt must use automated scanner - Aug: CBSE drops automated scanner proposal - CBSE students flag 'poor' scanning standard - Answer sheets scanned with staplers and wires ＠_kritika_tiwari & ＠srivatsavrohit with more details.

TIMES NOW

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15,565 просмотров • 3 месяцев назад •via X (Twitter)

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Times Now Mega Exclusive CBSE’s on-screen marking system is under scrutiny after scanned answer sheets showed objects such as staplers, pens and keyboard wires along the edges of the sheets. Students question the scan quality This has raised concerns over the scanning system used, the quality of digitisation, and whether the process aligned with original tender specifications on minimum scan resolution or underwent changes during implementation Swati Joshi with more details.

Times Now Mega Exclusive CBSE’s on-screen marking system is under scrutiny after scanned answer sheets showed objects such as staplers, pens and keyboard wires along the edges of the sheets. Students question the scan quality This has raised concerns over the scanning system used, the quality of digitisation, and whether the process aligned with original tender specifications on minimum scan resolution or underwent changes during implementation Swati Joshi with more details.

TIMES NOW

14,751 просмотров • 3 месяцев назад

CBSE gave the Class 12 digital checking contract to COEMPT Edu Teck. Questions are being raised because: • COEMPT is reportedly linked to/earlier known as Globarena, a company previously surrounded by evaluation controversies. • CBSE floated OSM tenders multiple times, and reports say final tender conditions were relaxed. • Scanning requirement was reportedly reduced from 300 DPI to 200 DPI. • High-end/robotic scanner requirement was reportedly removed. • Software maturity condition was reportedly reduced from CMMI Level 5 to Level 3. • Strict penalty clauses for scanning errors were reportedly diluted. • After this, COEMPT qualified and won on financial bid. • Students later complained of blurred scans, missing pages, wrong copies, delayed photocopies and portal/payment glitches. CBSE says due process was followed. But if everything is clean, CBSE should publish the full tender file, technical evaluation marks, financial bids and vendor performance report.

CBSE gave the Class 12 digital checking contract to COEMPT Edu Teck. Questions are being raised because: • COEMPT is reportedly linked to/earlier known as Globarena, a company previously surrounded by evaluation controversies. • CBSE floated OSM tenders multiple times, and reports say final tender conditions were relaxed. • Scanning requirement was reportedly reduced from 300 DPI to 200 DPI. • High-end/robotic scanner requirement was reportedly removed. • Software maturity condition was reportedly reduced from CMMI Level 5 to Level 3. • Strict penalty clauses for scanning errors were reportedly diluted. • After this, COEMPT qualified and won on financial bid. • Students later complained of blurred scans, missing pages, wrong copies, delayed photocopies and portal/payment glitches. CBSE says due process was followed. But if everything is clean, CBSE should publish the full tender file, technical evaluation marks, financial bids and vendor performance report.

Praffulgarg

15,348 просмотров • 3 месяцев назад

CBSE Class 12 result 2026 has raised serious questions. In 2025, 16.92 lakh students appeared. In 2026, 17.68 lakh students appeared — 76,000+ more students. But despite more students appearing: • Pass percentage fell from 88.39% to 85.20% • 90%+ scorers fell from 1,11,544 to 94,028 • 95%+ scorers fell from 24,867 to 17,113 This happened in the first large-scale year of On-Screen Marking, where Class 12 answer sheets were scanned and checked digitally. CBSE had around 98.67 lakh answer sheets and around 70,000 evaluators. Simple average: around 141 answer sheets per evaluator. If checked in 8–9 days, that means around 16–18 papers per day. Teachers had already raised complaints about blurred scans, slow downloads, server issues and checking pressure. So the question is simple: If a new digital checking system was used, and the result pattern changed so sharply, why is CBSE not giving complete transparency? Students are not asking for free marks. They are asking for fair verification, affordable re-evaluation, answer-sheet access and accountability. CBSE must take responsibility!

CBSE Class 12 result 2026 has raised serious questions. In 2025, 16.92 lakh students appeared. In 2026, 17.68 lakh students appeared — 76,000+ more students. But despite more students appearing: • Pass percentage fell from 88.39% to 85.20% • 90%+ scorers fell from 1,11,544 to 94,028 • 95%+ scorers fell from 24,867 to 17,113 This happened in the first large-scale year of On-Screen Marking, where Class 12 answer sheets were scanned and checked digitally. CBSE had around 98.67 lakh answer sheets and around 70,000 evaluators. Simple average: around 141 answer sheets per evaluator. If checked in 8–9 days, that means around 16–18 papers per day. Teachers had already raised complaints about blurred scans, slow downloads, server issues and checking pressure. So the question is simple: If a new digital checking system was used, and the result pattern changed so sharply, why is CBSE not giving complete transparency? Students are not asking for free marks. They are asking for fair verification, affordable re-evaluation, answer-sheet access and accountability. CBSE must take responsibility!

Praffulgarg

42,239 просмотров • 4 месяцев назад

🚨BREAKING CBSE COMPARTMENT EXAM 2026🚨 Ahead of the Class 12 CBSE Compartment Examination scheduled for 28 July 2026, many students across India are reportedly demanding that the examination be postponed or cancelled, with some also requesting grace marks. Students have alleged concerns regarding OSM SYSTEM and the evaluation process, claiming that answer sheets were not assessed fairly in some cases and that the marks awarded do not reflect the answers written. They also say they have repeatedly approached different concerned authorities but have not received a satisfactory response. Some students have expressed extreme distress online. The concerns raised deserve urgent attention and a transparent response from the concerned authorities. We urge the Government of India, CBSE and the Ministry of Education to address these grievances promptly and clarify the evaluation process in the interest of students. #CBSECompartment2026 #CBSEResults #CBSE #Class12 #GraceMarks #ReEvaluation #Education #Students #StudentVoices #JusticeForStudents #ExamStress #EducationMatters #India #SchoolEducation #AcademicJustice #MentalHealthAwareness #GenZ

🚨BREAKING CBSE COMPARTMENT EXAM 2026🚨 Ahead of the Class 12 CBSE Compartment Examination scheduled for 28 July 2026, many students across India are reportedly demanding that the examination be postponed or cancelled, with some also requesting grace marks. Students have alleged concerns regarding OSM SYSTEM and the evaluation process, claiming that answer sheets were not assessed fairly in some cases and that the marks awarded do not reflect the answers written. They also say they have repeatedly approached different concerned authorities but have not received a satisfactory response. Some students have expressed extreme distress online. The concerns raised deserve urgent attention and a transparent response from the concerned authorities. We urge the Government of India, CBSE and the Ministry of Education to address these grievances promptly and clarify the evaluation process in the interest of students. #CBSECompartment2026 #CBSEResults #CBSE #Class12 #GraceMarks #ReEvaluation #Education #Students #StudentVoices #JusticeForStudents #ExamStress #EducationMatters #India #SchoolEducation #AcademicJustice #MentalHealthAwareness #GenZ

ISRAR KHAAN ⚖️ SUPREME COURT OF INDIA SCBA ⚖️

25,731 просмотров • 1 месяц назад

#WATCH | Delhi: On meeting with CBSE officials, Education Minister Dharmendra Pradhan says, "... CBSE has begun the revaluation process for the Class 12 examinations. Around 17 lakh students took part, with nearly 98 lakh answer copies — about 40 crore scanned pages in total. For the first time, CBSE has introduced a digital evaluation system, aiming for transparency and student‑centric reforms. Students can now access their scanned answer sheets to check marks and raise queries. So far, about 4 lakh students have retrieved their answer sheets, covering nearly 11 lakh copies. CBSE has involved top agencies, including IIT Kanpur and IIT Madras, to oversee the technology. Four PSU banks — SBI, Indian Bank, Bank of Baroda, and Canara Bank — have integrated payment gateways to support the process. The government acknowledges some discrepancies, accepts responsibility, and promises corrective measures. Officials will ensure that no student query left unresolved and accountability will be ensured at all levels..."

#WATCH | Delhi: On meeting with CBSE officials, Education Minister Dharmendra Pradhan says, "... CBSE has begun the revaluation process for the Class 12 examinations. Around 17 lakh students took part, with nearly 98 lakh answer copies — about 40 crore scanned pages in total. For the first time, CBSE has introduced a digital evaluation system, aiming for transparency and student‑centric reforms. Students can now access their scanned answer sheets to check marks and raise queries. So far, about 4 lakh students have retrieved their answer sheets, covering nearly 11 lakh copies. CBSE has involved top agencies, including IIT Kanpur and IIT Madras, to oversee the technology. Four PSU banks — SBI, Indian Bank, Bank of Baroda, and Canara Bank — have integrated payment gateways to support the process. The government acknowledges some discrepancies, accepts responsibility, and promises corrective measures. Officials will ensure that no student query left unresolved and accountability will be ensured at all levels..."

ANI

71,172 просмотров • 3 месяцев назад

Speaking exclusively to India Today, Sarthak Sidhant rejected the label of "whistleblower", saying he is neither a CBSE insider nor someone driven by personal grievances. He said his interest in the CBSE OSM controversy stemmed from curiosity and concerns raised about alleged vulnerabilities in the OnMark platform used by Coembs Edutech. Sarthak maintained that his inquiry was motivated by questions over why a system affecting millions of students was entrusted to a platform facing security concerns, and not by dissatisfaction with his own exam results. #CBSE #OSMRow #SarthakSidhant #EducationNews #CBSEResults | Rajdeep Sardesai

Speaking exclusively to India Today, Sarthak Sidhant rejected the label of "whistleblower", saying he is neither a CBSE insider nor someone driven by personal grievances. He said his interest in the CBSE OSM controversy stemmed from curiosity and concerns raised about alleged vulnerabilities in the OnMark platform used by Coembs Edutech. Sarthak maintained that his inquiry was motivated by questions over why a system affecting millions of students was entrusted to a platform facing security concerns, and not by dissatisfaction with his own exam results. #CBSE #OSMRow #SarthakSidhant #EducationNews #CBSEResults | Rajdeep Sardesai

IndiaToday

17,429 просмотров • 3 месяцев назад

VIDEO | Union Education Minister Dharmendra Pradhan (Dharmendra Pradhan) on CBSE using OSM for examination paper evaluation, said, "Today, certain issues have come to light regarding the CBSE Class 12 examination evaluation process, and a re-evaluation process will now begin. Around 17 lakh students appeared for the examination, and the answer sheets of each student have been securely preserved. In total, there are 98 lakh answer-sheet copies, with each copy consisting of around 40 pages, which means nearly 40 crore scanned pages were evaluated for the first time by CBSE through the OSM process. OSM is a progressive instrument. Many universities and institutions in India, as well as several institutions across the world, are moving towards this system. It is student-centric and designed for the benefit of students. Through this process, students can transparently access information about their marks, and through scanned copies, they can directly view their answer sheets. It helps address students’ doubts and concerns regarding whether they received fewer or more marks, or whether any answer or section was overlooked during evaluation. This is the first time CBSE has implemented this system in the country. Certain discrepancies have come to our notice, and I take responsibility for them. These issues will be rectified, and appropriate solutions will be worked out. All of us are engaged in this task. We will not leave a single student’s unanswered query or concern unresolved." (Full video available on PTI Videos -

VIDEO | Union Education Minister Dharmendra Pradhan (Dharmendra Pradhan) on CBSE using OSM for examination paper evaluation, said, "Today, certain issues have come to light regarding the CBSE Class 12 examination evaluation process, and a re-evaluation process will now begin. Around 17 lakh students appeared for the examination, and the answer sheets of each student have been securely preserved. In total, there are 98 lakh answer-sheet copies, with each copy consisting of around 40 pages, which means nearly 40 crore scanned pages were evaluated for the first time by CBSE through the OSM process. OSM is a progressive instrument. Many universities and institutions in India, as well as several institutions across the world, are moving towards this system. It is student-centric and designed for the benefit of students. Through this process, students can transparently access information about their marks, and through scanned copies, they can directly view their answer sheets. It helps address students’ doubts and concerns regarding whether they received fewer or more marks, or whether any answer or section was overlooked during evaluation. This is the first time CBSE has implemented this system in the country. Certain discrepancies have come to our notice, and I take responsibility for them. These issues will be rectified, and appropriate solutions will be worked out. All of us are engaged in this task. We will not leave a single student’s unanswered query or concern unresolved." (Full video available on PTI Videos -

Press Trust of India

81,002 просмотров • 3 месяцев назад

Rahul Gandhi is suddenly waxing eloquent about exam paper leaks, students’ rights and accountability in the aftermath of a protest that descended into violence, with politically backed hoodlums taking to the streets, vandalising public property and creating anarchy. Before the Congress claims the moral high ground, it should first answer for its own record. The Congress-led UPA presided over a decade in which paper leaks became a recurring feature of India’s examination system. Yet, despite repeated scandals, it failed to bring in any comprehensive legal framework to deter organised examination fraud or hold the masterminds accountable. A reminder of just some of the major instances: • 2006: CBSE Class 12 Accountancy paper leak (UPA government at the Centre; Sheila Dikshit-led Congress government in Delhi) • 2007: AIEEE paper leak affecting multiple states • 2008: Multiple PMT (Pre-Medical Test) paper leak cases • 2011: Haryana Board Class 10 and 12 paper leak under the Congress government led by Bhupinder Singh Hooda • 2012: AIIMS entrance examination paper leak • 2013: Rajasthan Public Service Commission (RPSC) paper leak under Ashok Gehlot’s Congress government • 2013: Rajasthan University paper leak under the Congress government • 2013: Maharashtra HSC examination paper leak under the Congress-NCP government • 2014: CBSE Class 10 Mathematics and Class 12 Economics paper leak during the final months of the UPA government Nor did the problem disappear in Congress-ruled states after 2014. The 2016 Karnataka PUC Chemistry paper leak occurred under the Congress government led by Siddaramaiah, reinforcing that the party had no systemic solution to offer. What did the Congress do after all these repeated breaches? Nothing of consequence. There was no strong central legislation, no serious institutional reform and no robust deterrent against organised paper leak rackets. The BJP government, on the other hand, recognised that examination fraud is not merely an administrative lapse but an organised criminal enterprise that destroys the aspirations of millions of honest students. That is why it enacted the Public Examinations (Prevention of Unfair Means) Act, 2024, providing stringent penalties against those involved in paper leaks, impersonation, organised cheating and examination fraud. The focus has been on dismantling the criminal ecosystem behind these rackets while strengthening technology, surveillance and institutional accountability to ensure greater transparency and fairness. So, Rahul Gandhi should spare the country the sermons on accountability. And while the Congress lectures others on compassion and democratic rights, it should also remember its own record in dealing with protests. Who can forget the midnight police crackdown on Baba Ramdev’s peaceful protest at Delhi’s Ramlila Maidan in June 2011 under the UPA government? Sleeping protesters were subjected to tear gas, lathi charges and force. Among them was Rajbala, a 51-year-old woman who suffered devastating spinal injuries during the police action. Paralysed after the assault, she fought for months before eventually succumbing to her injuries. The Congress also has little standing to lecture anyone on the right to protest after its handling of the Anna Hazare movement, when peaceful demonstrators were met with arrests, barricades and police force instead of dialogue. India deserves a serious conversation on protecting the integrity of examinations and safeguarding students’ futures. It also deserves peaceful democratic dissent, not orchestrated street violence sponsored for political ends. The Congress’s legacy is one of repeated paper leaks, institutional indifference and heavy-handed responses to peaceful protests. The BJP’s approach has been to strengthen the law, tighten systems and hold organised cheating syndicates accountable. Rahul Gandhi should first explain his party’s own record before attempting to rewrite history.

Rahul Gandhi is suddenly waxing eloquent about exam paper leaks, students’ rights and accountability in the aftermath of a protest that descended into violence, with politically backed hoodlums taking to the streets, vandalising public property and creating anarchy. Before the Congress claims the moral high ground, it should first answer for its own record. The Congress-led UPA presided over a decade in which paper leaks became a recurring feature of India’s examination system. Yet, despite repeated scandals, it failed to bring in any comprehensive legal framework to deter organised examination fraud or hold the masterminds accountable. A reminder of just some of the major instances: • 2006: CBSE Class 12 Accountancy paper leak (UPA government at the Centre; Sheila Dikshit-led Congress government in Delhi) • 2007: AIEEE paper leak affecting multiple states • 2008: Multiple PMT (Pre-Medical Test) paper leak cases • 2011: Haryana Board Class 10 and 12 paper leak under the Congress government led by Bhupinder Singh Hooda • 2012: AIIMS entrance examination paper leak • 2013: Rajasthan Public Service Commission (RPSC) paper leak under Ashok Gehlot’s Congress government • 2013: Rajasthan University paper leak under the Congress government • 2013: Maharashtra HSC examination paper leak under the Congress-NCP government • 2014: CBSE Class 10 Mathematics and Class 12 Economics paper leak during the final months of the UPA government Nor did the problem disappear in Congress-ruled states after 2014. The 2016 Karnataka PUC Chemistry paper leak occurred under the Congress government led by Siddaramaiah, reinforcing that the party had no systemic solution to offer. What did the Congress do after all these repeated breaches? Nothing of consequence. There was no strong central legislation, no serious institutional reform and no robust deterrent against organised paper leak rackets. The BJP government, on the other hand, recognised that examination fraud is not merely an administrative lapse but an organised criminal enterprise that destroys the aspirations of millions of honest students. That is why it enacted the Public Examinations (Prevention of Unfair Means) Act, 2024, providing stringent penalties against those involved in paper leaks, impersonation, organised cheating and examination fraud. The focus has been on dismantling the criminal ecosystem behind these rackets while strengthening technology, surveillance and institutional accountability to ensure greater transparency and fairness. So, Rahul Gandhi should spare the country the sermons on accountability. And while the Congress lectures others on compassion and democratic rights, it should also remember its own record in dealing with protests. Who can forget the midnight police crackdown on Baba Ramdev’s peaceful protest at Delhi’s Ramlila Maidan in June 2011 under the UPA government? Sleeping protesters were subjected to tear gas, lathi charges and force. Among them was Rajbala, a 51-year-old woman who suffered devastating spinal injuries during the police action. Paralysed after the assault, she fought for months before eventually succumbing to her injuries. The Congress also has little standing to lecture anyone on the right to protest after its handling of the Anna Hazare movement, when peaceful demonstrators were met with arrests, barricades and police force instead of dialogue. India deserves a serious conversation on protecting the integrity of examinations and safeguarding students’ futures. It also deserves peaceful democratic dissent, not orchestrated street violence sponsored for political ends. The Congress’s legacy is one of repeated paper leaks, institutional indifference and heavy-handed responses to peaceful protests. The BJP’s approach has been to strengthen the law, tighten systems and hold organised cheating syndicates accountable. Rahul Gandhi should first explain his party’s own record before attempting to rewrite history.

Amit Malviya

26,425 просмотров • 2 месяцев назад

Death Stranding 2 | Hands-On Details ▪️Press got to play a whopping 30 hours of the game, that is around 40% of the story says Kojima ▪️"Tighter, pacier, more dynamic, more gripping" than the first game ▪️4 difficulty settings: Story, Casual, Normal, and Brutal ▪️Played on base PS5, "impressive photorealistic graphics" that draw you in right away, "hugely increased" level of detail ▪️"Fantastically surreal" bossfights ▪️Takes place 11 months after the first game with Sam living with his daughter Lou in a remote area in Mexico ▪️After connecting America to the chiral network, deliveries are now automated by AI ▪️His peaceful life is disrupted by the return of Fragile, now running the company Drawbridge, who sends Sam on a mission to connect Mexico to the network and then to Australia ▪️Pacing is improved over the first game, swiftly gets players into gameplay ▪️Corpus: In-game glossary similar to Final Fantasy 16 that can be opened at any time, including mid-cutscene, to recap and explain plot points, characters, places etc ▪️Expanding gameplay systems was a major focus, world feels more dynamic and diverse with more opportunities for player expression ▪️Still focused on taking cross-country delivery jobs through hostile landscapes, but much more evolved like going from MGS1 to MGS2 ▪️More streamlined menus, clear info on your objective, equipment, routes, less frustration in traversal ▪️Combat now plays a greater role, Kojima added more options because so many people all over the world were asking him to make another Metal Gear ▪️Sam now has to also contend with extreme weather conditions. Sandstorms can topple you over, intense rain leads to floods, earthquakes shake the ground, avalanches can come crashing down ▪️Tons of environmental diversity, barren mountains, white sandy deserts, lush jungles, cities, etc makes the first feel static by comparison ▪️Time of day (sunlight, nighttime) can impact the temperature of your precious cargo ▪️Asynchronous online connectivity expanded with more structures like ziplines that now curve, safe houses for checkpoints, ramps that can shoot Sam across the air like Sonic ▪️You can level up your abilities through use, like stamina, proficiency with weapons, skill tree buffs like better stealth that gives improved noise cancellation and enemy alerts. Likewise more time in combat unlocks better ammo, scanner range, etc ▪️You can customize your backpack with lots of attachments like extra ammo pouches, shields, and more ▪️You can also customize vehicles like adding an arm to a truck that will automatically grab lost packages, machine guns to auto shoot enemies ▪️Lots of new options to encourage experimenting your approach, like finding extra tools like powerful gloves that let you punch mechs in the face or an otter hat to float in water ▪️"Significant" number of side quests with meaningful rewards: special weapon schematics, narrative payoffs, skill points to unlock footstep dampeners, aim assistance, vehicle recharger, etc ▪️Combat is vastly expanded and improved, in many ways "feels like Metal Gear Solid 6" ▪️Mexico and Australia are filled with enemy bases to infiltrate, ripe for silent takedowns or gunfights that feel "punchy" ▪️There are new human enemy forces such as bandits and armed survivalists ▪️You can wear different camo types to blend in and throw out small puppet "Dollman" into the air to scout out enemies ▪️You can now put down Sam's backpack to allow for more agile movement ▪️Lots of weapon options from pistols to assault rifles, shotguns, sniper rifles, grenade launchers, 'blood boomerang', the rope-firing Bola Gun, and more ▪️Battles against BTs are much more engaging, with new enemy types that can also physically see Sam, not just sense him ▪️You can unlock a music player in the game that lets you play a playlist of tracks you collect at your choosing Full IGN Video ▶️ VGC ➡️ Eurogamer ➡️ #DeathStranding2 #PS5

Death Stranding 2 | Hands-On Details ▪️Press got to play a whopping 30 hours of the game, that is around 40% of the story says Kojima ▪️"Tighter, pacier, more dynamic, more gripping" than the first game ▪️4 difficulty settings: Story, Casual, Normal, and Brutal ▪️Played on base PS5, "impressive photorealistic graphics" that draw you in right away, "hugely increased" level of detail ▪️"Fantastically surreal" bossfights ▪️Takes place 11 months after the first game with Sam living with his daughter Lou in a remote area in Mexico ▪️After connecting America to the chiral network, deliveries are now automated by AI ▪️His peaceful life is disrupted by the return of Fragile, now running the company Drawbridge, who sends Sam on a mission to connect Mexico to the network and then to Australia ▪️Pacing is improved over the first game, swiftly gets players into gameplay ▪️Corpus: In-game glossary similar to Final Fantasy 16 that can be opened at any time, including mid-cutscene, to recap and explain plot points, characters, places etc ▪️Expanding gameplay systems was a major focus, world feels more dynamic and diverse with more opportunities for player expression ▪️Still focused on taking cross-country delivery jobs through hostile landscapes, but much more evolved like going from MGS1 to MGS2 ▪️More streamlined menus, clear info on your objective, equipment, routes, less frustration in traversal ▪️Combat now plays a greater role, Kojima added more options because so many people all over the world were asking him to make another Metal Gear ▪️Sam now has to also contend with extreme weather conditions. Sandstorms can topple you over, intense rain leads to floods, earthquakes shake the ground, avalanches can come crashing down ▪️Tons of environmental diversity, barren mountains, white sandy deserts, lush jungles, cities, etc makes the first feel static by comparison ▪️Time of day (sunlight, nighttime) can impact the temperature of your precious cargo ▪️Asynchronous online connectivity expanded with more structures like ziplines that now curve, safe houses for checkpoints, ramps that can shoot Sam across the air like Sonic ▪️You can level up your abilities through use, like stamina, proficiency with weapons, skill tree buffs like better stealth that gives improved noise cancellation and enemy alerts. Likewise more time in combat unlocks better ammo, scanner range, etc ▪️You can customize your backpack with lots of attachments like extra ammo pouches, shields, and more ▪️You can also customize vehicles like adding an arm to a truck that will automatically grab lost packages, machine guns to auto shoot enemies ▪️Lots of new options to encourage experimenting your approach, like finding extra tools like powerful gloves that let you punch mechs in the face or an otter hat to float in water ▪️"Significant" number of side quests with meaningful rewards: special weapon schematics, narrative payoffs, skill points to unlock footstep dampeners, aim assistance, vehicle recharger, etc ▪️Combat is vastly expanded and improved, in many ways "feels like Metal Gear Solid 6" ▪️Mexico and Australia are filled with enemy bases to infiltrate, ripe for silent takedowns or gunfights that feel "punchy" ▪️There are new human enemy forces such as bandits and armed survivalists ▪️You can wear different camo types to blend in and throw out small puppet "Dollman" into the air to scout out enemies ▪️You can now put down Sam's backpack to allow for more agile movement ▪️Lots of weapon options from pistols to assault rifles, shotguns, sniper rifles, grenade launchers, 'blood boomerang', the rope-firing Bola Gun, and more ▪️Battles against BTs are much more engaging, with new enemy types that can also physically see Sam, not just sense him ▪️You can unlock a music player in the game that lets you play a playlist of tracks you collect at your choosing Full IGN Video ▶️ VGC ➡️ Eurogamer ➡️ #DeathStranding2 #PS5

Shinobi602

1,078,190 просмотров • 1 год назад

There is ONE non-partisan statewide race that could be decided tomorrow if one candidate receives a majority of the vote: Superintendent of Public Instruction. Last week, every viable candidate participated in a 2-hr forum mediated by Jacki Karsh hosted by Jewish California (formerly JPAC) . I watched it, and here are my notes 📝 🔵 The field of Democrats (Muratsuchi, Berrera, Newman, Rendon) are current or former legislators who presided over the teacher’s union hijacking control over all areas of policy in California that coincided with the measurable decline in enrollment and quality of education in the schools 😂 Ironically, all of them are touting their past roles in CA education as credentials for this race 🔴 Sonja Shaw called them all out on it right out the gate: we spend billions and less than half of our kids can read, and California education has become discriminatory 👩🏻‍💻 When asked about teaching kids media literacy, Muratsuchi didn’t answer the question, Newman blamed social media for the decline in academic achievement, Rendon said we should look to Norway for answers, Sonja called these types of programs potential Trojan Horses for ideological indoctrination unless there is a Superintendent who will ensure they’re not, Berrera’s answer is to make the students issue-based activists to immunize them from corporate mediae manipulation 😨 Mental Health in schools: Newman believes schools are perfect place to deliver mental healthcare for kids; Rendon blamed Trump for deteriorating mental health; Shaw discussed limiting cell phone use and allowing for more discipline in the classroom to support the teachers; Berrera and Muratsuchi also supports making schools healthcare providers. ✡️ When asked about safety of Jewish students at school (600%+ increase in antisemitic incidents in schools), Shaw immediately called out ethnic studies as a Trojan Horse for this despite being warned by Jewish communities. Muratsuchi gave an All Lives Matter answer. Newman’s answer criticized CTA (shock). Additional notes: 🗒️ Shaw shut down ceasefire & BDS resolutions in Chino - schools should be neutral 👎🏻 Muratsuchi admitted he opposed AB715 to protect pro-Palestinian debate, Becerra & Muratsuchi defended BDS in schools as free speech ❌Rendon is completely out of touch. He keeps referring to more funding as the solution to everything and blames Trump for defunding our system (even though all our $150B disappears into the blackhole of failing schools) 👨🏻‍⚖️ Each candidate was asked if they would commit to defending AB715 from legal challenges: Berrera No, Muratsuchi No, Newman Yes, Rendon Yes, Shaw Yes (Muratsuchi didn’t even vote on it) 🏳️‍🌈Muratsuchi accused Shaw of being proponent of hate against LGBTQ students - Shaw turned the tables: the issue is about discrimination and safety of girls in sports & locker rooms 📚After 90 minutes, zero minutes have been spent on improving proficiency on hard academics for CA students (except when Sonja mentions it as something we need to deal with) 🧑‍🧑‍🧒‍🧒 Sonja also includes parent involvement in many of her answers 📖 The answers on ethnic studies are as expected: Dems love it as part of the solution, but Newman walked the line between good intention and poor execution; Shaw clearly characterizes it as intentionally divisive Trojan Horse for ideological indoctrination and unnecessary (we already have history class) 👀 After this, it’s beyond clear. Watch Mama Bear Sonja in action:

There is ONE non-partisan statewide race that could be decided tomorrow if one candidate receives a majority of the vote: Superintendent of Public Instruction. Last week, every viable candidate participated in a 2-hr forum mediated by Jacki Karsh hosted by Jewish California (formerly JPAC) . I watched it, and here are my notes 📝 🔵 The field of Democrats (Muratsuchi, Berrera, Newman, Rendon) are current or former legislators who presided over the teacher’s union hijacking control over all areas of policy in California that coincided with the measurable decline in enrollment and quality of education in the schools 😂 Ironically, all of them are touting their past roles in CA education as credentials for this race 🔴 Sonja Shaw called them all out on it right out the gate: we spend billions and less than half of our kids can read, and California education has become discriminatory 👩🏻‍💻 When asked about teaching kids media literacy, Muratsuchi didn’t answer the question, Newman blamed social media for the decline in academic achievement, Rendon said we should look to Norway for answers, Sonja called these types of programs potential Trojan Horses for ideological indoctrination unless there is a Superintendent who will ensure they’re not, Berrera’s answer is to make the students issue-based activists to immunize them from corporate mediae manipulation 😨 Mental Health in schools: Newman believes schools are perfect place to deliver mental healthcare for kids; Rendon blamed Trump for deteriorating mental health; Shaw discussed limiting cell phone use and allowing for more discipline in the classroom to support the teachers; Berrera and Muratsuchi also supports making schools healthcare providers. ✡️ When asked about safety of Jewish students at school (600%+ increase in antisemitic incidents in schools), Shaw immediately called out ethnic studies as a Trojan Horse for this despite being warned by Jewish communities. Muratsuchi gave an All Lives Matter answer. Newman’s answer criticized CTA (shock). Additional notes: 🗒️ Shaw shut down ceasefire & BDS resolutions in Chino - schools should be neutral 👎🏻 Muratsuchi admitted he opposed AB715 to protect pro-Palestinian debate, Becerra & Muratsuchi defended BDS in schools as free speech ❌Rendon is completely out of touch. He keeps referring to more funding as the solution to everything and blames Trump for defunding our system (even though all our $150B disappears into the blackhole of failing schools) 👨🏻‍⚖️ Each candidate was asked if they would commit to defending AB715 from legal challenges: Berrera No, Muratsuchi No, Newman Yes, Rendon Yes, Shaw Yes (Muratsuchi didn’t even vote on it) 🏳️‍🌈Muratsuchi accused Shaw of being proponent of hate against LGBTQ students - Shaw turned the tables: the issue is about discrimination and safety of girls in sports & locker rooms 📚After 90 minutes, zero minutes have been spent on improving proficiency on hard academics for CA students (except when Sonja mentions it as something we need to deal with) 🧑‍🧑‍🧒‍🧒 Sonja also includes parent involvement in many of her answers 📖 The answers on ethnic studies are as expected: Dems love it as part of the solution, but Newman walked the line between good intention and poor execution; Shaw clearly characterizes it as intentionally divisive Trojan Horse for ideological indoctrination and unnecessary (we already have history class) 👀 After this, it’s beyond clear. Watch Mama Bear Sonja in action:

Elizabeth Barcohana

10,451 просмотров • 3 месяцев назад

Dear Mentee High School students who are going to University, please pay attention to this! If you have a child going to varsity, interpret this for him! If you stop being innovative, someone hungrier than you is going to take your core business and make it a freebie. Wangu always evolve and be consistently creative! I love things😍, now listen…. I bought my self 2 Iphone 15 pros, one is a pro and the other one is a pro-max…Are they different in anyway, mmm not at all, jus different in sizes☺️. I learnt that iPhone made use of the NFC function impressively, Notice….if 2 iPhones 15ns ( or any updated iphone 📱 with the latest Update of IOS 17) are placed together, they exchange contacts on their own instantly!!… this means death to business of printing cards😥, in few years digitalization would have taken over, big question? Is your business safe, and will you be relevant in the coming years ? Let me take you back in the day… Innovation messed up Kodak company for good, it really played a significant role in the contrasting fate of Kodak and Nokia. While Kodak was a pioneer in traditional photography, they failed to capitalize on the digital revolution and neglected to adapt to a changing market. On the other hand, Nokia recognized the potential of combining a phone with a camera and successfully introduced this innovative feature. Nokia was done the same by SAMSUNG! Be innovative or you go home empty handed!! The ability to innovate and embrace new technologies is crucial for companies to remain relevant and competitive in evolving industries. Other examples of innovation-driven success include Apple's revolutionary iPhone, which transformed the mobile industry🔥🔥🔥📱, and Tesla's disruptive approach to electric vehicles. Imagine you are a Fighter pilot, the truth is your job ain’t safe with the intro of fighter drones. People are now going to war in the comfort of their homes! Rapid advancements in creative technology and innovation are reshaping many industries, and certain professions are at risk of becoming obsolete. University students, avoid these degrees and professions, they are being replaced😢 1) Telemarketers, automated systems and AI chatbots are handling customer queries efficiently. Heheee I did customer service, wangu your job is not safe! 2) Bank tellers, online banking and self-service kiosks is reducing the need for manual transactions. Banking is necessary but banks are not !! 3) Print journalists, with the rise of digital media and online news platforms, ma journalist hakusisina chenyu uku, print media ma1 atanga. 4) Cashiers, self-checkout systems are becoming more prevalent, ma cashiers will def not be needed! 5) Taxi and truck drivers, autonomous vehicles are gaining traction. Kuma gonyeti chachaya… 6) Travel agents, did you notice how individuals now have access to online booking platforms. Soon there wont be need for them😢 7) Factory workers, automation and robotics are advancing. 😎 Data entry clerks basa rakupera, as machine learning algorithms can now interpret and input data more accurately. Hameno Jehova. 9) Retail employees, e-commerce is continuing to grow, retail employees will be replaced trust me 10) Customer service representatives, AI-powered chatbots and virtual assistants are now handling customer inquiries efficiently. Ma1 kani While these changes may result in job displacement, they also create opportunities for individuals to acquire NEW SKILLS and adapt to emerging professions. What you are doing now, will determine who you will be in the next 5 years !! Mentor The CEO Mudiwa Hood

Dear Mentee High School students who are going to University, please pay attention to this! If you have a child going to varsity, interpret this for him! If you stop being innovative, someone hungrier than you is going to take your core business and make it a freebie. Wangu always evolve and be consistently creative! I love things😍, now listen…. I bought my self 2 Iphone 15 pros, one is a pro and the other one is a pro-max…Are they different in anyway, mmm not at all, jus different in sizes☺️. I learnt that iPhone made use of the NFC function impressively, Notice….if 2 iPhones 15ns ( or any updated iphone 📱 with the latest Update of IOS 17) are placed together, they exchange contacts on their own instantly!!… this means death to business of printing cards😥, in few years digitalization would have taken over, big question? Is your business safe, and will you be relevant in the coming years ? Let me take you back in the day… Innovation messed up Kodak company for good, it really played a significant role in the contrasting fate of Kodak and Nokia. While Kodak was a pioneer in traditional photography, they failed to capitalize on the digital revolution and neglected to adapt to a changing market. On the other hand, Nokia recognized the potential of combining a phone with a camera and successfully introduced this innovative feature. Nokia was done the same by SAMSUNG! Be innovative or you go home empty handed!! The ability to innovate and embrace new technologies is crucial for companies to remain relevant and competitive in evolving industries. Other examples of innovation-driven success include Apple's revolutionary iPhone, which transformed the mobile industry🔥🔥🔥📱, and Tesla's disruptive approach to electric vehicles. Imagine you are a Fighter pilot, the truth is your job ain’t safe with the intro of fighter drones. People are now going to war in the comfort of their homes! Rapid advancements in creative technology and innovation are reshaping many industries, and certain professions are at risk of becoming obsolete. University students, avoid these degrees and professions, they are being replaced😢 1) Telemarketers, automated systems and AI chatbots are handling customer queries efficiently. Heheee I did customer service, wangu your job is not safe! 2) Bank tellers, online banking and self-service kiosks is reducing the need for manual transactions. Banking is necessary but banks are not !! 3) Print journalists, with the rise of digital media and online news platforms, ma journalist hakusisina chenyu uku, print media ma1 atanga. 4) Cashiers, self-checkout systems are becoming more prevalent, ma cashiers will def not be needed! 5) Taxi and truck drivers, autonomous vehicles are gaining traction. Kuma gonyeti chachaya… 6) Travel agents, did you notice how individuals now have access to online booking platforms. Soon there wont be need for them😢 7) Factory workers, automation and robotics are advancing. 😎 Data entry clerks basa rakupera, as machine learning algorithms can now interpret and input data more accurately. Hameno Jehova. 9) Retail employees, e-commerce is continuing to grow, retail employees will be replaced trust me 10) Customer service representatives, AI-powered chatbots and virtual assistants are now handling customer inquiries efficiently. Ma1 kani While these changes may result in job displacement, they also create opportunities for individuals to acquire NEW SKILLS and adapt to emerging professions. What you are doing now, will determine who you will be in the next 5 years !! Mentor The CEO Mudiwa Hood

MUDIWA

30,395 просмотров • 3 лет назад

OpenAI and Anthropic this week: Navier-Stokes, An Alien Mind, Images 2.5, Pro pause, Pace the Frontier (Week 37, 2026) OpenAI shared a solution to the Navier-Stokes Millennium Prize Problem, produced in 88 hours by around 10,000 coordinating agents on an internal model still in training and significantly more capable than GPT-6 Astra, with an investigation finding Tristan Buckmaster's Codex prompts could not have influenced the system and no user data was accessed OpenAI says they have reached their automated research intern goal and are making strong progress toward an automated AI researcher by March 2028, with the research org at 3.1 agent-workdays per human workday and RL training on deployment-bound models partly paused after the Hugging Face incident OpenAI Chief Scientist Jakub Pachocki writes in An Alien Mind that no lab has solved alignment and monitoring well enough to keep scaling at maximum speed for much longer, and that GPT-6 Astra is the first model to benefit from some of their newer alignment work OpenAI called for mandatory capability-based national AI safety regulation, endorsed four California bills, said fully autonomous recursive self-improvement should not be pursued until it can be done safely, and described Astra safeguards like universal monitoring of full trajectories including chains of thought OpenAI released ChatGPT Images 2.5 to all ChatGPT, ChatGPT Work, and Codex users with sharper details, up to 50% lower latency, comment-based edits, Sketch, and templates, plus GPT-Image-2.5 Flare and Sunburst in the API ChatGPT Voice can now use GPT-5.6 Sol and GPT-6 Astra when it needs to search or reason, GPT-Live-1 daily limits are simplified per plan, and extra Voice usage drops from 5 to 1.25 credits per minute for Business and Enterprise workspaces on credits OpenAI paused new subscriptions to the $200 ChatGPT Pro plan to protect access for existing GPT-6 Astra users, hours after a remote switch to pause Pro 20x purchases showed up in the web app Custom GPTs in ChatGPT will likely be retired on December 11 based on my findings, and OpenAI's new FAQ puts Enterprise migration at September 17 with new GPT creation ending September 25 and instructions becoming a plugin skill From the ChatGPT Android build, OpenAI is building a collaborative multiplayer document editor with dedicated gateway hosts and draft-conflict UI, an Artifacts Library with Favorites, and a credit score feature in ChatGPT Finance, and Locked Chats with a PIN are being prepared in the web app OpenAI released GPT-Live-1 in the API at $0.05 per minute, a voice model that listens and speaks at the same time and delegates reasoning to a backend model like GPT-6 Astra, and the Agents API in public beta running the Codex harness on OpenAI's infrastructure with only the sandbox left for you to choose Deep research arrived in ChatGPT Work and Codex, a Data plugin connects Snowflake, Databricks, BigQuery, and Redshift to answer business questions and build dashboards, Library gained file and folder sharing, and Box, Dropbox, and SharePoint joined Google Drive in Library OpenAI launched ChatGPT for Financial Services with built-in premium data from Daloopa, PitchBook, LSEG News, and Crunchbase, shaped with Morgan Stanley and Evercore, and a GSA agreement gives US governments $0 license fees, 50% off usage, and Daybreak Blue at half price Smaller ChatGPT bits: a stock watchlist in Finances for US Plus and Pro, a small business plugin collection, over 5 million ChatGPT Sites built in three months, and the desktop pet can now start a new chat with a new Mini option OpenAI published The Work Now Within Reach, calling free access "supported by advertising", citing over one billion weekly active users, and saying they plan to begin deploying their Jalapeño inference chip by year-end OpenAI moved GPT-Rosalind out of research preview for eligible organizations worldwide, detailed Habitat with the service rewritten in Rust by two engineers with Codex and the platform serving over 70 million requests per second, and shared a case study of GPT-5.6 Sol calibrating a six-qubit chip at MIT Paul Christiano joined the OpenAI Foundation Board and the Safety and Security Committee, OpenAI committed $5 million to research on AI and teens, and expanded journalism programs from CUNY and Northwestern to Ukrainian newsrooms Anthropic published an alignment assessment of four incidents in which Claude models gained unauthorized access to real systems, adding a fourth found when assembling transcripts for METR, walking back their July 30 claims, and calling it a mistake that Claude Mythos 5 shipped without alignment environments Anthropic's most detailed threat intelligence report yet says Moonshot and DeepSeek silently relayed their own users' requests to Claude and served the responses as Kimi and DeepSeek output, with distillation campaigns attributed to Alibaba as the largest ever with more than 3,500 fraudulent accounts, plus Zhipu, Xiaomi, SenseTime, and MiniMax Anthropic's Frontier Red Team measured tactical intelligence targeting and conventional weapons capabilities, with Claude Mythos Preview leading the targeting evals, Claude Opus 5 leading the weapons software evals, and Mythos beating the top GeoGuessr division on photo geolocation Anthropic CEO Dario Amodei argues in We Must Pace the Frontier that the AI industry should slow down, commits to giving evaluators like METR permanent employee-level access, and OpenAI CEO Sam Altman replied that he agrees and OpenAI will commit to the same Anthropic's Economics team released a scenario explorer for AI's effect on the US economy by 2030, where even the extreme case grows the economy but reaches 15% annual GDP growth with unemployment beyond recessionary levels On the product side, Claude Code desktop can pop out any pane into its own window, Claude Managed Agents got a session viewer and auto mode, claude plugin eval scores your plugin or skill with and without it, and smart reports launched in beta for Claude Enterprise Anthropic shared lessons from their Claude SMB Tour with more than 1,000 small business owners, where data security was the most-cited adoption barrier and nearly two-thirds asked for more hands-on implementation help, and more

OpenAI and Anthropic this week: Navier-Stokes, An Alien Mind, Images 2.5, Pro pause, Pace the Frontier (Week 37, 2026) OpenAI shared a solution to the Navier-Stokes Millennium Prize Problem, produced in 88 hours by around 10,000 coordinating agents on an internal model still in training and significantly more capable than GPT-6 Astra, with an investigation finding Tristan Buckmaster's Codex prompts could not have influenced the system and no user data was accessed OpenAI says they have reached their automated research intern goal and are making strong progress toward an automated AI researcher by March 2028, with the research org at 3.1 agent-workdays per human workday and RL training on deployment-bound models partly paused after the Hugging Face incident OpenAI Chief Scientist Jakub Pachocki writes in An Alien Mind that no lab has solved alignment and monitoring well enough to keep scaling at maximum speed for much longer, and that GPT-6 Astra is the first model to benefit from some of their newer alignment work OpenAI called for mandatory capability-based national AI safety regulation, endorsed four California bills, said fully autonomous recursive self-improvement should not be pursued until it can be done safely, and described Astra safeguards like universal monitoring of full trajectories including chains of thought OpenAI released ChatGPT Images 2.5 to all ChatGPT, ChatGPT Work, and Codex users with sharper details, up to 50% lower latency, comment-based edits, Sketch, and templates, plus GPT-Image-2.5 Flare and Sunburst in the API ChatGPT Voice can now use GPT-5.6 Sol and GPT-6 Astra when it needs to search or reason, GPT-Live-1 daily limits are simplified per plan, and extra Voice usage drops from 5 to 1.25 credits per minute for Business and Enterprise workspaces on credits OpenAI paused new subscriptions to the $200 ChatGPT Pro plan to protect access for existing GPT-6 Astra users, hours after a remote switch to pause Pro 20x purchases showed up in the web app Custom GPTs in ChatGPT will likely be retired on December 11 based on my findings, and OpenAI's new FAQ puts Enterprise migration at September 17 with new GPT creation ending September 25 and instructions becoming a plugin skill From the ChatGPT Android build, OpenAI is building a collaborative multiplayer document editor with dedicated gateway hosts and draft-conflict UI, an Artifacts Library with Favorites, and a credit score feature in ChatGPT Finance, and Locked Chats with a PIN are being prepared in the web app OpenAI released GPT-Live-1 in the API at $0.05 per minute, a voice model that listens and speaks at the same time and delegates reasoning to a backend model like GPT-6 Astra, and the Agents API in public beta running the Codex harness on OpenAI's infrastructure with only the sandbox left for you to choose Deep research arrived in ChatGPT Work and Codex, a Data plugin connects Snowflake, Databricks, BigQuery, and Redshift to answer business questions and build dashboards, Library gained file and folder sharing, and Box, Dropbox, and SharePoint joined Google Drive in Library OpenAI launched ChatGPT for Financial Services with built-in premium data from Daloopa, PitchBook, LSEG News, and Crunchbase, shaped with Morgan Stanley and Evercore, and a GSA agreement gives US governments $0 license fees, 50% off usage, and Daybreak Blue at half price Smaller ChatGPT bits: a stock watchlist in Finances for US Plus and Pro, a small business plugin collection, over 5 million ChatGPT Sites built in three months, and the desktop pet can now start a new chat with a new Mini option OpenAI published The Work Now Within Reach, calling free access "supported by advertising", citing over one billion weekly active users, and saying they plan to begin deploying their Jalapeño inference chip by year-end OpenAI moved GPT-Rosalind out of research preview for eligible organizations worldwide, detailed Habitat with the service rewritten in Rust by two engineers with Codex and the platform serving over 70 million requests per second, and shared a case study of GPT-5.6 Sol calibrating a six-qubit chip at MIT Paul Christiano joined the OpenAI Foundation Board and the Safety and Security Committee, OpenAI committed $5 million to research on AI and teens, and expanded journalism programs from CUNY and Northwestern to Ukrainian newsrooms Anthropic published an alignment assessment of four incidents in which Claude models gained unauthorized access to real systems, adding a fourth found when assembling transcripts for METR, walking back their July 30 claims, and calling it a mistake that Claude Mythos 5 shipped without alignment environments Anthropic's most detailed threat intelligence report yet says Moonshot and DeepSeek silently relayed their own users' requests to Claude and served the responses as Kimi and DeepSeek output, with distillation campaigns attributed to Alibaba as the largest ever with more than 3,500 fraudulent accounts, plus Zhipu, Xiaomi, SenseTime, and MiniMax Anthropic's Frontier Red Team measured tactical intelligence targeting and conventional weapons capabilities, with Claude Mythos Preview leading the targeting evals, Claude Opus 5 leading the weapons software evals, and Mythos beating the top GeoGuessr division on photo geolocation Anthropic CEO Dario Amodei argues in We Must Pace the Frontier that the AI industry should slow down, commits to giving evaluators like METR permanent employee-level access, and OpenAI CEO Sam Altman replied that he agrees and OpenAI will commit to the same Anthropic's Economics team released a scenario explorer for AI's effect on the US economy by 2030, where even the extreme case grows the economy but reaches 15% annual GDP growth with unemployment beyond recessionary levels On the product side, Claude Code desktop can pop out any pane into its own window, Claude Managed Agents got a session viewer and auto mode, claude plugin eval scores your plugin or skill with and without it, and smart reports launched in beta for Claude Enterprise Anthropic shared lessons from their Claude SMB Tour with more than 1,000 small business owners, where data security was the most-cited adoption barrier and nearly two-thirds asked for more hands-on implementation help, and more

Tibor Blaho

15,346 просмотров • 11 дней назад

Charlie lived his life as a warrior for truth and freedom. Every day, stepping into the arena, armed with the Constitution. sparring through debate on the battlefield of ideas for the heart of our democratic republic and our unalienable rights endowed on us by our Creator. Charlie lived what our founders envisioned: freedom means the right to speak, even when we disagree. I may not agree with what you say. But I will defend — with my very life — your right to speak. Free speech is the foundation of our democratic republic without it, we will be lost we must protect it at all cost Charlie stood in the arena, armed with superior arguments, truth, reason. propelled and motivated by love for God, love for others, love for our country His words were his weapons— to defeat ignorance, to cut through lies, to awaken minds, inspire hearts, gain wisdom Charlie spoke with a calm courage. Not asking, “What will God do for me?” Instead, saying: “God, use me for Your will.” He showed respect and compassion, even for those who opposed him. He wanted people to understand the truth. For it is the truth that sets us free. It is the truth that keeps us free. Our schools are meant to teach, to train students to think critically, debate ideas, Test their strength in the clash of reason. But too often, the system silences debate Claiming "words are violence" Dissenting voices are silenced Those who speak of God, speak of objective truth, like there are only two genders, are told they have no voice. He challenged those institutions, students, and faculty to speak honestly, debate openly, and think critically. And he was winning. It was because he was winning that the forces of darkness tried to silence him. History shows this dark pattern: when ideas cannot withstand scrutiny — whether its the ideology of religious or political fanatics — their defenders turn to intimidation, censorship, and violence. They kill and terrorize their opponents and the truth into silence. But even in this evil their flawed ideology is revealed By trying to silence Charlie, they have achieved the opposite, 1000x over. Charlie's message and example is more powerful and impactful than ever before. The truths he spoke have spread a hundredfold. And where did Charlie’s fearlessness come from? The answer lies in Corinthians: “Therefore, being always of good courage, and knowing that while we are at home in the body we are absent from the Lord… we are of good courage, I say, and prefer rather to be absent from the body and to be at home with the Lord. Therefore we also have as our ambition, whether at home or absent, to be pleasing to Him.” Our call to action now every one of us needs to be a warrior like Charlie Take shelter in God. Draw strength and fearlessness from the Lord in our hearts. Stand together, and continue the mission Charlie dedicated his life to Carry the torch that shines the light of God's love sharpen our weapons of truth Common sense, reason Study. Learn. Speak. If you are afraid, confused, angry or lost. Don't be. God says, "Do not be afraid, I am with you. I will strengthen you, and help you." Charlie's prayer is our prayer: God, use me for your will. Now is the time to step in the arena and become warriors for Freedom and our Constitution.

Charlie lived his life as a warrior for truth and freedom. Every day, stepping into the arena, armed with the Constitution. sparring through debate on the battlefield of ideas for the heart of our democratic republic and our unalienable rights endowed on us by our Creator. Charlie lived what our founders envisioned: freedom means the right to speak, even when we disagree. I may not agree with what you say. But I will defend — with my very life — your right to speak. Free speech is the foundation of our democratic republic without it, we will be lost we must protect it at all cost Charlie stood in the arena, armed with superior arguments, truth, reason. propelled and motivated by love for God, love for others, love for our country His words were his weapons— to defeat ignorance, to cut through lies, to awaken minds, inspire hearts, gain wisdom Charlie spoke with a calm courage. Not asking, “What will God do for me?” Instead, saying: “God, use me for Your will.” He showed respect and compassion, even for those who opposed him. He wanted people to understand the truth. For it is the truth that sets us free. It is the truth that keeps us free. Our schools are meant to teach, to train students to think critically, debate ideas, Test their strength in the clash of reason. But too often, the system silences debate Claiming "words are violence" Dissenting voices are silenced Those who speak of God, speak of objective truth, like there are only two genders, are told they have no voice. He challenged those institutions, students, and faculty to speak honestly, debate openly, and think critically. And he was winning. It was because he was winning that the forces of darkness tried to silence him. History shows this dark pattern: when ideas cannot withstand scrutiny — whether its the ideology of religious or political fanatics — their defenders turn to intimidation, censorship, and violence. They kill and terrorize their opponents and the truth into silence. But even in this evil their flawed ideology is revealed By trying to silence Charlie, they have achieved the opposite, 1000x over. Charlie's message and example is more powerful and impactful than ever before. The truths he spoke have spread a hundredfold. And where did Charlie’s fearlessness come from? The answer lies in Corinthians: “Therefore, being always of good courage, and knowing that while we are at home in the body we are absent from the Lord… we are of good courage, I say, and prefer rather to be absent from the body and to be at home with the Lord. Therefore we also have as our ambition, whether at home or absent, to be pleasing to Him.” Our call to action now every one of us needs to be a warrior like Charlie Take shelter in God. Draw strength and fearlessness from the Lord in our hearts. Stand together, and continue the mission Charlie dedicated his life to Carry the torch that shines the light of God's love sharpen our weapons of truth Common sense, reason Study. Learn. Speak. If you are afraid, confused, angry or lost. Don't be. God says, "Do not be afraid, I am with you. I will strengthen you, and help you." Charlie's prayer is our prayer: God, use me for your will. Now is the time to step in the arena and become warriors for Freedom and our Constitution.

Tulsi Gabbard 🌺

252,235 просмотров • 1 год назад

Google just confirmed the first case of hackers using AI to build a zero-day exploit from scratch. An actual zero-day vulnerability that no human had EVER found before, discovered by an AI model, turned into a working weapon, and aimed at a mass exploitation campaign targeting thousands of systems simultaneously. Google's Threat Intelligence Group caught it yesterday and killed the operation before it scaled. But the details of how it worked are genuinely scary: The AI found a flaw in a popular two-factor authentication system that traditional security tools had missed entirely. The vulnerability was a logic error buried deep in the authentication flow where a developer had hard-coded a trust exception years ago. No human security researcher or automated scanner had caught it. The flaw was invisible to EVERY tool the cybersecurity industry has built over the past two decades. But the AI spotted it immediately. Then it wrote a full Python exploit script to weaponize it. Google's analysts could tell the code was AI-generated because it had textbook formatting, educational comments explaining every function, and even a hallucinated severity score that doesn't exist in any real database. The AI literally graded its own attack with a fake rating. So the code had MISTAKES in it. The criminals' implementation was clumsy enough that it probably interfered with the actual deployment. This was the sloppy first attempt by people who are still learning how to use these tools. And it still found a vulnerability that the entire cybersecurity industry missed. Google's chief threat analyst John Hultquist said: "There's a misconception that the AI vulnerability race is imminent. The reality is that it's already begun. For every zero-day we can trace back to AI, there are probably many more out there." But here's where it gets truly insane... This wasn't even a sophisticated operation. North Korea's APT45 hacking unit is sending thousands of repetitive prompts to AI models, recursively analyzing known vulnerabilities and building an entire exploit arsenal that would be physically impossible for human hackers to assemble at the same speed. They're essentially industrializing cyberattacks. A Chinese state-linked group jailbroke Google's own Gemini by simply asking it to "pretend to be a network security expert" and then used that persona to research how to hack TP-Link routers and corporate file transfer systems. Another Chinese group deployed autonomous AI agents that probed a Japanese tech firm with minimal human oversight, deciding on their own which tools to use and pivoting between targets based on internal reasoning. And then there's PROMPTSPY, an Android backdoor that calls Google's Gemini API to read your phone screen in real time, navigate your interface autonomously, capture your biometric data, replay your lock screen PIN, and block you from uninstalling it by placing an invisible overlay over the uninstall button. It literally OPERATES your phone using commercial AI tools anyone can access. Everyone spent the last 3 years arguing about whether AI would take people's jobs. Meanwhile AI is making every password, every firewall, and every two-factor authentication system on Earth fundamentally less secure. The entire $190 billion cybersecurity industry was built on one assumption: that finding vulnerabilities is hard and requires deep expertise. But AI just removed that assumption from the equation. And the scariest part is that Google said the criminals made errors this time. The implementation was rough and the campaign probably didn't fully work. These were amateurs, now imagine what professionals are able to do. There's a reason Sam Altman predicted an inevitable massive cyberattack THIS year. What do you think?

Google just confirmed the first case of hackers using AI to build a zero-day exploit from scratch. An actual zero-day vulnerability that no human had EVER found before, discovered by an AI model, turned into a working weapon, and aimed at a mass exploitation campaign targeting thousands of systems simultaneously. Google's Threat Intelligence Group caught it yesterday and killed the operation before it scaled. But the details of how it worked are genuinely scary: The AI found a flaw in a popular two-factor authentication system that traditional security tools had missed entirely. The vulnerability was a logic error buried deep in the authentication flow where a developer had hard-coded a trust exception years ago. No human security researcher or automated scanner had caught it. The flaw was invisible to EVERY tool the cybersecurity industry has built over the past two decades. But the AI spotted it immediately. Then it wrote a full Python exploit script to weaponize it. Google's analysts could tell the code was AI-generated because it had textbook formatting, educational comments explaining every function, and even a hallucinated severity score that doesn't exist in any real database. The AI literally graded its own attack with a fake rating. So the code had MISTAKES in it. The criminals' implementation was clumsy enough that it probably interfered with the actual deployment. This was the sloppy first attempt by people who are still learning how to use these tools. And it still found a vulnerability that the entire cybersecurity industry missed. Google's chief threat analyst John Hultquist said: "There's a misconception that the AI vulnerability race is imminent. The reality is that it's already begun. For every zero-day we can trace back to AI, there are probably many more out there." But here's where it gets truly insane... This wasn't even a sophisticated operation. North Korea's APT45 hacking unit is sending thousands of repetitive prompts to AI models, recursively analyzing known vulnerabilities and building an entire exploit arsenal that would be physically impossible for human hackers to assemble at the same speed. They're essentially industrializing cyberattacks. A Chinese state-linked group jailbroke Google's own Gemini by simply asking it to "pretend to be a network security expert" and then used that persona to research how to hack TP-Link routers and corporate file transfer systems. Another Chinese group deployed autonomous AI agents that probed a Japanese tech firm with minimal human oversight, deciding on their own which tools to use and pivoting between targets based on internal reasoning. And then there's PROMPTSPY, an Android backdoor that calls Google's Gemini API to read your phone screen in real time, navigate your interface autonomously, capture your biometric data, replay your lock screen PIN, and block you from uninstalling it by placing an invisible overlay over the uninstall button. It literally OPERATES your phone using commercial AI tools anyone can access. Everyone spent the last 3 years arguing about whether AI would take people's jobs. Meanwhile AI is making every password, every firewall, and every two-factor authentication system on Earth fundamentally less secure. The entire $190 billion cybersecurity industry was built on one assumption: that finding vulnerabilities is hard and requires deep expertise. But AI just removed that assumption from the equation. And the scariest part is that Google said the criminals made errors this time. The implementation was rough and the campaign probably didn't fully work. These were amateurs, now imagine what professionals are able to do. There's a reason Sam Altman predicted an inevitable massive cyberattack THIS year. What do you think?

Ricardo

50,564 просмотров • 4 месяцев назад

🚨BREAKING: New Radar Scan Reveals a Massive Engineered Substructure That Looks Like An Energy Grid Beneath the Giza Plateau🚨 Radar engineer Filippo Biondi just dropped the most explosive finding ever reported at Giza: eight clearly man-made, tube-like structures plunging more than a kilometer beneath the Khafre Pyramid and ending in huge 80-meter chambers. The structures are obviously artificially engineered and the synthetic aperture radar Doppler-tomography technique he used has precedent in accurately predicting underground structures (in both commercial and defense use cases). The Egyptian ministry of culture is extremely afraid this finding might rewrite their history. 1) The Core Structure: Eight hollow tubes (with two symmetrical sets of four) sit directly beneath the Khafre Pyramid’s base and run straight down over 1 km into the bedrock. They terminate in a massive chamber roughly 80 meters across. The shape is engineered; nothing in geology produces structures like this. 2) The Method Used: Regular SAR can’t see through rock. Biondi uses a Doppler-tomographic approach: the satellites measure tiny vibrations on the surface, and the inversion reconstructs what’s below from how those vibrations modulate the radar signal. It’s physics, not AI. 3) Independent Replication: The same underground structures appear in data from: • Umbra • Capella Space • ISI • COSMO-SkyMed If this were a glitch or artifact, it wouldn’t repeat across four separate systems. 4) Real-World Validation: Biondi’s method has already been tested against real sites where we know the exact layout. It has: • Mapped the Gran Sasso underground lab with exact accuracy • Reproduced the Osiris Shaft down to ~37 meters • Imaged magma and voids used in active civil-protection monitoring These aren’t speculative models...they match real measurements. 5) Giza As A Unified System: After Khafre, the team scanned the rest of the plateau. Similar tube-like structures miraculously appear beneath Menkaure (a smaller 2+2 pattern) and a single descending tube under the Sphinx. The evidence points to a giant connected system beneath all three monuments. 6) The Tunnel Network: The tomography shows a dense web of tunnels running between the pyramids and toward the Sphinx. Several known surface shafts, now blocked or filled with debris, look like the original access points into this network. 7) Water As A Key Variable: The Osiris Shaft contains water at about 33–37 meters. Biondi thinks water flow is part of how the system operates, possibly tied to vibrational or informational dynamics. He cites Preparata and Del Giudice’s work on coherent water domains but avoids any “power plant” jump. 8) Academia: Biondi already has a peer-reviewed SAR/Doppler tomography paper on the Khufu Pyramid in Remote Sensing. His larger Khafre + plateau paper is now in peer review. The work sticks to hard measurements: geometry, depth, replication. 9) Next Steps: The CAF Project is preparing a proposal to: • Clear out the sealed shafts between Khafre and the Sphinx • Run direct seismic surveys to confirm the satellite data • Enter the tunnel system if Egypt authorizes it At this point, approval from Cairo is the only barrier to verifying what the scans show. If those shafts are opened, the world may be looking at a multi-kilometer engineered complex beneath Giza. Full Documentary 👇

🚨BREAKING: New Radar Scan Reveals a Massive Engineered Substructure That Looks Like An Energy Grid Beneath the Giza Plateau🚨 Radar engineer Filippo Biondi just dropped the most explosive finding ever reported at Giza: eight clearly man-made, tube-like structures plunging more than a kilometer beneath the Khafre Pyramid and ending in huge 80-meter chambers. The structures are obviously artificially engineered and the synthetic aperture radar Doppler-tomography technique he used has precedent in accurately predicting underground structures (in both commercial and defense use cases). The Egyptian ministry of culture is extremely afraid this finding might rewrite their history. 1) The Core Structure: Eight hollow tubes (with two symmetrical sets of four) sit directly beneath the Khafre Pyramid’s base and run straight down over 1 km into the bedrock. They terminate in a massive chamber roughly 80 meters across. The shape is engineered; nothing in geology produces structures like this. 2) The Method Used: Regular SAR can’t see through rock. Biondi uses a Doppler-tomographic approach: the satellites measure tiny vibrations on the surface, and the inversion reconstructs what’s below from how those vibrations modulate the radar signal. It’s physics, not AI. 3) Independent Replication: The same underground structures appear in data from: • Umbra • Capella Space • ISI • COSMO-SkyMed If this were a glitch or artifact, it wouldn’t repeat across four separate systems. 4) Real-World Validation: Biondi’s method has already been tested against real sites where we know the exact layout. It has: • Mapped the Gran Sasso underground lab with exact accuracy • Reproduced the Osiris Shaft down to ~37 meters • Imaged magma and voids used in active civil-protection monitoring These aren’t speculative models...they match real measurements. 5) Giza As A Unified System: After Khafre, the team scanned the rest of the plateau. Similar tube-like structures miraculously appear beneath Menkaure (a smaller 2+2 pattern) and a single descending tube under the Sphinx. The evidence points to a giant connected system beneath all three monuments. 6) The Tunnel Network: The tomography shows a dense web of tunnels running between the pyramids and toward the Sphinx. Several known surface shafts, now blocked or filled with debris, look like the original access points into this network. 7) Water As A Key Variable: The Osiris Shaft contains water at about 33–37 meters. Biondi thinks water flow is part of how the system operates, possibly tied to vibrational or informational dynamics. He cites Preparata and Del Giudice’s work on coherent water domains but avoids any “power plant” jump. 8) Academia: Biondi already has a peer-reviewed SAR/Doppler tomography paper on the Khufu Pyramid in Remote Sensing. His larger Khafre + plateau paper is now in peer review. The work sticks to hard measurements: geometry, depth, replication. 9) Next Steps: The CAF Project is preparing a proposal to: • Clear out the sealed shafts between Khafre and the Sphinx • Run direct seismic surveys to confirm the satellite data • Enter the tunnel system if Egypt authorizes it At this point, approval from Cairo is the only barrier to verifying what the scans show. If those shafts are opened, the world may be looking at a multi-kilometer engineered complex beneath Giza. Full Documentary 👇

Jesse Michels

891,204 просмотров • 9 месяцев назад

The new Google Search is rolling out. Information Agents are now appearing inside AI Mode. These agents operate in the background 24/7, continuously monitoring the web for information matching the customer’s exact requirements. When something relevant changes, Google can send them a detailed update with links to the web. For businesses, this changes things a lot. Let’s go through it together. And if you want to see whether your business is already appearing across Google AI, ChatGPT, Claude, Perplexity and Grok, check here. It’s free: Google originally announced Information Agents at Google I/O in May. They are now available across all AI Mode languages and markets for Google AI Ultra subscribers. Google says access will expand to more people this summer. The process is fairly simple in that a user tells AI Mode what they want to monitor. For example: “Keep me updated when a new apartment matching these requirements becomes available.” “Alert me when one of my favorite athletes announces a sneaker collaboration.” Another possible use case could be: “Tell me when this product comes back in stock.” Google’s agent then works in the background and sends an update when it finds something relevant. Google says Information Agents can monitor: Blogs News websites Social posts Other web content Real-time shopping information Finance data Sports information The agent searches for changes related to the user’s specific question. This creates a new type of search visibility. A customer no longer needs to return to Google and repeat the same query every week. They can describe what they need once and let Google monitor the web for them. For businesses, that creates opportunities to appear after the original search has ended. Imagine someone tells Google: “Keep me updated on payroll software that adds better support for construction companies with employees and contractors.” Several weeks later, your company publishes: A new contractor-payment feature A construction-specific product page Updated pricing A QuickBooks integration A customer case study A comparison with another payroll platform Google’s agent may encounter that information while monitoring the topic. Your company can reach the customer at the moment your product becomes more relevant to them. This is my interpretation of what the rollout means for businesses. Google has not disclosed exactly how Information Agents select which pages or companies to include. But we do know the updates can contain links to the web. That creates a potential traffic opportunity for businesses publishing information that closely matches what customers are monitoring. A vague announcement such as: “We are excited to introduce several powerful improvements.” gives Google less specific information to match against the customer’s request. A clearer announcement might say: “Our payroll platform now supports automated contractor payments in all 50 states. The feature is available today on plans beginning at $149 per month and integrates with QuickBooks Online.” That gives the agent specific facts it can match to the customer’s request. This is where SEO Stuff’s done-for-you package becomes relevant: The package combines 10 AI-search-optimized articles with three DR50+ authority placements. The content can cover: New products and features Industry-specific use cases Pricing Integrations Comparisons Customer results Frequently changing information The authority placements reinforce the company’s identity, category and claims across other credible websites. Google has not said that Information Agents directly measure Ahrefs Domain Rating or backlinks. That connection is my interpretation of how businesses can become easier for Google to discover and verify across the web. Information Agents also make freshness more commercially important. A page published two years ago may still rank well. But if it has not been updated, it may not tell Google about: A newly launched feature A recent price change A product coming back in stock A new service area An updated integration A current customer result A newly published report Businesses need a system for keeping important information current and publishing meaningful updates when something changes. This does not mean publishing a constant stream of thin announcements. The update still needs to contain something genuinely useful. That could include: New product information Original research Current pricing Inventory changes Industry data Detailed case studies New integrations Updated comparisons Specific customer results The Premium Content Bundle can help build that broader information footprint: It includes 60 long-form articles mapped across the questions, comparisons and use cases surrounding a business. The goal is to create useful pages covering the different needs a customer may ask Google to monitor. One customer may care about pricing. Another may care about a specific integration. Another may be waiting for a feature. Another may want a product designed for their industry. Another may want evidence that the service works. Each page creates another opportunity for an Information Agent to discover the business while monitoring the web. This rollout also makes brand consistency more important. Google may encounter information about your company across: Your website News coverage Social posts Industry publications Review websites Comparison pages Customer discussions If those sources describe the company differently, Google has to determine which information is current and accurate. Clear and consistent information gives the agent stronger evidence to work with. If I had to reduce this rollout to one core idea, it would be this: Search is becoming continuous. The customer describes what they need. Google monitors the web in the background. A relevant change can trigger an update. That update can include links to supporting websites. For businesses, visibility increasingly depends on being discoverable at the moment something changes. That requires: Current product information Clear positioning Specific feature and pricing details Useful industry content Meaningful updates Consistent third-party validation Pages worth sending the customer to The businesses that benefit most will make it easy for Google to understand what changed, who it matters to and why the customer should care. This is the system SEO Stuff was built around: And if you want to see whether your business is already being cited, understood and recommended across Google AI, ChatGPT, Claude, Perplexity and Grok, check here:

Alex Groberman

35,694 просмотров • 3 месяцев назад

I Spent $100k On Developers Before Learning This: Build Your AI Bot Today the blueprint to building your first ai trading bot without a degree or a single clue where to start is hidden in plain sight. most people think you need a stanford degree or some crazy math background to build these systems but i spent ten years in tech scared to code for that exact reason. i thought it was only for the geniuses and the nerds while i was just a guy who played video games and wanted his time back the reality is that code is the great equalizer because it doesn't care who you are or where you came from. i lost hundreds of thousands of dollars hiring developers who did shoddy work and i lost even more through liquidations and over trading because i was too emotional to follow my own rules. i knew i had to automate everything if i wanted to survive this game so i decided to learn live on youtube and iterate my way to success everyone is looking for the holy grail indicator that prints money while they sleep but they are looking in the wrong place. the real secret isn't a magical line on a chart but a process i call the rbi system which stands for research backtest and implement. most traders fail because they try to build a bot before they even know if their strategy worked in the past which is basically just gambling with extra steps you have to start with deep research into a strategy like supply and demand zones where you buy where the banks buy and sell where they sell. once you have a solid idea you must backtest it against years of data to see if it actually has an edge. if it doesn't work in the past it definitely won't work in the future but if it shows promise then you move to the implementation phase with small size there is a hidden cost to automation that can wipe out your profits before you even place a trade if you aren't careful. i found myself overusing api credits and running up a massive bill just to fetch wallet balances and token lists. if your bot is calling the exchange every five seconds just to see how much money you have you are essentially burning cash for no reason you can use ai tools like cursor to help you write the python code even if you are a total beginner. i still use ai to explain complex functions and identify where my code is being inefficient or chewing through credits. i had to refactor my entire dashboard and timer logic to only check balances every thirty minutes instead of every few seconds to save those precious credits the man who made thirty one billion dollars in the markets had one rule he never broke throughout his entire career. jim simons was the greatest algorithmic trader to ever live and he proved that systems will always beat human intuition over a long enough timeline. his secret wasn't some complex formula that no one else could understand but a commitment to a specific way of thinking simons always said you just have to make your systems better and better because that is what everyone else is trying to do. the game never really ends because the markets are always evolving and your edge will eventually decay if you don't iterate. this is why i build in public and show every step of the process because the iteration is where the actual money is made the reason you get liquidated isn't the market or the whales or some conspiracy against your small account. the real reason is the conversation you have with yourself at two in the morning when you are down on a trade and decide to move your stop loss. humans are built for survival not for trading and our emotions like fomo and fear will always sabotage our results when you automate your trading you are essentially signing a non negotiable contract with yourself that the bot will execute without question. if the plan says to sell fifty percent in an uptrend and ninety five percent in a downtrend the bot does it every single time. it doesn't feel the panic when a red candle drops or the greed when a green one spikes it just follows the code i used to spend all day staring at screens chasing bars up and down thinking that more screen time equaled more profit. i got into trading to get my time back but i ended up becoming a slave to the charts until i finally learned to code. now i have fully automated systems trading for me instead of getting liquidated because i removed the weakest link in the system which was me you don't need to spend ten years learning how to code before you can start building your own trading bots. if you spend three to six months getting the gist of python and using ai to bridge the gap you can start building immediately. start with a simple supply and demand bot that looks for major coin trends and only enters when the odds are heavily in your favor by checking the trend of bitcoin ethereum and solana simultaneously you can ensure you aren't fighting the overall market direction. i look for at least two out of those three to be trending before my bot is even allowed to look for an entry. this simple filter alone can save you from thousands of dollars in paper cuts during choppy sideways markets if you can't fly then run and if you can't run then walk but by all means you must keep moving toward automation. the process of taking an idea out of your brain and putting it into a system is the most secretive and valuable skill in the world. don't follow the pack and try to solve the same problems as everyone else but find your own edge and code it into existence the deal you make with yourself at the start of your journey is what determines if you will actually make it or not. i made a contract with myself to learn live and show everything because i believe that transparency is the only way to truly learn this craft. stick to your plan and iterate every single day because the systems you build today are the equalizers that will change your life tomorrow

I Spent $100k On Developers Before Learning This: Build Your AI Bot Today the blueprint to building your first ai trading bot without a degree or a single clue where to start is hidden in plain sight. most people think you need a stanford degree or some crazy math background to build these systems but i spent ten years in tech scared to code for that exact reason. i thought it was only for the geniuses and the nerds while i was just a guy who played video games and wanted his time back the reality is that code is the great equalizer because it doesn't care who you are or where you came from. i lost hundreds of thousands of dollars hiring developers who did shoddy work and i lost even more through liquidations and over trading because i was too emotional to follow my own rules. i knew i had to automate everything if i wanted to survive this game so i decided to learn live on youtube and iterate my way to success everyone is looking for the holy grail indicator that prints money while they sleep but they are looking in the wrong place. the real secret isn't a magical line on a chart but a process i call the rbi system which stands for research backtest and implement. most traders fail because they try to build a bot before they even know if their strategy worked in the past which is basically just gambling with extra steps you have to start with deep research into a strategy like supply and demand zones where you buy where the banks buy and sell where they sell. once you have a solid idea you must backtest it against years of data to see if it actually has an edge. if it doesn't work in the past it definitely won't work in the future but if it shows promise then you move to the implementation phase with small size there is a hidden cost to automation that can wipe out your profits before you even place a trade if you aren't careful. i found myself overusing api credits and running up a massive bill just to fetch wallet balances and token lists. if your bot is calling the exchange every five seconds just to see how much money you have you are essentially burning cash for no reason you can use ai tools like cursor to help you write the python code even if you are a total beginner. i still use ai to explain complex functions and identify where my code is being inefficient or chewing through credits. i had to refactor my entire dashboard and timer logic to only check balances every thirty minutes instead of every few seconds to save those precious credits the man who made thirty one billion dollars in the markets had one rule he never broke throughout his entire career. jim simons was the greatest algorithmic trader to ever live and he proved that systems will always beat human intuition over a long enough timeline. his secret wasn't some complex formula that no one else could understand but a commitment to a specific way of thinking simons always said you just have to make your systems better and better because that is what everyone else is trying to do. the game never really ends because the markets are always evolving and your edge will eventually decay if you don't iterate. this is why i build in public and show every step of the process because the iteration is where the actual money is made the reason you get liquidated isn't the market or the whales or some conspiracy against your small account. the real reason is the conversation you have with yourself at two in the morning when you are down on a trade and decide to move your stop loss. humans are built for survival not for trading and our emotions like fomo and fear will always sabotage our results when you automate your trading you are essentially signing a non negotiable contract with yourself that the bot will execute without question. if the plan says to sell fifty percent in an uptrend and ninety five percent in a downtrend the bot does it every single time. it doesn't feel the panic when a red candle drops or the greed when a green one spikes it just follows the code i used to spend all day staring at screens chasing bars up and down thinking that more screen time equaled more profit. i got into trading to get my time back but i ended up becoming a slave to the charts until i finally learned to code. now i have fully automated systems trading for me instead of getting liquidated because i removed the weakest link in the system which was me you don't need to spend ten years learning how to code before you can start building your own trading bots. if you spend three to six months getting the gist of python and using ai to bridge the gap you can start building immediately. start with a simple supply and demand bot that looks for major coin trends and only enters when the odds are heavily in your favor by checking the trend of bitcoin ethereum and solana simultaneously you can ensure you aren't fighting the overall market direction. i look for at least two out of those three to be trending before my bot is even allowed to look for an entry. this simple filter alone can save you from thousands of dollars in paper cuts during choppy sideways markets if you can't fly then run and if you can't run then walk but by all means you must keep moving toward automation. the process of taking an idea out of your brain and putting it into a system is the most secretive and valuable skill in the world. don't follow the pack and try to solve the same problems as everyone else but find your own edge and code it into existence the deal you make with yourself at the start of your journey is what determines if you will actually make it or not. i made a contract with myself to learn live and show everything because i believe that transparency is the only way to truly learn this craft. stick to your plan and iterate every single day because the systems you build today are the equalizers that will change your life tomorrow

Moon Dev

11,726 просмотров • 7 месяцев назад

🚨‼️🇧🇬 BREAKING NEWS BULGARIA RISES: MASS PROTESTS ERUPT IN SOFIA AND CITIES ACROSS THE COUNTRY TENS OF THOUSANDS ON THE STREETS — GOVERNMENT UNDER HISTORIC PRESSURE Sofia — December 10, 2025. Bulgaria has reached a breaking point. What began as frustration over corruption and economic decline has exploded into one of the largest public uprisings in the democratic era. Sofia’s city center is now completely overrun by crowds so vast that drone cameras “cannot see the end of the crowd,” according to on-scene footage. Tonight, the government quarter in Sofia — flanked by the National Assembly, the Council of Ministers, and the Presidency — has become the epicenter of a national revolt. The Largo, normally a symbol of state power, has been swallowed by a mass of Bulgarians demanding accountability. This is not a protest. This is a popular uprising against a collapsing system. ⸻ 🇧🇬 A NATION IN MOTION — FROM SOFIA TO THE BLACK SEA Local Bulgarian outlets and independent journalists confirm that the demonstrations are not isolated. They have spread with astonishing speed to Plovdiv, Burgas, Shumen, Smolyan, Gabrovo, Vidin, Ruse, and other major cities. Different regions, different demographics — one message: “Resign. Enough corruption. Bulgaria deserves better.” International media, including AFP, estimate tens of thousands on the streets across the country. But the images suggest more: this may be the largest coordinated protest wave in Bulgaria since the fall of communism. And unlike previous demonstrations, these are not driven by one party or one group. This uprising is a coalition of ordinary citizens — workers, students, pensioners, families — united by one unmistakable reality: Bulgarians no longer trust their government. ⸻ 🔥 YEARS OF SILENCE, YEARS OF HUMILIATION — AND NOW THE DAM HAS BROKEN This eruption did not happen overnight. Bulgaria has endured: •chronic corruption at every level •poverty rates that violate all EU standards •political instability and revolving-door governments •elites enriching themselves while the nation stagnates And through it all, Brussels has offered glowing speeches, financial carrots, and deafening silence. Western Europe calls Bulgaria “a partner,” but treats it as a cheap labor reservoir and a border-buffer state. Tonight, Bulgarians are saying NO MORE. They are not only protesting against a government. They are rejecting a system that has failed them for decades. ⸻ ⚠️ THE EU’S DOUBLE STANDARD ON FULL DISPLAY When Western Europeans protest, Brussels calls it “the democratic voice of the people.” But when hundreds of thousands of Bulgarians rise up? Silence. No statements. No concern. No solidarity. Because a Slavic nation demanding real democracy does not fit the EU narrative. Brussels depends on fragile Balkan governments that obey. Brussels does not want the East to stand up. Brussels certainly does not want the poorest EU nation to ignite a movement that might spread. But the images are undeniable. The voice of Bulgaria is too loud to ignore. ⸻ 🧨 THIS COULD BE THE BIGGEST POLITICAL CRISIS IN BULGARIA SINCE 1989 Tonight’s events have exposed a truth the government cannot escape: It has lost the people. Not a faction, not a city — the entire country. If the protests continue at this scale: •the government may face mass resignations •early elections could become inevitable •political instability could spread across the Balkans •and Bulgaria might enter a new political era One thing is already certain: The old system will not survive unchanged. ⸻ 🇸🇱🇵🇱🇷🇸🇧🇬 A MESSAGE TO THE SLAVIC WORLD What is happening in Bulgaria should matter to all Slavs. For years, our nations were told: “You are small. You cannot resist. You must accept Brussels’ decisions.” But tonight, Bulgaria — long dismissed as quiet, passive, obedient — has risen in a way that Europe cannot ignore. Nirali SlavicFreeSpirit VVeles

🚨‼️🇧🇬 BREAKING NEWS BULGARIA RISES: MASS PROTESTS ERUPT IN SOFIA AND CITIES ACROSS THE COUNTRY TENS OF THOUSANDS ON THE STREETS — GOVERNMENT UNDER HISTORIC PRESSURE Sofia — December 10, 2025. Bulgaria has reached a breaking point. What began as frustration over corruption and economic decline has exploded into one of the largest public uprisings in the democratic era. Sofia’s city center is now completely overrun by crowds so vast that drone cameras “cannot see the end of the crowd,” according to on-scene footage. Tonight, the government quarter in Sofia — flanked by the National Assembly, the Council of Ministers, and the Presidency — has become the epicenter of a national revolt. The Largo, normally a symbol of state power, has been swallowed by a mass of Bulgarians demanding accountability. This is not a protest. This is a popular uprising against a collapsing system. ⸻ 🇧🇬 A NATION IN MOTION — FROM SOFIA TO THE BLACK SEA Local Bulgarian outlets and independent journalists confirm that the demonstrations are not isolated. They have spread with astonishing speed to Plovdiv, Burgas, Shumen, Smolyan, Gabrovo, Vidin, Ruse, and other major cities. Different regions, different demographics — one message: “Resign. Enough corruption. Bulgaria deserves better.” International media, including AFP, estimate tens of thousands on the streets across the country. But the images suggest more: this may be the largest coordinated protest wave in Bulgaria since the fall of communism. And unlike previous demonstrations, these are not driven by one party or one group. This uprising is a coalition of ordinary citizens — workers, students, pensioners, families — united by one unmistakable reality: Bulgarians no longer trust their government. ⸻ 🔥 YEARS OF SILENCE, YEARS OF HUMILIATION — AND NOW THE DAM HAS BROKEN This eruption did not happen overnight. Bulgaria has endured: •chronic corruption at every level •poverty rates that violate all EU standards •political instability and revolving-door governments •elites enriching themselves while the nation stagnates And through it all, Brussels has offered glowing speeches, financial carrots, and deafening silence. Western Europe calls Bulgaria “a partner,” but treats it as a cheap labor reservoir and a border-buffer state. Tonight, Bulgarians are saying NO MORE. They are not only protesting against a government. They are rejecting a system that has failed them for decades. ⸻ ⚠️ THE EU’S DOUBLE STANDARD ON FULL DISPLAY When Western Europeans protest, Brussels calls it “the democratic voice of the people.” But when hundreds of thousands of Bulgarians rise up? Silence. No statements. No concern. No solidarity. Because a Slavic nation demanding real democracy does not fit the EU narrative. Brussels depends on fragile Balkan governments that obey. Brussels does not want the East to stand up. Brussels certainly does not want the poorest EU nation to ignite a movement that might spread. But the images are undeniable. The voice of Bulgaria is too loud to ignore. ⸻ 🧨 THIS COULD BE THE BIGGEST POLITICAL CRISIS IN BULGARIA SINCE 1989 Tonight’s events have exposed a truth the government cannot escape: It has lost the people. Not a faction, not a city — the entire country. If the protests continue at this scale: •the government may face mass resignations •early elections could become inevitable •political instability could spread across the Balkans •and Bulgaria might enter a new political era One thing is already certain: The old system will not survive unchanged. ⸻ 🇸🇱🇵🇱🇷🇸🇧🇬 A MESSAGE TO THE SLAVIC WORLD What is happening in Bulgaria should matter to all Slavs. For years, our nations were told: “You are small. You cannot resist. You must accept Brussels’ decisions.” But tonight, Bulgaria — long dismissed as quiet, passive, obedient — has risen in a way that Europe cannot ignore. Nirali SlavicFreeSpirit VVeles

Slavic Networks

50,222 просмотров • 9 месяцев назад

Introducing the Content Machine! This was the first time I walked through the mechanics of our anti-slop content system & how we drive 10,000,000+ impressions at tenex with a marketing team of...2. Thanks to claire vo 🖤 for having me on her show to share. Full-writeup & interview below... What is the Content Machine? A directory of daisy-chained skills that turn what you already say into publish-ready content. This is the key way to avoid turning into a slop cannon. It mines the places you already talk (Slack, Notion, Gmail, Linear, GitHub) plus what the internet is saying, finds the ideas worth writing, interviews you to extract the story, drafts it, and edits it to a 9/10 bar before you post. What are the principles of this system? 1) It is not a "write me a post" prompt. The core belief baked into it: the raw material must come from you. 2) The machine never invents your voice and never fabricates your insight. It does the research, the structure, and the editing, so your time goes only to the part only you can do. It focuses the human on the first & final mile of the content process. How is it structured? A two-layer split between the process & the person - The process layer is generic and shared: the pipeline, the content-type specs, the copywriting references, the onboarding flow. That is what lives in git and what gets shipped to other people. - The personal layer is yours and never leaves your machine: content-machine.config.md, creators/ / (profile, style guide, lessons), projects/, published/, oracle-reports/. All gitignored, and the desktop build script refuses to package any of it. What is the 10-step pipeline? 1) Creator Select. Multi-creator by design. It figures out who this run is for and loads their profile, style guide, and content lessons. Everything downstream is scoped to that person. - Onboarding (first run only). Scaffolds the workspace, auto-creates your Notion Vault, connects your sources, and builds your voice guide one of three ways: import a guide you already have, feed it writing samples, or sit for a short voice interview. 2) The Oracle. Two idea engines running in parallel: - Oracle scans what you wrote in the last 7 days across Slack, Notion, Gmail, Linear, and Git, hunting for "spikes," moments where you naturally said something worth expanding. - The Internet Reader scans what the world is saying, pulled only from the source list in your profile (handles, labs, outlets, keyword watchlist), plus a social sweep across Reddit, X, YouTube, Hacker News, and more (thanks /last30days & Matt Van Horn). - Every idea is scored 0 to 10 (POV strength 25%, story potential 25%, emotional intensity 20%, lesson/framework 20%, depth 10%). Everything qualifying gets written to The Vault, a Notion database that is the durable idea bank. 2.5) Research. Before you get interviewed, a research agent builds a sourced brief: - key facts with links - current developments - what has already been said in-market - contrarian angles - open questions only you can answer. 3) Interview Panel. Six interviewer personas (Ferriss, Rogan, Larry King, Stern, Barbaro, Barbara Walters) ask you one question at a time, each chasing a different dimension: tactics, story, core truth, the hidden thing, clarity, emotional depth. It pushes back on vague answers and will not advance until it has 2 to 3 specific stories with real details. 4) Production. Your interview becomes a raw markdown file: stories, core insights, quotable moments, the emotional anchor, surprising reveals, the "so what." Your exact words are preserved. This file is the source of truth for everything that follows. 5) Refinement. Now it drafts, and only now. It must read your style guide, your content lessons, and the spec for the chosen format (LinkedIn post, X thread, long post, playbook, podcast promo, reaction post, article, and so on). 6) Writer's Council. Six reviewers score the draft: Morgan Housel (will this matter in 10 years), Tim Urban (is it confusing), Shaan Puri (would I stop scrolling, plus three alternate hooks), Greg Isenberg (what can someone steal), David Perell (is it personal, observational, playful), and a Slop Detector hunting AI tells. Each gives what's working, what needs work, a fix, and a score. 7) Revision Loop. Under 9/10 goes back around. The smart part: fixes get sorted into editorial (the machine rewrites it itself) and information gaps (only you have the answer), and information gaps route back to the Interview Panel with targeted questions rather than letting the machine make something up. Max 3 editorial cycles. At 9/10 the piece becomes the anchor. 8) Repurposing Engine. One anchor fans out into 10+ derivatives: X article, LinkedIn article, short X posts, short LinkedIn posts, a playbook if there is a framework in it. Each one is written native to its platform with a fresh hook, not cross-posted, and each runs the full council and revision loop to 9/10 on its own. This is the multiplier. 9) Distribution (optional, off by default). UTM tagging, a scheduled publishing queue, CRM capture of every touchpoint, attribution reporting back to pipeline, and marking the Vault row as Published. 10) The Learning Loop, always running. After you approve a piece it diffs your first draft against the final, extracts the pattern, and asks you to confirm it. Confirmed lessons go into content-lessons.md and override the style guide. Once a lesson proves out across a few projects it graduates into the style guide itself. Your first drafts get better over time instead of you re-explaining preferences. P.S. i'm thinking about opensourcing this. should i do it?

Alex Lieberman

115,823 просмотров • 1 месяц назад