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break time muna hehe 🧠: Trisha Martin #BINI #BINI_1stEP #BINI_SalaminSalamin

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stacey 🪐

614,773 subscribers

520,405 görüntüleme • 2 yıl önce •via X (Twitter)

EğitimSanatMüzik#BINI#BINI_1stEP#BINI_SalaminSalamin
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Ica Villanueva2 yıl önce

Pakagaling!!!!! Twinning with @bini_jhoanna ?

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@bini_jhoanna ikr ugh ginaya niya ako sa jorts😡

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staku teka lang marupok ako sa mga jennie stan na katulad mo 😣

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I LOVE YOU BINI STACEY GRABE KA NA KALMA KA PLEASE 🙏

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It's giving ChaeLisa 16 shots vibes 😳😳😳

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SUMOSOBRA KA NA PERO SIGE PA

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"Kalma" pero parang gusto mo namang atakihin kami sa puso staks 🫠🔥

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MYGWAD🔥🔥🔥

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:( you know i love so much that you really find joy in the things that you do.

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Pwede mo bang sabihin ang 'yong tunay na reaction? 🌸 The Nation's Girl Group @bini_ph's newest music video "Salamin, Salamin" is NOW OUT on YouTube! WATCH #BINI_SalaminSalamin MV here: 🔗 #BINI #BINI_SalaminSalamin #BINI_Talaarawan #BINI_1stEP
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Pwede mo bang sabihin ang 'yong tunay na reaction? 🌸 The Nation's Girl Group @bini_ph's newest music video "Salamin, Salamin" is NOW OUT on YouTube! WATCH #BINI_SalaminSalamin MV here: 🔗 #BINI #BINI_SalaminSalamin #BINI_Talaarawan #BINI_1stEP

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VXON Franz Chua with solo harmonization of BINI’s Huwag Muna Tayong Umuwi, my No. 1 P-POP song of all time! So good! ENGAGE HERE:. #BINI #VXON
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VXON Franz Chua with solo harmonization of BINI’s Huwag Muna Tayong Umuwi, my No. 1 P-POP song of all time! So good! ENGAGE HERE:. #BINI #VXON

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Next for #BINI? 🔜 SOLD OUT BINIVERSE WORLD TOUR LEG. 🔜 EP LAUNCH OPM dream collab? Sarah Geronimo sana mapagbigyan na po ang aming walo. Hehe! In God's time 😍✨ 🎥:
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Next for #BINI? 🔜 SOLD OUT BINIVERSE WORLD TOUR LEG. 🔜 EP LAUNCH OPM dream collab? Sarah Geronimo sana mapagbigyan na po ang aming walo. Hehe! In God's time 😍✨ 🎥:

POGANDA 🌸📸

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I heard you’ve been busy, but it’s time to take a break and have some fun with it! 🔥✨ Join the #BINI_BlinkTwiceDC and don't forget to use the official 'Blink Twice' sound!💽 #BINI #BINI_BlinkTwice
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I heard you’ve been busy, but it’s time to take a break and have some fun with it! 🔥✨ Join the #BINI_BlinkTwiceDC and don't forget to use the official 'Blink Twice' sound!💽 #BINI #BINI_BlinkTwice

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I heard you've been busy, but it's time to take a break and have some fun with it! 🔥✨ Join the #bini_blinktwicedc and don't forget to use the official 'Blink Twice' sound! 💿 #BINI #bini_blinktwice
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I heard you've been busy, but it's time to take a break and have some fun with it! 🔥✨ Join the #bini_blinktwicedc and don't forget to use the official 'Blink Twice' sound! 💿 #BINI #bini_blinktwice

Maloi Ricalde ౨ৎ

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Pep Guardiola is a six-time Premier League winning manager, yet he still takes every opportunity to learn more 🧠 He was full of praise for how Russell Martin set up his Southampton side for their visit to Etihad Stadium
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Pep Guardiola is a six-time Premier League winning manager, yet he still takes every opportunity to learn more 🧠 He was full of praise for how Russell Martin set up his Southampton side for their visit to Etihad Stadium

Premier League

433,498 görüntüleme • 1 yıl önce

"The confusion is that (Matt) Rhule has said publicly that he was gonna keep this special teams in house... this is confusing to me because Martin has by far the most special teams experience..." Early Break talks the recent development concerning former Nebraska assistant special teams coach, Josh Martin, who was rumored to maybe take on the full-time special teams duties, leaving to be the head coach at Liberty Christian High School. Listen to Early Break live right now from 6-9 a.m. Jake Sorensen | Steven Sipple | Bill Busch
1:31

"The confusion is that (Matt) Rhule has said publicly that he was gonna keep this special teams in house... this is confusing to me because Martin has by far the most special teams experience..." Early Break talks the recent development concerning former Nebraska assistant special teams coach, Josh Martin, who was rumored to maybe take on the full-time special teams duties, leaving to be the head coach at Liberty Christian High School. Listen to Early Break live right now from 6-9 a.m. Jake Sorensen | Steven Sipple | Bill Busch

93.7 The Ticket

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🔥A taste of what 2025 is about to be like….. I gave this enemy a break for a few months (to build certain things)…. Time to turn up again….. This time more effectively…. Remember this post - you’ll see it and you’ll know what time it is….. if you’re scared don’t waste time reaching out to me unless you’re ready to stand. Anything else, steer clear of us… ✊🏿🧠🔥... #RizzaIslam #intellectualxtremist #intellectualpower #Integrity #Revolution #Clapback #Explore
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🔥A taste of what 2025 is about to be like….. I gave this enemy a break for a few months (to build certain things)…. Time to turn up again….. This time more effectively…. Remember this post - you’ll see it and you’ll know what time it is….. if you’re scared don’t waste time reaching out to me unless you’re ready to stand. Anything else, steer clear of us… ✊🏿🧠🔥... #RizzaIslam #intellectualxtremist #intellectualpower #Integrity #Revolution #Clapback #Explore

Rizza Islam official

27,135 görüntüleme • 1 yıl önce

My 4 years in 2 minutes. 1 mission. Build and support players to perform at the elite level and break records 🧠🫶 Now it's time for the next chapter, ready to bring elite high performance to a team or 1-on-1 setting. Vouches & retweets are truly appreciated ❤️
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My 4 years in 2 minutes. 1 mission. Build and support players to perform at the elite level and break records 🧠🫶 Now it's time for the next chapter, ready to bring elite high performance to a team or 1-on-1 setting. Vouches & retweets are truly appreciated ❤️

NIP LBP

33,735 görüntüleme • 1 yıl önce

Coach Matthew Almodovar's birthday message: Happy birthday, Shee. Knina naglalakad ako sa, kasi may break time—so magkukwento ako guys, ah, sorry. Mabilis lang to—so lumabas ako kanina to get coffee, tapos may nagabot sakin ng picture mo. Basta yung may "Happy Birthday Sheena" tapos nakita ko... na dun ko narealize na parang, "Shucks, nagma-mature na nga si Sheena." Tapos parang nung nakita ko yung picture, feeling ko parang nagflashback yung trainee days. [...] Parang sobrang bebe mo lang, ganyan. I mean, in my eyes you're still that girl. But like, looking at those pictures, parang I saw them na kung ano na yung mga na accomplish mo. Hindi lang, like, yung awards but like all the things that you went through. [...] So parang for me, such a blessing to witness and also somehow be a part of it, parang sobrang blessing sakin. And parang napag-usapan na namin ni Lord to eh, sabi ko kay Lord parang, kahit anong mangyari, I'll be there for you. Like if you want a dad, a mom, a lolo, kahit aso pa. Tatahol ako para sayo if you needed. No pressure, if you needed. Yeah, so yun lang. Masaya ako kung paano ka ngayon as a person. I feel like what you're giving now to BINI, and to a lot of people here, hindi lang siya yung talent eh, but also your personality. Na parang sobrang nabi-bless kami. You make me laugh sobra, as in parang makita pa lang kita, actually kahit wala ka pang sinasabi! Natatawa na ako. But I feel like hindi nya kasalanan yun. Yung energy niya lang talaga kasi sobrang bright. So salamat sa life mo, and I love you Shee, grabe. I love you. BINI SHEENA 22RIFIC YEARS #twenSHEEtwo #MagpaSHEEkat #BINI_Sheena
2:13

Coach Matthew Almodovar's birthday message: Happy birthday, Shee. Knina naglalakad ako sa, kasi may break time—so magkukwento ako guys, ah, sorry. Mabilis lang to—so lumabas ako kanina to get coffee, tapos may nagabot sakin ng picture mo. Basta yung may "Happy Birthday Sheena" tapos nakita ko... na dun ko narealize na parang, "Shucks, nagma-mature na nga si Sheena." Tapos parang nung nakita ko yung picture, feeling ko parang nagflashback yung trainee days. [...] Parang sobrang bebe mo lang, ganyan. I mean, in my eyes you're still that girl. But like, looking at those pictures, parang I saw them na kung ano na yung mga na accomplish mo. Hindi lang, like, yung awards but like all the things that you went through. [...] So parang for me, such a blessing to witness and also somehow be a part of it, parang sobrang blessing sakin. And parang napag-usapan na namin ni Lord to eh, sabi ko kay Lord parang, kahit anong mangyari, I'll be there for you. Like if you want a dad, a mom, a lolo, kahit aso pa. Tatahol ako para sayo if you needed. No pressure, if you needed. Yeah, so yun lang. Masaya ako kung paano ka ngayon as a person. I feel like what you're giving now to BINI, and to a lot of people here, hindi lang siya yung talent eh, but also your personality. Na parang sobrang nabi-bless kami. You make me laugh sobra, as in parang makita pa lang kita, actually kahit wala ka pang sinasabi! Natatawa na ako. But I feel like hindi nya kasalanan yun. Yung energy niya lang talaga kasi sobrang bright. So salamat sa life mo, and I love you Shee, grabe. I love you. BINI SHEENA 22RIFIC YEARS #twenSHEEtwo #MagpaSHEEkat #BINI_Sheena

່͏

15,126 görüntüleme • 4 ay önce

Brandon T. Jackson exposed the dress test‼️ ✊🏿🧠This is what wisdom, accountability and maturity sounds like. Truly proud of bro. Brandon T Jackson ‼️ Katt Williams was right about his advice at the time and to hear our brother Brandon speak straight truth shows how when a person gets proper knowledge they can make proper decisions. Let’s be mindful that NONE of us knew back then what we know now. This brother is one of the ONLY ones to come forward and realize this. He was only around 22, 23. Being “too Black” is what this system is afraid of and we ALL know this! So anything to BUCK BREAK the Black man and make him look WEAK is the goal. Just proud to see a Black man wake up to this agenda and make better moves. A real one ✊🏿🧠 . . . . 🧠Get your brain right: . #RizzaIslam #BrandonTjackson #IntellectualXtremist #kattwilliams #KevinHart
4:58

Brandon T. Jackson exposed the dress test‼️ ✊🏿🧠This is what wisdom, accountability and maturity sounds like. Truly proud of bro. Brandon T Jackson ‼️ Katt Williams was right about his advice at the time and to hear our brother Brandon speak straight truth shows how when a person gets proper knowledge they can make proper decisions. Let’s be mindful that NONE of us knew back then what we know now. This brother is one of the ONLY ones to come forward and realize this. He was only around 22, 23. Being “too Black” is what this system is afraid of and we ALL know this! So anything to BUCK BREAK the Black man and make him look WEAK is the goal. Just proud to see a Black man wake up to this agenda and make better moves. A real one ✊🏿🧠 . . . . 🧠Get your brain right: . #RizzaIslam #BrandonTjackson #IntellectualXtremist #kattwilliams #KevinHart

Rizza Islam official

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PROJECT HUYUHOY: A Paraw Ad for COLET ⛵️ Colet, here's to hoping you always choose your peace over any noise that will try to drag and break the tranquil that you built around yourself. Ikaw naman muna ha? Maraming Salamat, Colet! For being an inspiration, for sharing your talent, your music, and most importantly, yourself to the world. Maligayang kaarawan, aming Palangga! Magpalipayon ka! You beautifully belong to the ocean. 🌊 Two (2) Handpainted Paraw will sail together with One (1) Digital Paraw for one full month in All stations in Boracay. Maraming maraming salamat po sa lokal na pilipinong pintor na tumulong gawing realidad ang aming vision. Patuloy po natin suportahan ang talento, husay, at sipag ng ating lokal na mga pintor at mga bangkero! 📍 All stations in Boracay, Aklan,Philippines ⛵️Sailing on September 11, 2025 to October 11, 2025 (One full Month) #PARAWKayCOLET #ThisIsCOLET #ParaKayColet #BINI #BINI_Colet #ColetFanSuporta
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PROJECT HUYUHOY: A Paraw Ad for COLET ⛵️ Colet, here's to hoping you always choose your peace over any noise that will try to drag and break the tranquil that you built around yourself. Ikaw naman muna ha? Maraming Salamat, Colet! For being an inspiration, for sharing your talent, your music, and most importantly, yourself to the world. Maligayang kaarawan, aming Palangga! Magpalipayon ka! You beautifully belong to the ocean. 🌊 Two (2) Handpainted Paraw will sail together with One (1) Digital Paraw for one full month in All stations in Boracay. Maraming maraming salamat po sa lokal na pilipinong pintor na tumulong gawing realidad ang aming vision. Patuloy po natin suportahan ang talento, husay, at sipag ng ating lokal na mga pintor at mga bangkero! 📍 All stations in Boracay, Aklan,Philippines ⛵️Sailing on September 11, 2025 to October 11, 2025 (One full Month) #PARAWKayCOLET #ThisIsCOLET #ParaKayColet #BINI #BINI_Colet #ColetFanSuporta

BINI COLET FAN SUPORTA

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Mid-Season Kenton Football 2028 Track Speed✅ 10.72 100 (Freshman time) -Plays Through Contact✅ -High IQ✅ -Quick First Step✅ -Playmaker In Space✅ -Underrated Blocker✅ —Football———Track——Powerlifting—- 🧠 ✌️ 💪 Tom Loy DmvSports First Class Prospects @karlos_sr Aiden Greenway GBRGFX | NIL and Recruiting Recruiting 1-0-1 Coach Isaac 5 Star Football Recruiting Billy Tucker Adam Gorney Charles Power Tom Lemming Tom Luginbill 🇺🇸 🏈 Tom Loy Andrew Ivins Steve Wiltfong Erik Richards Lawrence Hopkins Craig Haubert Demetric D. Warren Jeff Martin Anthony Williams Jared Luginbill Mogul Mike Donnie Zimmerman Bryan Ault - Midwest Scout ScoutingOhio.com - 247 Sports - Bucknuts Rion (Ree-un) Young Bobby IndianaJones Nation Wide Sports! FIVE STAR PHENOM ★ Draft Diamonds ™️ Coast 2 Coast Recruits @MohrRecruiting Chris Smith Marcus L Dent Sr
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Mid-Season Kenton Football 2028 Track Speed✅ 10.72 100 (Freshman time) -Plays Through Contact✅ -High IQ✅ -Quick First Step✅ -Playmaker In Space✅ -Underrated Blocker✅ —Football———Track——Powerlifting—- 🧠 ✌️ 💪 Tom Loy DmvSports First Class Prospects @karlos_sr Aiden Greenway GBRGFX | NIL and Recruiting Recruiting 1-0-1 Coach Isaac 5 Star Football Recruiting Billy Tucker Adam Gorney Charles Power Tom Lemming Tom Luginbill 🇺🇸 🏈 Tom Loy Andrew Ivins Steve Wiltfong Erik Richards Lawrence Hopkins Craig Haubert Demetric D. Warren Jeff Martin Anthony Williams Jared Luginbill Mogul Mike Donnie Zimmerman Bryan Ault - Midwest Scout ScoutingOhio.com - 247 Sports - Bucknuts Rion (Ree-un) Young Bobby IndianaJones Nation Wide Sports! FIVE STAR PHENOM ★ Draft Diamonds ™️ Coast 2 Coast Recruits @MohrRecruiting Chris Smith Marcus L Dent Sr

Gavin “Lightning” Sealscott 2028 WR/FS

14,653 görüntüleme • 11 ay önce

WHY MOST PEOPLE WILL NEVER OWN MEANINGFUL BITCOIN Most people will never own meaningful Bitcoin for the same reason they can’t finish a book, hold eye contact, or say no to the “Would you like fries with that?” screen at McDonald’s. Because Bitcoin doesn’t just filter capital. It filters consciousness. This video is a journey into the IQ meat grinder that modern society has become. Where time preference is weaponized, fiat is a drug, and self-destruction is subsidized at scale. I break down: ⚰️ Why the average NPC would rather finance a used jet ski than hold 0.1 BTC 🧠 The neurochemical traps designed to keep you broke and distracted 📉 Why owning no Bitcoin is the default setting of a decaying civilization
19:34

WHY MOST PEOPLE WILL NEVER OWN MEANINGFUL BITCOIN Most people will never own meaningful Bitcoin for the same reason they can’t finish a book, hold eye contact, or say no to the “Would you like fries with that?” screen at McDonald’s. Because Bitcoin doesn’t just filter capital. It filters consciousness. This video is a journey into the IQ meat grinder that modern society has become. Where time preference is weaponized, fiat is a drug, and self-destruction is subsidized at scale. I break down: ⚰️ Why the average NPC would rather finance a used jet ski than hold 0.1 BTC 🧠 The neurochemical traps designed to keep you broke and distracted 📉 Why owning no Bitcoin is the default setting of a decaying civilization

Adam Livingston

33,257 görüntüleme • 1 yıl önce

I am beyond grateful. This tour was THE highlight of all highlights of my life. I had no expectations coming in, I just wanted to help take good photos, for the team and the blooms as well. However, I didn't expect that my heart would be so full of love and friendship after my own 'tour' of 8 states, and 11 cities in 23 days. I never felt exhaustingly tired, until now. Naramdaman ko na rin ang sakit ng katawan 😅 In retrospect, this was maybe because at every stop, from NY to SEA, everyone was all positivie vibes, walang epal. Everybody had a good time before and after each concerts. I never met anybody who said otherwise. TEAM BLOOM USA , I will never stop thanking the people leading this group for the trust and opportunity. If not for your hard work and perseverance, this will not come to fruition. And to the rest of the USblooms I've met along the way, thank you for making every stop memorable. To Team Bini, thank you for accepting me into your group. Working with you all was a breeze. I really appreciated the camaraderie and for giving me the chance to be my own creative self. I've seen now why BINI is so good because of the team that supports them behind the scenes, cares about each one of our walo. They held each other accountable and keep them grounded as well. To BINI, our walo, we are so proud of you all. Thank you for persevering despite all the doubt, for taking the challenge head on despite the uncertainty. You've conquered each stage with your aptitude, grit and determination. Congratulations for a job well done! It was an honor and privilege of mine to photograph and be a part of your journey. Honestly, I really felt the pressure the first time I had to photograph you, sino ba naman ako to take pictures of my idols. But everything became zero pressure as you made it easy for me. Thank you for being you, your sweet, malambing and fun selves. I started as a fan of your music, and of your personalities. Now and after I was given the ultimate chance as a bloom, to work with you, I end the tour with an even more deeper appreciation of your body of work and what you all do. You're setting the bar really up high as artists and as performers. Do not believe anyone who would say otherwise. To BINI, to the whole bini team, and together with the blooms worldwide, I will be borrowing the motto of the state of NY, a full circle moment for me, as it is where I started my own 'tour'. The motto states in Latin and I will leave you all with it: Excelsior! Or in other words: onwards and upwards, to greater glory! 2, 3 thank you po! Paalam muna sandali, 'til we meet again. 🥹🫶🏻 #BINI #BINI_PH #BINIverseWorldTour2025
1:18

I am beyond grateful. This tour was THE highlight of all highlights of my life. I had no expectations coming in, I just wanted to help take good photos, for the team and the blooms as well. However, I didn't expect that my heart would be so full of love and friendship after my own 'tour' of 8 states, and 11 cities in 23 days. I never felt exhaustingly tired, until now. Naramdaman ko na rin ang sakit ng katawan 😅 In retrospect, this was maybe because at every stop, from NY to SEA, everyone was all positivie vibes, walang epal. Everybody had a good time before and after each concerts. I never met anybody who said otherwise. TEAM BLOOM USA , I will never stop thanking the people leading this group for the trust and opportunity. If not for your hard work and perseverance, this will not come to fruition. And to the rest of the USblooms I've met along the way, thank you for making every stop memorable. To Team Bini, thank you for accepting me into your group. Working with you all was a breeze. I really appreciated the camaraderie and for giving me the chance to be my own creative self. I've seen now why BINI is so good because of the team that supports them behind the scenes, cares about each one of our walo. They held each other accountable and keep them grounded as well. To BINI, our walo, we are so proud of you all. Thank you for persevering despite all the doubt, for taking the challenge head on despite the uncertainty. You've conquered each stage with your aptitude, grit and determination. Congratulations for a job well done! It was an honor and privilege of mine to photograph and be a part of your journey. Honestly, I really felt the pressure the first time I had to photograph you, sino ba naman ako to take pictures of my idols. But everything became zero pressure as you made it easy for me. Thank you for being you, your sweet, malambing and fun selves. I started as a fan of your music, and of your personalities. Now and after I was given the ultimate chance as a bloom, to work with you, I end the tour with an even more deeper appreciation of your body of work and what you all do. You're setting the bar really up high as artists and as performers. Do not believe anyone who would say otherwise. To BINI, to the whole bini team, and together with the blooms worldwide, I will be borrowing the motto of the state of NY, a full circle moment for me, as it is where I started my own 'tour'. The motto states in Latin and I will leave you all with it: Excelsior! Or in other words: onwards and upwards, to greater glory! 2, 3 thank you po! Paalam muna sandali, 'til we meet again. 🥹🫶🏻 #BINI #BINI_PH #BINIverseWorldTour2025

Kuya Ryyy

42,893 görüntüleme • 1 yıl önce

🤖🔬 Can AI actually do science end-to-end? 🧠📈 And how would we know when it matches, or surpasses, humans? ⚡🧪 AI is rapidly automating scientific discovery, but benchmarking full-cycle discovery, from 💡 ideation → 🧑‍💻 execution → 📊 conclusions, remains unsolved: 🧐🧐🧐 ❌🛠️ Open-ended discovery → manual validation (costly, unscalable) ❌📏 Metric-driven benchmarks (e.g., MLE-Bench) → convenient but narrow (is higher accuracy really enough?) ❌🤖⚖️ LLM-as-judge → useful, but fundamentally risky if used alone 🔥🚀 Introducing FIRE-Bench🔥: Fullcycle Insight Rediscovery Evaluation 👉🌐 📚✨ A benchmark that turns fresh, human-verified insights from recent 🏆 NeurIPS / ICLR / ICML papers into masked, end-to-end discovery challenges 🧩 🌍🔐 Constrained open-ended discovery–backed by ground truth. 📌 Key takeaways: 1⃣ 📖🧱 Reference-based evaluation still matters: constrained LLM judging helps, but human-grounded references remain essential until agents can consistently match human conclusions 2⃣ 🏆🧠 Expert-validated ground truth: all tasks come from recent NeurIPS / ICLR / ICML papers, with contamination carefully controlled 3⃣ 🔁🎭 Rediscovery, not reproduction: original 🧪 methods, 📊 experiments, 💻 implementations, and 📈 analyses are fully masked to create real discovery challenges 🔑 Key empirical findings: 💡 The "Science Gap" is Real: Even the best setup (Claude Code + Sonnet-4) caps out at an F1 score of 46.7. On hard tasks, agents struggle to break 30 💡 Success is a "Lottery": Performance has incredibly high variance. Reliability is a major unsolved issue. 💡 Coding is no longer the bottleneck; high-level reasoning and analysis are: ~74% of errors stem from flawed planning, not coding ⚙️ How it works: 🔹 Research-Problem Trees: We parse papers into trees (from broad roots to concrete leaves). This allows us to select intermediate nodes that perfectly balance open-ended exploration with verifiable ground truth. 🔹 Claim-Level Evaluation: We match AI conclusions against human conclusions using granular claim decomposition (F1 score). 🔹 Creativity Check: We score false positives to see if agents are finding novel truths (Spoiler🚨: they aren’t creative yet). 🔹 New Diagnostic Taxonomy: failures traced across four stages: 🧠 Planning → 🛠️ Implementation → ▶️ Execution → 🧾 Conclusion 🔹 Additional Analyses: cost efficiency, contamination checks, and more. 👀 The Future: 🚀 Live-FIRE-Bench: a live, continuously updated FIRE-Bench to track real-time progress on the latest research (Newest LLMs should be benchmarked with the newest research) 🚀 Stronger scaffolding (search + planning + coding) 🧠🧰 and converting FIRE-Bench into interactive environments for training research agents 🚀 Toward real creativity: We want better systems that can produce genuinely novel conclusions toward creativity 🎨⏳ 🚀 Better systems 🧠✨ and better benchmarks 📏 must co-evolve 🔄 over time 📜🎥 Paper, video, demo, and research trees: 👉🌐 #AI 🤖 #MachineLearning 📚 #AI4Science 🔬 #LLMs 🧠 #Research 🧪 #AgenticAI 🚀 #FireBench 🔥
0:42

🤖🔬 Can AI actually do science end-to-end? 🧠📈 And how would we know when it matches, or surpasses, humans? ⚡🧪 AI is rapidly automating scientific discovery, but benchmarking full-cycle discovery, from 💡 ideation → 🧑‍💻 execution → 📊 conclusions, remains unsolved: 🧐🧐🧐 ❌🛠️ Open-ended discovery → manual validation (costly, unscalable) ❌📏 Metric-driven benchmarks (e.g., MLE-Bench) → convenient but narrow (is higher accuracy really enough?) ❌🤖⚖️ LLM-as-judge → useful, but fundamentally risky if used alone 🔥🚀 Introducing FIRE-Bench🔥: Fullcycle Insight Rediscovery Evaluation 👉🌐 📚✨ A benchmark that turns fresh, human-verified insights from recent 🏆 NeurIPS / ICLR / ICML papers into masked, end-to-end discovery challenges 🧩 🌍🔐 Constrained open-ended discovery–backed by ground truth. 📌 Key takeaways: 1⃣ 📖🧱 Reference-based evaluation still matters: constrained LLM judging helps, but human-grounded references remain essential until agents can consistently match human conclusions 2⃣ 🏆🧠 Expert-validated ground truth: all tasks come from recent NeurIPS / ICLR / ICML papers, with contamination carefully controlled 3⃣ 🔁🎭 Rediscovery, not reproduction: original 🧪 methods, 📊 experiments, 💻 implementations, and 📈 analyses are fully masked to create real discovery challenges 🔑 Key empirical findings: 💡 The "Science Gap" is Real: Even the best setup (Claude Code + Sonnet-4) caps out at an F1 score of 46.7. On hard tasks, agents struggle to break 30 💡 Success is a "Lottery": Performance has incredibly high variance. Reliability is a major unsolved issue. 💡 Coding is no longer the bottleneck; high-level reasoning and analysis are: ~74% of errors stem from flawed planning, not coding ⚙️ How it works: 🔹 Research-Problem Trees: We parse papers into trees (from broad roots to concrete leaves). This allows us to select intermediate nodes that perfectly balance open-ended exploration with verifiable ground truth. 🔹 Claim-Level Evaluation: We match AI conclusions against human conclusions using granular claim decomposition (F1 score). 🔹 Creativity Check: We score false positives to see if agents are finding novel truths (Spoiler🚨: they aren’t creative yet). 🔹 New Diagnostic Taxonomy: failures traced across four stages: 🧠 Planning → 🛠️ Implementation → ▶️ Execution → 🧾 Conclusion 🔹 Additional Analyses: cost efficiency, contamination checks, and more. 👀 The Future: 🚀 Live-FIRE-Bench: a live, continuously updated FIRE-Bench to track real-time progress on the latest research (Newest LLMs should be benchmarked with the newest research) 🚀 Stronger scaffolding (search + planning + coding) 🧠🧰 and converting FIRE-Bench into interactive environments for training research agents 🚀 Toward real creativity: We want better systems that can produce genuinely novel conclusions toward creativity 🎨⏳ 🚀 Better systems 🧠✨ and better benchmarks 📏 must co-evolve 🔄 over time 📜🎥 Paper, video, demo, and research trees: 👉🌐 #AI 🤖 #MachineLearning 📚 #AI4Science 🔬 #LLMs 🧠 #Research 🧪 #AgenticAI 🚀 #FireBench 🔥

Zhen Wang

18,292 görüntüleme • 7 ay önce

Meet Apodex 1.1: Scaling Agentic Intelligence for Complex Work Open Source Harness: Open Weights: We’re excited to introduce Apodex 1.1, our new model family built to scale agentic intelligence for professional work. 🧠 Frontier-level intelligence for complex work Apodex 1.1 brings frontier-level agentic performance across complex professional work, scientific research, financial analysis, and deep search. 🤝 Asynchronous Agent Team Apodex 1.1 can break down complex tasks, coordinate multiple agents in parallel, continuously integrate their findings, and let you step in to guide or redirect the work at any time. 🔬 Open-source research workbench We’re open-sourcing FrontierAgent—a locally deployable research workbench for the Apodex 1.1 family, including asynchronous Agent Team. Available now: 🔹 Apodex 1.1 — our most capable frontier model, available through the Apodex online workbench 🔹 Apodex 1.1 mini — open-weight model for running complex work locally 🔹 FrontierAgent — open-source, locally deployable research workbench 🌐 Live workbench: 🦾 API platform: 📃 Paper:
1:22

Meet Apodex 1.1: Scaling Agentic Intelligence for Complex Work Open Source Harness: Open Weights: We’re excited to introduce Apodex 1.1, our new model family built to scale agentic intelligence for professional work. 🧠 Frontier-level intelligence for complex work Apodex 1.1 brings frontier-level agentic performance across complex professional work, scientific research, financial analysis, and deep search. 🤝 Asynchronous Agent Team Apodex 1.1 can break down complex tasks, coordinate multiple agents in parallel, continuously integrate their findings, and let you step in to guide or redirect the work at any time. 🔬 Open-source research workbench We’re open-sourcing FrontierAgent—a locally deployable research workbench for the Apodex 1.1 family, including asynchronous Agent Team. Available now: 🔹 Apodex 1.1 — our most capable frontier model, available through the Apodex online workbench 🔹 Apodex 1.1 mini — open-weight model for running complex work locally 🔹 FrontierAgent — open-source, locally deployable research workbench 🌐 Live workbench: 🦾 API platform: 📃 Paper:

Apodex

926,129 görüntüleme • 22 gün önce

🚧 Genius at Work. 🚧 Young children don’t always get the credit they deserve for their complex thinking. Take this clever little one, for example. When it’s time for Dad to change his shirt for work, Mom intervenes, getting Baby off his back (literally) to allow him the space to navigate. But our determined hero is having none of it. Hoping to return to climbing on Dad, she attempts to maneuver Mom’s hand away, but finds limited success. Then she has a flash of inspiration. 🧠 If she can get her right leg into place, she can trap Mom’s hand against the mattress and make a break for it - which, after a failed first attempt, is just what she manages to do. Such complex planning from this little one at well under a year of age. Talk about goal driven! This little problem solver - and her loving parents - were shared to IG by jayla_mariee_official.
1:04

🚧 Genius at Work. 🚧 Young children don’t always get the credit they deserve for their complex thinking. Take this clever little one, for example. When it’s time for Dad to change his shirt for work, Mom intervenes, getting Baby off his back (literally) to allow him the space to navigate. But our determined hero is having none of it. Hoping to return to climbing on Dad, she attempts to maneuver Mom’s hand away, but finds limited success. Then she has a flash of inspiration. 🧠 If she can get her right leg into place, she can trap Mom’s hand against the mattress and make a break for it - which, after a failed first attempt, is just what she manages to do. Such complex planning from this little one at well under a year of age. Talk about goal driven! This little problem solver - and her loving parents - were shared to IG by jayla_mariee_official.

Dan Wuori

117,107 görüntüleme • 1 yıl önce