💡 Summary by GPT:
この記事は、Manthan GuptaによるChatGPTの記憶システムのリバースエンジニアリング調査結果を紹介しています。驚くべきことに、ChatGPTは従来想定されていたRAGやベクトルデータベースを使用せず、シンプルな4層のコンテキストシステムで高速かつ効率的に動作していることが判明しました。このシステムは、セッションごとの一時的メタデータ、明示的に保存された長期記憶、最近の会話サマリー、現在の会話メッセージの4層から構成されており、モデルのスケーリングとコンテキスト拡大により、従来の検索ベースの方法よりも優れた性能を発揮しています。 (1/3)
この記事は、Manthan GuptaによるChatGPTの記憶システムのリバースエンジニアリング調査結果を紹介しています。驚くべきことに、ChatGPTは従来想定されていたRAGやベクトルデータベースを使用せず、シンプルな4層のコンテキストシステムで高速かつ効率的に動作していることが判明しました。このシステムは、セッションごとの一時的メタデータ、明示的に保存された長期記憶、最近の会話サマリー、現在の会話メッセージの4層から構成されており、モデルのスケーリングとコンテキスト拡大により、従来の検索ベースの方法よりも優れた性能を発揮しています。 (1/3)
December 15, 2025 at 2:04 PM
💡 Summary by GPT:
この記事は、Manthan GuptaによるChatGPTの記憶システムのリバースエンジニアリング調査結果を紹介しています。驚くべきことに、ChatGPTは従来想定されていたRAGやベクトルデータベースを使用せず、シンプルな4層のコンテキストシステムで高速かつ効率的に動作していることが判明しました。このシステムは、セッションごとの一時的メタデータ、明示的に保存された長期記憶、最近の会話サマリー、現在の会話メッセージの4層から構成されており、モデルのスケーリングとコンテキスト拡大により、従来の検索ベースの方法よりも優れた性能を発揮しています。 (1/3)
この記事は、Manthan GuptaによるChatGPTの記憶システムのリバースエンジニアリング調査結果を紹介しています。驚くべきことに、ChatGPTは従来想定されていたRAGやベクトルデータベースを使用せず、シンプルな4層のコンテキストシステムで高速かつ効率的に動作していることが判明しました。このシステムは、セッションごとの一時的メタデータ、明示的に保存された長期記憶、最近の会話サマリー、現在の会話メッセージの4層から構成されており、モデルのスケーリングとコンテキスト拡大により、従来の検索ベースの方法よりも優れた性能を発揮しています。 (1/3)
Here's a big thank you to the remarkable people who generously imparted their invaluable insights to us: Haozes, Irving Popovetsky, @mecid.bsky.social, @leogdion.bsky.social, Manthan Gupta, @czechboy0.dev, Lazar Otasevic, Brandon Weng, Alex Weng and Corey Davis
Fatbobman’s Swift Weekly #115 is out!
A Sunday Incident
🌠 watchOS Development Pitfalls and Tips
📱 My journey to Swift 6 and Strict Concurrency
📗 TCA Architecture: A Glorified Antipattern
💬 FluidAudio
and more...
weekly.fatbobman.com/p/fatbobman...
A Sunday Incident
🌠 watchOS Development Pitfalls and Tips
📱 My journey to Swift 6 and Strict Concurrency
📗 TCA Architecture: A Glorified Antipattern
💬 FluidAudio
and more...
weekly.fatbobman.com/p/fatbobman...
Fatbobman's Swift Weekly #115
A Sunday Incident
weekly.fatbobman.com
December 15, 2025 at 12:27 PM
Here's a big thank you to the remarkable people who generously imparted their invaluable insights to us: Haozes, Irving Popovetsky, @mecid.bsky.social, @leogdion.bsky.social, Manthan Gupta, @czechboy0.dev, Lazar Otasevic, Brandon Weng, Alex Weng and Corey Davis
Second Run éditent Manthan en Blu-ray, à partir de sa récente restauration 4K qui offre une très belle présentation technique, a priori assez inespérée au vu de la description de l’état des éléments physiques du film. Plus de détails…
https://testsbluray.com/2025/12/12/test-blu-ray-import-manthan/
https://testsbluray.com/2025/12/12/test-blu-ray-import-manthan/
December 12, 2025 at 8:00 AM
Second Run éditent Manthan en Blu-ray, à partir de sa récente restauration 4K qui offre une très belle présentation technique, a priori assez inespérée au vu de la description de l’état des éléments physiques du film. Plus de détails…
https://testsbluray.com/2025/12/12/test-blu-ray-import-manthan/
https://testsbluray.com/2025/12/12/test-blu-ray-import-manthan/
Lazar Milikic, Manthan Patel, Jonas Frey
VLD: Visual Language Goal Distance for Reinforcement Learning Navigation
https://arxiv.org/abs/2512.07976
VLD: Visual Language Goal Distance for Reinforcement Learning Navigation
https://arxiv.org/abs/2512.07976
December 10, 2025 at 8:24 AM
Lazar Milikic, Manthan Patel, Jonas Frey
VLD: Visual Language Goal Distance for Reinforcement Learning Navigation
https://arxiv.org/abs/2512.07976
VLD: Visual Language Goal Distance for Reinforcement Learning Navigation
https://arxiv.org/abs/2512.07976
Lazar Milikic, Manthan Patel, Jonas Frey: VLD: Visual Language Goal Distance for Reinforcement Learning Navigation https://arxiv.org/abs/2512.07976 https://arxiv.org/pdf/2512.07976 https://arxiv.org/html/2512.07976
December 10, 2025 at 6:34 AM
Lazar Milikic, Manthan Patel, Jonas Frey: VLD: Visual Language Goal Distance for Reinforcement Learning Navigation https://arxiv.org/abs/2512.07976 https://arxiv.org/pdf/2512.07976 https://arxiv.org/html/2512.07976
Manthan Shenoy, Andreas Rausch: Towards Benchmarking Design Pattern Detection Under Obfuscation: Reproducing and Evaluating Attention-Based Detection Method https://arxiv.org/abs/2512.07193 https://arxiv.org/pdf/2512.07193 https://arxiv.org/html/2512.07193
December 9, 2025 at 6:35 AM
Manthan Shenoy, Andreas Rausch: Towards Benchmarking Design Pattern Detection Under Obfuscation: Reproducing and Evaluating Attention-Based Detection Method https://arxiv.org/abs/2512.07193 https://arxiv.org/pdf/2512.07193 https://arxiv.org/html/2512.07193
This is also happening!
Teaming up with Manthan Raval to deliver a great talk.
Teaming up with Manthan Raval to deliver a great talk.
December 1, 2025 at 7:08 PM
This is also happening!
Teaming up with Manthan Raval to deliver a great talk.
Teaming up with Manthan Raval to deliver a great talk.
Manthan is an amazing film, and the funding of it, the sense of ownership the dairy farmers who paid for it had over the film, the collective impact it had, it's all like a fairy tale from another dimension, given the bleak situation that indie cinema in India finds itself in today...
November 21, 2025 at 12:59 PM
Manthan is an amazing film, and the funding of it, the sense of ownership the dairy farmers who paid for it had over the film, the collective impact it had, it's all like a fairy tale from another dimension, given the bleak situation that indie cinema in India finds itself in today...
"One of the most extraordinary achievements in Indian cinema - not only as a work of art, but as a collective act of faith."
Dave Lancaster offers an excellent 5-star review of Shyam Benegal's masterpice MANTHAN at Cinemas Online
cinemas-online.co.uk/reviews/691f...
Dave Lancaster offers an excellent 5-star review of Shyam Benegal's masterpice MANTHAN at Cinemas Online
cinemas-online.co.uk/reviews/691f...
November 21, 2025 at 11:43 AM
"One of the most extraordinary achievements in Indian cinema - not only as a work of art, but as a collective act of faith."
Dave Lancaster offers an excellent 5-star review of Shyam Benegal's masterpice MANTHAN at Cinemas Online
cinemas-online.co.uk/reviews/691f...
Dave Lancaster offers an excellent 5-star review of Shyam Benegal's masterpice MANTHAN at Cinemas Online
cinemas-online.co.uk/reviews/691f...
Meet our official videographer! "I am Manthan… but behind the lens, they call me Macrobat Crate. I don’t just film moments, I extract visions." We're so excited to welcome him and catch some AMAZING footage this year!
November 20, 2025 at 7:03 PM
Meet our official videographer! "I am Manthan… but behind the lens, they call me Macrobat Crate. I don’t just film moments, I extract visions." We're so excited to welcome him and catch some AMAZING footage this year!
डी.ए.वी. पब्लिक स्कूल, रजरप्पा का विद्यार्थी विज्ञान मंथन 2025 में शानदार प्रदर्शन
24 विद्यार्थियों का द्वितीय चरण के लिए चयन डी.ए.वी. पब्लिक स्कूल, सी.सी.एल., रजरप्पा के विद्यार्थियों ने विद्यार्थी विज्ञान मंथन (Vidyarthi Vigyan Manthan 2025) परीक्षा में उत्कृष्ट प्रदर्शन कर विद्यालय का नाम…
24 विद्यार्थियों का द्वितीय चरण के लिए चयन डी.ए.वी. पब्लिक स्कूल, सी.सी.एल., रजरप्पा के विद्यार्थियों ने विद्यार्थी विज्ञान मंथन (Vidyarthi Vigyan Manthan 2025) परीक्षा में उत्कृष्ट प्रदर्शन कर विद्यालय का नाम…
डी.ए.वी. पब्लिक स्कूल, रजरप्पा का विद्यार्थी विज्ञान मंथन 2025 में शानदार प्रदर्शन
24 विद्यार्थियों का द्वितीय चरण के लिए चयन डी.ए.वी. पब्लिक स्कूल, सी.सी.एल., रजरप्पा के विद्यार्थियों ने विद्यार्थी विज्ञान मंथन (Vidyarthi Vigyan Manthan 2025) परीक्षा में उत्कृष्ट प्रदर्शन कर विद्यालय का नाम गौरवान्वित किया है। विद्यालय के कक्षा VI से XII तक के 35 विद्यार्थियों ने इस प्रतिष्ठित राष्ट्रीय स्तर की विज्ञान प्रतिभा परीक्षा में भाग लिया। झारखंड राज्य के लगभग 10,000 विद्यार्थियों में से केवल 102 विद्यार्थी ही द्वितीय चरण के लिए चयनित हुए हैं।
azmiindianews.com
November 13, 2025 at 10:56 AM
डी.ए.वी. पब्लिक स्कूल, रजरप्पा का विद्यार्थी विज्ञान मंथन 2025 में शानदार प्रदर्शन
24 विद्यार्थियों का द्वितीय चरण के लिए चयन डी.ए.वी. पब्लिक स्कूल, सी.सी.एल., रजरप्पा के विद्यार्थियों ने विद्यार्थी विज्ञान मंथन (Vidyarthi Vigyan Manthan 2025) परीक्षा में उत्कृष्ट प्रदर्शन कर विद्यालय का नाम…
24 विद्यार्थियों का द्वितीय चरण के लिए चयन डी.ए.वी. पब्लिक स्कूल, सी.सी.एल., रजरप्पा के विद्यार्थियों ने विद्यार्थी विज्ञान मंथन (Vidyarthi Vigyan Manthan 2025) परीक्षा में उत्कृष्ट प्रदर्शन कर विद्यालय का नाम…
From Honey to Kalonji: 5 things to add to water before offering to Shivling – The Times of India
The tale of offering water to Lord Shiva dates back to the Samudra Manthan era, when Lord Shiva consumed Halahal, the poison that emerged from the manthan. To save the universe, Lord Shiva consumed the…
The tale of offering water to Lord Shiva dates back to the Samudra Manthan era, when Lord Shiva consumed Halahal, the poison that emerged from the manthan. To save the universe, Lord Shiva consumed the…
From Honey to Kalonji: 5 things to add to water before offering to Shivling – The Times of India
The tale of offering water to Lord Shiva dates back to the Samudra Manthan era, when Lord Shiva consumed Halahal, the poison that emerged from the manthan. To save the universe, Lord Shiva consumed the poison, which generated intense heat and pain in his body, and this is when Devtas poured water over his head to cool him down; And since then this practice of offering water to Lord Shiva has been a part of the Hindu culture. It is believed that pouring water on the Shivling can calm down the intense spiritual energy emanating from it and can cleanse the devotee’s mind and soul of impurities and negative thoughts.
dailyheadlinez.com
November 8, 2025 at 2:18 PM
From Honey to Kalonji: 5 things to add to water before offering to Shivling – The Times of India
The tale of offering water to Lord Shiva dates back to the Samudra Manthan era, when Lord Shiva consumed Halahal, the poison that emerged from the manthan. To save the universe, Lord Shiva consumed the…
The tale of offering water to Lord Shiva dates back to the Samudra Manthan era, when Lord Shiva consumed Halahal, the poison that emerged from the manthan. To save the universe, Lord Shiva consumed the…
"MANTHAN is a gorgeously rich fable of social development, far from propaganda or triumphalism. […] It’s also very beautiful"
Nick Bradshaw reviews Shyam Benegal's incredible MANTHAN in the latest @sightsoundmag.bsky.social
www.secondrundvd.com/images/pdf/m...
Nick Bradshaw reviews Shyam Benegal's incredible MANTHAN in the latest @sightsoundmag.bsky.social
www.secondrundvd.com/images/pdf/m...
November 3, 2025 at 3:26 PM
"MANTHAN is a gorgeously rich fable of social development, far from propaganda or triumphalism. […] It’s also very beautiful"
Nick Bradshaw reviews Shyam Benegal's incredible MANTHAN in the latest @sightsoundmag.bsky.social
www.secondrundvd.com/images/pdf/m...
Nick Bradshaw reviews Shyam Benegal's incredible MANTHAN in the latest @sightsoundmag.bsky.social
www.secondrundvd.com/images/pdf/m...
Tim Windecker, Manthan Patel, Moritz Reuss, Richard Schwarzkopf, Cesar Cadena, Rudolf Lioutikov, Marco Hutter, Jonas Frey
NaviTrace: Evaluating Embodied Navigation of Vision-Language Models
https://arxiv.org/abs/2510.26909
NaviTrace: Evaluating Embodied Navigation of Vision-Language Models
https://arxiv.org/abs/2510.26909
November 3, 2025 at 7:09 AM
Tim Windecker, Manthan Patel, Moritz Reuss, Richard Schwarzkopf, Cesar Cadena, Rudolf Lioutikov, Marco Hutter, Jonas Frey
NaviTrace: Evaluating Embodied Navigation of Vision-Language Models
https://arxiv.org/abs/2510.26909
NaviTrace: Evaluating Embodied Navigation of Vision-Language Models
https://arxiv.org/abs/2510.26909
Tim Windecker, Manthan Patel, Moritz Reuss, Richard Schwarzkopf, Cesar Cadena, Rudolf Lioutikov, Marco Hutter, Jonas Frey: NaviTrace: Evaluating Embodied Navigation of Vision-Language Models https://arxiv.org/abs/2510.26909 https://arxiv.org/pdf/2510.26909 https://arxiv.org/html/2510.26909
November 3, 2025 at 6:34 AM
Tim Windecker, Manthan Patel, Moritz Reuss, Richard Schwarzkopf, Cesar Cadena, Rudolf Lioutikov, Marco Hutter, Jonas Frey: NaviTrace: Evaluating Embodied Navigation of Vision-Language Models https://arxiv.org/abs/2510.26909 https://arxiv.org/pdf/2510.26909 https://arxiv.org/html/2510.26909
📰 New article by Manthan Raval, Robert Belson, Santosh Vallurupalli
Designing compliant and secure betting and gaming applications on AWS
#AWS #GameTech
Designing compliant and secure betting and gaming applications on AWS
#AWS #GameTech
Designing compliant and secure betting and gaming applications on AWS
In the betting and gaming (B&G) industry, operators must navigate complex regulatory requirements while maintaining exceptional user experiences. Local governing bodies mandate specific rules about where workloads can run and how data must be handled, making traditional cloud deployments challenging. Many gaming operators have found success by implementing hybrid architectures on Amazon Web Services (AWS) [...]
aws.amazon.com
October 30, 2025 at 5:46 PM
Manthan School Consistently Ranked Among Top Schools in India and Hyderabad
Manthan School has once again reaffirmed its position as one of the leading educational institutions in the country. In the EducationWorld India School Rankings (EWISR) 2025–26, the school has been ranked 4th in Hyderabad…
Manthan School has once again reaffirmed its position as one of the leading educational institutions in the country. In the EducationWorld India School Rankings (EWISR) 2025–26, the school has been ranked 4th in Hyderabad…
Manthan School Consistently Ranked Among Top Schools in India and Hyderabad
Manthan School has once again reaffirmed its position as one of the leading educational institutions in the country. In the EducationWorld India School Rankings (EWISR) 2025–26, the school has been ranked 4th in Hyderabad and the Telangana region, and 15th among all International Day Schools in India. This marks the 4th consecutive year that Manthan has featured prominently in the top tier, a reflection of its consistent pursuit of excellence in academics, pedagogy, and holistic education.
www.internationalkhabar.com
October 30, 2025 at 5:15 AM
Manthan School Consistently Ranked Among Top Schools in India and Hyderabad
Manthan School has once again reaffirmed its position as one of the leading educational institutions in the country. In the EducationWorld India School Rankings (EWISR) 2025–26, the school has been ranked 4th in Hyderabad…
Manthan School has once again reaffirmed its position as one of the leading educational institutions in the country. In the EducationWorld India School Rankings (EWISR) 2025–26, the school has been ranked 4th in Hyderabad…
Shyam Benegal's Manthan is an important piece of Independent Indian Cinema, but for reasons that go deeper than its socially significant story. Out now on @secondrun.bsky.social Run Blu-Ray.
Read Graham's #review here: thegeekshow.co.uk/manthan-1976...
Read Graham's #review here: thegeekshow.co.uk/manthan-1976...
Manthan (1976) Out now on Second Run Blu-Ray
Shyam Benegal's Manthan is an important piece of Independent Indian Cinema, but for reasons that go deeper than its socially significant story.
thegeekshow.co.uk
October 29, 2025 at 7:20 PM
Shyam Benegal's Manthan is an important piece of Independent Indian Cinema, but for reasons that go deeper than its socially significant story. Out now on @secondrun.bsky.social Run Blu-Ray.
Read Graham's #review here: thegeekshow.co.uk/manthan-1976...
Read Graham's #review here: thegeekshow.co.uk/manthan-1976...
"The performances here are wonderful... This restoration by the Film Heritage Foundation, looks incredible as well.
The release is of the typical high standards we’ve come to expect from Second Run... this was also a joy to review"
Whats In A Scene: MANTHAN
whatsinascene.substack.com/p/non-canoni...
The release is of the typical high standards we’ve come to expect from Second Run... this was also a joy to review"
Whats In A Scene: MANTHAN
whatsinascene.substack.com/p/non-canoni...
NON-CANONICAL: MANTHAN (THE CHURNING)
A crowd-funded marvel
whatsinascene.substack.com
October 28, 2025 at 1:26 PM
"The performances here are wonderful... This restoration by the Film Heritage Foundation, looks incredible as well.
The release is of the typical high standards we’ve come to expect from Second Run... this was also a joy to review"
Whats In A Scene: MANTHAN
whatsinascene.substack.com/p/non-canoni...
The release is of the typical high standards we’ve come to expect from Second Run... this was also a joy to review"
Whats In A Scene: MANTHAN
whatsinascene.substack.com/p/non-canoni...
OUT TODAY!! Shyam Benegal's MANTHAN
A new 4K restoration of this potent, political landmark in Indian independent filmmaking, a powerful exploration of gender, class, and caste inequalities. A testament to the enduring power of cinema to inspire social change. www.secondrundvd.com/release_mant...
A new 4K restoration of this potent, political landmark in Indian independent filmmaking, a powerful exploration of gender, class, and caste inequalities. A testament to the enduring power of cinema to inspire social change. www.secondrundvd.com/release_mant...
October 27, 2025 at 11:46 AM
OUT TODAY!! Shyam Benegal's MANTHAN
A new 4K restoration of this potent, political landmark in Indian independent filmmaking, a powerful exploration of gender, class, and caste inequalities. A testament to the enduring power of cinema to inspire social change. www.secondrundvd.com/release_mant...
A new 4K restoration of this potent, political landmark in Indian independent filmmaking, a powerful exploration of gender, class, and caste inequalities. A testament to the enduring power of cinema to inspire social change. www.secondrundvd.com/release_mant...
24.10.2025
अमृत ("amṛta")
Sanskrit
"A mythical nectar that bestows immortality."
Learn more on: https://etymology.today
अमृत ("amṛta")
Sanskrit
"A mythical nectar that bestows immortality."
Learn more on: https://etymology.today
October 24, 2025 at 4:08 AM
24.10.2025
अमृत ("amṛta")
Sanskrit
"A mythical nectar that bestows immortality."
Learn more on: https://etymology.today
अमृत ("amṛta")
Sanskrit
"A mythical nectar that bestows immortality."
Learn more on: https://etymology.today
Releases on (Amazon)(UK) Oct 27, 2025 (Manthan Blu-ray) £17.99 Genre: (Drama) IMDb Rating: - Cast: Girish Karnad
October 23, 2025 at 1:58 AM
Releases on (Amazon)(UK) Oct 27, 2025 (Manthan Blu-ray) £17.99 Genre: (Drama) IMDb Rating: - Cast: Girish Karnad
🎤 More #ECR Rapid-Fire from ANZMetSoc!
Hear 3-min talks from 2 of 10 amazing speakers:
Georgia Sinclair (CSIRO) on contaminants in freshwater turtles 🐢& Manthan Sharma (Murdoch Uni) on gut microbiome & aging 🧬
📅 Oct 29
🏆 Vote People’s Choice: tinyurl.com/ECR-Rapid-Fire
#SCIEX #Metabolomics
Hear 3-min talks from 2 of 10 amazing speakers:
Georgia Sinclair (CSIRO) on contaminants in freshwater turtles 🐢& Manthan Sharma (Murdoch Uni) on gut microbiome & aging 🧬
📅 Oct 29
🏆 Vote People’s Choice: tinyurl.com/ECR-Rapid-Fire
#SCIEX #Metabolomics
October 22, 2025 at 4:41 AM
🎤 More #ECR Rapid-Fire from ANZMetSoc!
Hear 3-min talks from 2 of 10 amazing speakers:
Georgia Sinclair (CSIRO) on contaminants in freshwater turtles 🐢& Manthan Sharma (Murdoch Uni) on gut microbiome & aging 🧬
📅 Oct 29
🏆 Vote People’s Choice: tinyurl.com/ECR-Rapid-Fire
#SCIEX #Metabolomics
Hear 3-min talks from 2 of 10 amazing speakers:
Georgia Sinclair (CSIRO) on contaminants in freshwater turtles 🐢& Manthan Sharma (Murdoch Uni) on gut microbiome & aging 🧬
📅 Oct 29
🏆 Vote People’s Choice: tinyurl.com/ECR-Rapid-Fire
#SCIEX #Metabolomics
Film Heritage Foundation's Shivendra Singh Dungarpur and Second Run's Mehelli Modi show off our lovely new MANTHAN Blu-rays at BFI London Film Festival.
Out next Monday!
Out next Monday!
October 20, 2025 at 4:55 PM
Film Heritage Foundation's Shivendra Singh Dungarpur and Second Run's Mehelli Modi show off our lovely new MANTHAN Blu-rays at BFI London Film Festival.
Out next Monday!
Out next Monday!
🪔 Lakshmi’s Vedic Journey: Mystical Tales from Samudra Manthan to Kojagari Purnima 🌙
#navaratri #maadurga #durgapuja #navadurga #garba #dandiya #mythologystories
www.youtube.com/watch?v=MsYm...
#navaratri #maadurga #durgapuja #navadurga #garba #dandiya #mythologystories
www.youtube.com/watch?v=MsYm...
Navaratri 2025: The 9 Avatars of Maa Durga – Origins, Untold Stories, and Sacred Traditions
YouTube video by Speeches N Stories
www.youtube.com
October 18, 2025 at 4:55 AM
🪔 Lakshmi’s Vedic Journey: Mystical Tales from Samudra Manthan to Kojagari Purnima 🌙
#navaratri #maadurga #durgapuja #navadurga #garba #dandiya #mythologystories
www.youtube.com/watch?v=MsYm...
#navaratri #maadurga #durgapuja #navadurga #garba #dandiya #mythologystories
www.youtube.com/watch?v=MsYm...