Pioneering Intelligence

96 posts

Pioneering Intelligence banner
Pioneering Intelligence

Pioneering Intelligence

@Flagship_PI

An initiative of @FlagshipPioneer accelerating AI/ML-based innovation in the life sciences and beyond.

เข้าร่วม Ağustos 2023
95 กำลังติดตาม318 ผู้ติดตาม
ทวีตที่ปักหมุด
Pioneering Intelligence
Pioneering Intelligence@Flagship_PI·
Kicking off Flagship Pioneering’s annual AI Summit where we're convening visionaries, industry leaders, and academics to discuss how AI is reshaping healthcare, sustainability, and beyond. This year, our summit focuses on the polyintelligent future — where human, machine, and nature’s intelligence converge to power the next generation of breakthroughs. Make sure to tune into @FlagshipPioneer's social pages (LinkedIn, YouTube, X) for a livestream at 11:10AM during our “Decoding Nature: Nature’s Intelligence Meets Machine Intelligence” panel featuring @seemaychou (@ArcadiaScience ), @JCoolScience (@AnthropicAI), @gibsmk (Flagship Pioneering), and @allmeasures (@leashbio). Where do you think polyintelligence will have the greatest impact?
Pioneering Intelligence tweet media
English
1
0
2
104
Pioneering Intelligence รีทวีตแล้ว
Flagship Pioneering
Flagship Pioneering@FlagshipPioneer·
⭐ 5 Takeaways from Flagship’s 2026 AI Summit ⭐ During our 2026 AI Summit this week, we explored the polyintelligent future— where human, machine, and nature work together as one. Here are five takeaways. 1. Polyintelligence is more than an intersection — it’s an unlock. Polyintelligence is a dynamic integration where each intelligence unlocks and accelerates the other. Human insight informs better models, models accelerate and guide stronger experiments, and experiments reveal deeper biological truths. In turn, polyintelligence enables a new form of intelligence altogether, one that combines the strengths of humans, machines, and nature. 2. Acceleration and discernment must be in balance. AI is making exploration effectively limitless, shifting the challenge from generating ideas to determining which questions actually matter. Real progress will come from balancing the speed of discovery with the discernment to ask the right questions, guide what data is gathered, and focus on what is most impactful. Without that balance, we risk amplifying noise over insight. With it, we can turn AI’s limitless possibility into meaningful insights and, ultimately, a healthier future. 3.Breakthroughs demand integration, not isolation. The most important breakthroughs are happening at the intersections of disciplines, yet our collective knowledge often remains siloed, which limits innovation. The real fix will require prioritizing integration and experimentation. AI-native institutions will combine human and machine intelligence into a unified, interconnected system for learning and execution. 4. AI is converting agricultural signals into early warning systems. Farms, crops, soil, and livestock constantly generate signals about environmental stress and ecosystem change, but historically these signals have been local, fragmented, and reactive. AI is unlocking the ability to interpret these signals at scale, transforming dispersed agricultural data into early warning systems for risks like soil degradation and disease. This application turns agriculture into a predictive system that can detect, respond to, and prevent disruption before it occurs. 5. AI reveals what we didn’t know to look for. Our understanding of nature’s systems is fundamentally limited by how we observe and interpret the world, which we filter through human understanding, assumptions and biases. As a result, we may overlook signals or patterns that seem ancillary but might offer an unlock. AI offers a way to begin closing that gap by integrating diverse data and surfacing patterns we wouldn’t recognize, offering a holistic analysis of the tools and systems nature has evolved. The future of AI will not be built in isolation, but through the synthesis of tools, intelligences, and partners coming together to create something greater. Our 2026 AI Summit brought this to life—surfacing new questions, exploring bold ideas, and highlighting the opportunities ahead.
Flagship Pioneering tweet mediaFlagship Pioneering tweet mediaFlagship Pioneering tweet mediaFlagship Pioneering tweet media
English
0
3
9
784
Pioneering Intelligence
Pioneering Intelligence@Flagship_PI·
@guzmanhe @joinHandshake @MarcWarner10 @faculty_ai @seemaychou @ArcadiaScience @JCoolScience @AnthropicAI @gibsmk @FlagshipPioneer @allmeasures @leashbio @bramaccimmyt @CIMMYT @hallahalla5 @GigaClimate @FCCagriculture @rwhitcomb @Osmo_Labs Chair of the Department of Biomedical Informatics, at @harvardmed, @zakkohane delivers a keynote talk on how the interplay of human, machine, and biological intelligence is reshaping medicine, from biases in today’s systems to new opportunities for discovery.
Pioneering Intelligence tweet media
English
2
1
6
557
Pioneering Intelligence
Pioneering Intelligence@Flagship_PI·
Kicking off Flagship Pioneering’s annual AI Summit where we're convening visionaries, industry leaders, and academics to discuss how AI is reshaping healthcare, sustainability, and beyond. This year, our summit focuses on the polyintelligent future — where human, machine, and nature’s intelligence converge to power the next generation of breakthroughs. Make sure to tune into @FlagshipPioneer's social pages (LinkedIn, YouTube, X) for a livestream at 11:10AM during our “Decoding Nature: Nature’s Intelligence Meets Machine Intelligence” panel featuring @seemaychou (@ArcadiaScience ), @JCoolScience (@AnthropicAI), @gibsmk (Flagship Pioneering), and @allmeasures (@leashbio). Where do you think polyintelligence will have the greatest impact?
Pioneering Intelligence tweet media
English
1
0
2
104
Pioneering Intelligence รีทวีตแล้ว
Flagship Pioneering
Flagship Pioneering@FlagshipPioneer·
Join us today at 11:10 AM ET for a livestream from our 2026 AI Summit. Flagship’s Molly Gibson will sit down with panelists @seemaychou (@ArcadiaScience ), @JCoolScience (@AnthropicAI ) and @allmeasures (@leashbio) for a conversation on exploring the challenges of understanding nature’s intelligence, and how AI can help turn those insights into real-world solutions. Tune in to our X, LinkedIn, or YouTube channels to watch.
Flagship Pioneering tweet media
English
0
1
7
946
Pioneering Intelligence รีทวีตแล้ว
Flagship Pioneering
Flagship Pioneering@FlagshipPioneer·
Nature encodes function in many languages—from protein sequences shaped by evolution to animal communication and the chemistry of smell. Each is expressed through high dimensional patterns that are experimentally accessible yet resist neat, human-legible interpretation. In our upcoming livestream from the annual Flagship AI Summit, panelists @seemaychou (@ArcadiaScience ), @JCoolScience (@AnthropicAI), @gibsmk (Flagship Pioneering), @allmeasures (@leashbio) will explore how modern AI can decode these patterns and re-encode them into new designs. Stay tuned for details on how to watch on March 25th.
Flagship Pioneering tweet media
English
0
2
7
657
Pioneering Intelligence
Pioneering Intelligence@Flagship_PI·
"Machine Learning models in structural biology struggle with large complexes: running out of memory, cropping structures down, omitting bigger structures, expensive inefficient trainings. Our @Flagship_PI team worked on Flash Invariant Point Attention (FlashIPA) -- an efficient form of geometric deep learning for proteins and RNA that allows for efficient training, allowing to train on previously unattainable sizes."
Biology+AI Daily@BiologyAIDaily

Flash Invariant Point Attention 1.FlashIPA introduces a linear-scaling reformulation of Invariant Point Attention (IPA), a core algorithm in protein and RNA structure modeling. It achieves SE(3)-invariant geometry-aware attention with dramatically reduced memory and runtime, enabling training on sequences with thousands of residues. 2.IPA has been widely used in structural biology models like AlphaFold2, ESMFold, and FoldFlow, but its O(L²) scaling in sequence length severely limits training on long biomolecules. FlashIPA overcomes this with a factorized attention mechanism that leverages FlashAttention for efficient GPU usage. 3.FlashIPA maintains the geometric inductive bias of IPA by encoding pairwise spatial information via low-rank factorized representations, avoiding materializing full pairwise tensors. This preserves structural accuracy while dramatically reducing I/O costs. 4.In benchmark tests, FlashIPA matches or outperforms original IPA on validation tasks, while requiring significantly less GPU memory. It reduces memory usage by over 90% at length 512 and enables batch sizes up to 39× larger compared to IPA on the same hardware. 5.Integrating FlashIPA into models like FoldFlow and RNA-FrameFlow showed faster convergence, better scaling, and extended generation capacity. For proteins, sc-RMSD scores improved when trained with FlashIPA, especially when trained on full-length data without truncation. 6.For RNA generation, FlashIPA enabled training and inference on sequences over 4000 nucleotides—impossible with standard IPA. Models trained on a single GPU with FlashIPA performed comparably to IPA trained on 4 GPUs, demonstrating cost efficiency. 7.FlashIPA runs up to 30× faster than IPA for long RNA sequences and scales linearly in both memory and runtime. This opens the door to modeling large protein complexes or long RNAs previously out of reach due to hardware limitations. 8.Despite using approximate factorized representations, FlashIPA retains SE(3) invariance and maintains modeling fidelity. Loss curves and self-consistency scores validate its effectiveness in both protein and RNA generative tasks. 9.FlashIPA is designed for easy drop-in replacement, with an interface similar to existing IPA modules. It is compatible with standard biomolecular modeling pipelines and paves the way for efficient, scalable geometric deep learning. 10.Future improvements may include extending FlashIPA to support arbitrary head dimensions and exploring fully linear attention mechanisms. This would push biomolecular modeling even further toward large-scale and real-time applications. 💻Code: github.com/flagshippionee… 📜Paper: arxiv.org/abs/2505.11580 #GeometricDeepLearning #ProteinFolding #RNA3D #FlashAttention #InvariantPointAttention #AlphaFold #ComputationalBiology #FlashIPA

English
0
0
6
287
Pioneering Intelligence
Pioneering Intelligence@Flagship_PI·
In hosting our second Artificial Intelligence Summit, we reflect on the central "what if" question that fueled the founding of @Flagship_PI 2 years ago - what if we could harness the latest AI advances to create breakthroughs and accelerate innovation across @FlagshipPioneer ? Today we are seeing that vision play out as we advance fundamental research and help shape a portfolio of AI-first companies that are pushing the boundaries of innovation. We invite you to watch some highlights below.
Flagship Pioneering@FlagshipPioneer

"Although we live in interesting times, we also live in times of massive opportunity and I think it's our collective responsibility to embrace all of these tools, capabilities, between us and think about the breakthroughs we can have for the future." — Junaid Bajwa (@drjbajwa), Science Partner, Pioneering Intelligence; Flagship Senior Partner & Head of UK Watch for more highlights from Flagship's second AI Summit, hosted by @Flagship_PI, including opening remarks by Flagship's @NoubarAfeyan and Armen Mkrtchyan, a keynote from @MSFTResearch's Christopher Bishop, a fireside chat on driving AI excellence with Governor Maura Healey, and a lightning talk with @MayoClinic's John Halamka. It was a pleasure to host friends and partners paving the future of AI along with panels on timely topics: The AI Mirage: Separating Buzz from Breakthrough; Beyond Tools: AI as a Collaborative Partner; Challenges: From Data to Models; and Greeting the Future. #FSPAISummit | Office of Massachusetts Governor Maura Healey @MassGovernor

English
2
0
5
223
Pioneering Intelligence
Pioneering Intelligence@Flagship_PI·
And we’re off!  Lots of excitement in the room for today's @FlagshipPioneer Artificial Intelligence Summit. Curious about the advances driving AI and discovery? Watch here for insights and more to come. #FSPAISummit
Pioneering Intelligence tweet media
English
0
1
4
654
Pioneering Intelligence รีทวีตแล้ว
Flagship Pioneering
Flagship Pioneering@FlagshipPioneer·
Tomorrow we’ll convene AI/ML thought leaders from across academia and the technology, pharmaceutical and biotechnology sectors for our Artificial Intelligence Summit. From novel applications of AI and the strategic integration of AI agents to value creation and the trends shaping the next 5 years, we’ll cover it all. Stay tuned as we share key takeaways from the day and highlight insights shared by our speakers including John Brownstein (@BostonChildrens), Najat Khan (@RecursionPharma), David Yang (Newo.AI), John Halamaka (@MayoClinic), Chris Bishop (@Microsoft) and more. #FSPAISummit
Flagship Pioneering tweet media
English
1
2
7
718
Pioneering Intelligence รีทวีตแล้ว
Flagship Pioneering
Flagship Pioneering@FlagshipPioneer·
➡️@MickeyAtwal, Chief Data and AI Officer at @Flagship_PI, @gibsmk, Origination Partner at Flagship Pioneering, and Rajesh Ramaswamy, SVP, Head of Machine Learning and Artificial Intelligence Strategy at @SailBiomeds, joined Marcello Damiani, Flagship Senior Partner, for a wide ranging conversation in the #FlagshipStudio on the AI innovations driving breakthroughs in drug discovery and design, and how AI is proving to be a core value driver to make leaps in human health. Catch their full conversation here: bit.ly/40ibvHj
Flagship Pioneering tweet media
English
0
1
3
737
Pioneering Intelligence
Pioneering Intelligence@Flagship_PI·
In our new special section @FlagshipPioneer Origination Partner and leader of @Flagship_PI Armen Mkrtchyan asks, “What if we could engineer a creativity copilot to augment our imagination and creativity?” Read his thoughts and more below.#BiggerLeaps #FlagshipStudio #JPM
Flagship Pioneering@FlagshipPioneer

Read or listen to Flagship Pioneering’s 2025 Annual Letter in which Founder & CEO @NoubarAfeyan explores polyintelligence — the synthesis of human, machine, and nature's intelligence, and how it is driving a new renaissance in science and technology: bit.ly/Polyintelligen… Drawing inspiration from Leonardo da Vinci's integrated thinking, Noubar discusses how artificial intelligence will enhance our understanding of nature's adaptive genius in unprecedented ways. He highlights breakthroughs in biotechnology, agriculture, and machine intelligence, and how these polyintelligent innovations can tackle multifaceted challenges in health, climate, and beyond. And for more on how polyintelligence is informing and guiding Flagship’s work, dive into our newly launched Special Section: bit.ly/FlagshipPolyin… #BiggerLeaps #FlagshipStudio #JPM25

English
0
0
4
263
Pioneering Intelligence รีทวีตแล้ว
Flagship Pioneering
Flagship Pioneering@FlagshipPioneer·
Curious about the Flagship Pioneering AI/ML 2025 Summer Fellowship? If you’re wondering whether Flagship’s summer-long immersion in company creation at the computational cutting edge is for you, ask yourself: ➡️ Are you a biologist, chemist, or engineer who is constantly building and deploying computational tools to gain unique insights and solve big problems? Or a computer scientist eager to apply mathematical frameworks and novel machine learning algorithms to new scientific problems, especially those outside your formal training? ➡️ Are you a builder? Do you love to get your hands dirty with code, data, and models, and use your scientific intuition to design and execute killer experiments quickly? ➡️ Do you say “Yes, and” rather than “Yes, but”? Entertain silly ideas on your journey to craft amazing ones? ➡️ Do you eagerly seek out answers to your questions —from people, papers, and data—quickly and accurately? ➡️ Are you excited by the opportunity to invent and build new technologies that can change the world? Applications are due on Jan 20, 2025. For more information and to apply, visit our website: #chapter-6" target="_blank" rel="nofollow noopener">flagshippioneering.com/join/fellows#c#FlagshipFellowship #AI
Flagship Pioneering tweet media
English
0
1
3
467
Pioneering Intelligence รีทวีตแล้ว
Flagship Pioneering
Flagship Pioneering@FlagshipPioneer·
📅 Interested in applying for our full-time 2025 summer Fellowship? Don't miss our final information session of this application cycle with Director of the Fellowship Bradley Coleman on January 9, 2025. Register here: events.flagshippioneering.com/2025fellowsinf… Learn more about this unparalleled opportunity to apply your scientific expertise, entrepreneurial talent, and self-starter mentality toward creating the next world-changing startups and ventures in human health and sustainability: bit.ly/FSPFellowship #FlagshipFellowship
Flagship Pioneering tweet media
English
0
2
3
592
Pioneering Intelligence รีทวีตแล้ว
Flagship Pioneering
Flagship Pioneering@FlagshipPioneer·
Join us live in the Flagship Studio at the 2025 J.P. Morgan Healthcare Conference in San Francisco Jan 13-15, 2025! Watch CEOs of #FlagshipFounded companies present on the conference stage, read & listen to insights from Flagship leaders, and catch up on news from Flagship and our companies. For more on our upcoming studio programming: bit.ly/FlagshipatJPM25 #JPM25 #FlagshipJPM
Flagship Pioneering tweet media
English
0
4
3
2.1K