#foundationmodel résultats de recherche

Discover the right 3D Geometric Foundation Model for your task—whether it’s stereo matching, multi-view depth estimation, video depth, pose estimation, semantic understanding, or novel view synthesis. Explore more insights in our #E3DBench #FoundationModel #3D #GaussianSplatting.…


📣 Building on Phikon’s success (huggingface.co/owkin/phikon), our #foundationmodel, Phikon-v2, is now publicly available on Hugging Face! Using state-of-the-art self-supervised learning methods, we pre-trained a large vision transformer on 460 million unlabeled histology images…


Share our experience on storage part in #FoundationModel, #LLM, and #Diffusion training and inference on #CNCF #Kubernetes community day Shanghai 2024

suavesu's tweet image. Share our experience on storage part in #FoundationModel, #LLM, and #Diffusion training and inference on #CNCF #Kubernetes community day Shanghai 2024
suavesu's tweet image. Share our experience on storage part in #FoundationModel, #LLM, and #Diffusion training and inference on #CNCF #Kubernetes community day Shanghai 2024
suavesu's tweet image. Share our experience on storage part in #FoundationModel, #LLM, and #Diffusion training and inference on #CNCF #Kubernetes community day Shanghai 2024

Imagine you only have to run your #FoundationModel once! Offline and before any interaction with users. This is possible due to the compositionality and graph structure underlying routes in Google Maps! arxiv.org/abs/2305.11290

m_wulfmeier's tweet image. Imagine you only have to run your #FoundationModel once! Offline and before any interaction with users.

This is possible due to the compositionality and graph structure underlying routes in Google Maps!

arxiv.org/abs/2305.11290

linkedin.com/feed/update/ur… The first meeting of the #Global #Seagrass #FoundationModel has just wrapped up — and it was nothing short of amazing. Brilliant minds from around the world came together, united by a shared love for seagrass and a shared vision. Stay tuned!

homodelphinius's tweet image. linkedin.com/feed/update/ur…

The first meeting of the #Global #Seagrass #FoundationModel has just wrapped up — and it was nothing short of amazing.

Brilliant minds from around the world came together, united by a shared love for seagrass and a shared vision.

Stay tuned!

心不全ノート1.0.3 update 毎日の血圧・体重・脈拍、そして息切れやむくみなどの症状まで。心不全ノートはAppleヘルスケアと自動同期、グラフ&カラーチャートで“いま”が一目でわかるヘルスケアアプリ。無料/データ収集なし。#iOS26 #FoundationModel apps.apple.com/jp/app//id6752…


We’ve expanded our capabilities to address one of the world’s most pressing unanswered questions: Do people really look like their pets? We cracked the code, and the answer is yes. Introducing #PurrfectPet. Powered by our in-house #foundationmodel for decoding #biology,…

RecursionPharma's tweet image. We’ve expanded our capabilities to address one of the world’s most pressing unanswered questions: Do people really look like their pets?

We cracked the code, and the answer is yes. Introducing #PurrfectPet.

Powered by our in-house #foundationmodel for decoding #biology,…

‼️One step closer to a #foundationmodel of the cell: The Conditional Autoencoder for Multiplexed Pixel Analysis (CAMPA) can facilitate the analysis of high-throughput screens & accelerate researchers' ability to gain insight from complex datasets. #ML👇 🔗t1p.de/6pym6

HelmholtzMunich's tweet image. ‼️One step closer to a #foundationmodel of the cell:
The Conditional Autoencoder for Multiplexed Pixel Analysis (CAMPA) can facilitate the analysis of high-throughput screens & accelerate researchers' ability to gain insight from complex datasets. #ML👇
🔗t1p.de/6pym6

Thrilled to share our latest work on SciVid, to appear at #ICCV2025! 🎉 SciVid offers cross-domain evaluation of video models in scientific applications, including medical CV, animal behavior, & weather forecasting 🧪🌍📽️🪰🐭🫀🌦️ #AI4Science #FoundationModel #CV4Science [1/5]🧵

yanahasson's tweet image. Thrilled to share our latest work on SciVid, to appear at #ICCV2025! 🎉
SciVid offers cross-domain evaluation of video models in scientific applications, including medical CV, animal behavior, & weather forecasting 🧪🌍📽️🪰🐭🫀🌦️

#AI4Science #FoundationModel #CV4Science
[1/5]🧵

Loved having Ali Farhadi from @allen_ai give our morning Keynote! Two big takeaways from his talk. 1) We’re moving the notion of what a #foundationmodel is — it's a fluid structure that’s really a whole family of models. #IASummit #IA40 #GenAI #LLMs (1/2)

MadronaVentures's tweet image. Loved having Ali Farhadi from @allen_ai give our morning Keynote! Two big takeaways from his talk. 1) We’re moving the notion of what a #foundationmodel is — it's a fluid structure that’s really a whole family of models. #IASummit #IA40 #GenAI #LLMs
(1/2)

Who wants to lead Software & AI at @OpenBCI as we continue create the most advanced platform for decoding human cognition? With @Galea_XR shipping soon, we will have an unrivaled cluster for building the 1st true #FoundationModel of the #HumanMind. #hiring #AI #Neuro #Software

ConorRussomanno's tweet image. Who wants to lead Software & AI at @OpenBCI as we continue create the most advanced platform for decoding human cognition?

With @Galea_XR shipping soon, we will have an unrivaled cluster for building the 1st true #FoundationModel of the #HumanMind.

#hiring #AI #Neuro #Software

Today, we shared our pre-print describing our new #FoundationModel PLUTO (PathoLogy Universal TransfOrmer) to fuel #drugdevelopment & #CancerResearch for fast, efficient and powerful representation of #pathology images Read the Paper: arxiv.org/abs/2405.07905


Test-time scaling on COSMOS (World Foundation Models) delivers better visual quality! #AI #FoundationModel

First test-time scaling on World Foundation Models, boosting smaller models to match—or even surpass—larger ones without retraining. 🎥 Watch the teaser to see it in action. 📄 Paper: arxiv.org/abs/2503.24320 💻 Code coming soon! #AI #MachineLearning #GenerativeAI



I’m proud to announce our launch of @bioptimus_ai – with a mission to create and build the first #foundationmodel for biology. (1/3)


😶 Didn't have too much rest during the national holiday long break. Oh well, worth it. Now onto creator and builder mode 🤗🤗 #FoundationModel #LLM #1T

🚀 Ling-1T — Trillion-Scale Efficient Reasoner Introducing Ling-1T, the first flagship non-thinking model in the Ling 2.0 series — 1 Trillion total parameters with ≈ 50 B active per token, trained on 20 T+ reasoning-dense tokens. Highlights → Evo-CoT curriculum +…

AntLingAGI's tweet image. 🚀 Ling-1T — Trillion-Scale Efficient Reasoner

Introducing Ling-1T, the first flagship non-thinking model in the Ling 2.0 series —
1 Trillion total parameters with ≈ 50 B active per token, trained on 20 T+ reasoning-dense tokens.

Highlights
→ Evo-CoT curriculum +…
AntLingAGI's tweet image. 🚀 Ling-1T — Trillion-Scale Efficient Reasoner

Introducing Ling-1T, the first flagship non-thinking model in the Ling 2.0 series —
1 Trillion total parameters with ≈ 50 B active per token, trained on 20 T+ reasoning-dense tokens.

Highlights
→ Evo-CoT curriculum +…


Kicking off Summer term with our research assistants working on #geospatial #foundationmodel for satellite imagery in collaboration with our colleagues from @NASA & @IBMResearch @IBMWatson #MachineLearning #RemoteSensing

ClarkCGA's tweet image. Kicking off Summer term with our research assistants working on #geospatial #foundationmodel for satellite imagery in collaboration with our colleagues from @NASA & @IBMResearch @IBMWatson

#MachineLearning #RemoteSensing

🚀 Excited for #CSER2024? Don't miss our first #keynote: 🌟Zhen Ming Jiang from @YorkUniversity will unlock the potential of Foundation Models in software engineering, from ChatGPT to GitHub Copilot. #FoundationModel #AgentOrientedEngineering #aiware #SoftwareEngineering

CSERMeeting's tweet image. 🚀 Excited for #CSER2024? Don't miss our first #keynote:

🌟Zhen Ming Jiang from @YorkUniversity will unlock the potential of Foundation Models in software engineering, from ChatGPT to GitHub Copilot.  

#FoundationModel #AgentOrientedEngineering #aiware #SoftwareEngineering

📣 @Synerise #Monad at @SIGIRConf The 46th International ACM SIGIR Conference on Research and Development in Information Retrieval! 📆 July 23rd to 27th, 2023 📍hybrid/Taipei, Taiwan Our AI Research Director Barbara Rychalska will show a core part of Monad - the #FoundationModel

Synerise's tweet image. 📣 @Synerise #Monad at @SIGIRConf The 46th International ACM SIGIR Conference on Research and Development in Information Retrieval!
📆 July 23rd to 27th, 2023
📍hybrid/Taipei, Taiwan
Our AI Research Director Barbara Rychalska will show a core part of Monad - the #FoundationModel…

linkedin.com/feed/update/ur… The first meeting of the #Global #Seagrass #FoundationModel has just wrapped up — and it was nothing short of amazing. Brilliant minds from around the world came together, united by a shared love for seagrass and a shared vision. Stay tuned!

homodelphinius's tweet image. linkedin.com/feed/update/ur…

The first meeting of the #Global #Seagrass #FoundationModel has just wrapped up — and it was nothing short of amazing.

Brilliant minds from around the world came together, united by a shared love for seagrass and a shared vision.

Stay tuned!

Siemens launcht KI-Großoffensive: Wie das neue industrielle Foundation Model die Fabriken verändert blogist.de/siemens-launch… #Siemens #IndustrielleKI #FoundationModel #Fertigungsoptimierung #MaschinenbauAllianz

BlogistDe's tweet image. Siemens launcht KI-Großoffensive: Wie das neue industrielle Foundation Model die Fabriken verändert

blogist.de/siemens-launch…

#Siemens #IndustrielleKI #FoundationModel #Fertigungsoptimierung #MaschinenbauAllianz

2025 International Conference on Artificial Intelligence and Foundation Model (AIFM 2025) will be held from November 14-16 2025 in Beijing, China. 𝗖𝗼𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲 𝗪𝗲𝗯𝘀𝗶𝘁𝗲: ais.cn/u/Uzuua2 #internationalconference #ArtificialIntelligence #FoundationModel

AiScholar01's tweet image. 2025 International Conference on Artificial Intelligence and Foundation Model (AIFM 2025) will be held from November 14-16 2025 in Beijing, China.

𝗖𝗼𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲 𝗪𝗲𝗯𝘀𝗶𝘁𝗲: ais.cn/u/Uzuua2

#internationalconference #ArtificialIntelligence #FoundationModel

😶 Didn't have too much rest during the national holiday long break. Oh well, worth it. Now onto creator and builder mode 🤗🤗 #FoundationModel #LLM #1T

🚀 Ling-1T — Trillion-Scale Efficient Reasoner Introducing Ling-1T, the first flagship non-thinking model in the Ling 2.0 series — 1 Trillion total parameters with ≈ 50 B active per token, trained on 20 T+ reasoning-dense tokens. Highlights → Evo-CoT curriculum +…

AntLingAGI's tweet image. 🚀 Ling-1T — Trillion-Scale Efficient Reasoner

Introducing Ling-1T, the first flagship non-thinking model in the Ling 2.0 series —
1 Trillion total parameters with ≈ 50 B active per token, trained on 20 T+ reasoning-dense tokens.

Highlights
→ Evo-CoT curriculum +…
AntLingAGI's tweet image. 🚀 Ling-1T — Trillion-Scale Efficient Reasoner

Introducing Ling-1T, the first flagship non-thinking model in the Ling 2.0 series —
1 Trillion total parameters with ≈ 50 B active per token, trained on 20 T+ reasoning-dense tokens.

Highlights
→ Evo-CoT curriculum +…


Without @Apple ‘s own #FoundationModel for #AI , it will be the next #Nokia #AI is everything #iPhone17ProMax


@kaiwenw_ai, PhD candidate at @cornell_tech, hit the wall that many academics face: scaling #foundationmodel training without enterprise-grade infrastructure. What went wrong: Training a value model to guide reasoning in large DeepSeek models meant running across many GPUs for…


Our #DynamicalSystems #FoundationModel was accepted to #NeurIPS2025 with outstanding reviews (6555) – first model which can *0-shot*, w/o any fine-tuning, forecast the *long-term statistics* of time series provided a context. Test it on #HuggingFace: huggingface.co/spaces/Durstew… ...

Can time series #FoundationModels like Chronos zero-shot generalize to unseen #DynamicalSystems (DS)? No, they cannot. But *DynaMix* can, the first FM based on principles of DS reconstruction, capturing the long-term evolution of out-of-domain DS: arxiv.org/pdf/2505.13192… (1/6)

DurstewitzLab's tweet image. Can time series #FoundationModels like Chronos zero-shot generalize to unseen #DynamicalSystems (DS)?

No, they cannot.

But *DynaMix* can, the first FM based on principles of DS reconstruction, capturing the long-term evolution of out-of-domain DS: arxiv.org/pdf/2505.13192…

(1/6)


Deconstructing the LLM architecture system, Foundation models are LLMs' base—pre-trained on big data, adapt to translation/writing without structure changes. GPT/LLaMA shift from “task-specific” to “universal”. #LLMArchitecture #FoundationModel #AI

MurphyElia57651's tweet image. Deconstructing the LLM architecture system,
Foundation models are LLMs' base—pre-trained on big data, adapt to translation/writing without structure changes. GPT/LLaMA shift from “task-specific” to “universal”.
#LLMArchitecture #FoundationModel #AI

Most wins come from workflow design, not the latest shinny foundation model. Smaller model + great orchestration > bigger model duct-taped to a messy process. #AIEngineering #LLM #FoundationModel #NanoBanana


Turns out that more teams than you’d expect find debugging I/O bottlenecks one of the top challenges in training foundation models. While modeling issues still exist, many consider them “mostly solved.” The State of #FoundationModel Training Report shows → top FM teams invest…

neptune_ai's tweet image. Turns out that more teams than you’d expect find debugging I/O bottlenecks one of the top challenges in training foundation models. 

While modeling issues still exist, many consider them “mostly solved.”

The State of #FoundationModel Training Report shows → top FM teams invest…

AI #FoundationModel provider @AnthropicAI nearly tripled its valuation in the last few months, a sign of the continued interest in the #AI vendor as it competes with @OpenAI. bit.ly/45Nblf6


When we say “AI,” most people think of ChatGPT. But the real revolution is foundation models, systems that can adapt to almost any task. Do you see them as a unifying step in AI or just a trend? #AI #LLM #FoundationModel


Up to ~512 GPU days lost… That's the confession Saaketh Narayan from @Meta's Llama pre-training team made when we asked about his worst #foundationmodel training failures. What went wrong: Catastrophic loss spikes and gNorm anomalies in FP8 training. The fix: Adjustments to…

neptune_ai's tweet card. 512 #GPU days lost: FP8 failures in #foundationmodels training #ICML

youtube.com

YouTube

512 #GPU days lost: FP8 failures in #foundationmodels training #ICML


Charts in @neptune_ai are built to make anomalies stand out. Even deep into training (here at step 600K) a single spike is clearly visible without needing to zoom. — Watch the full demo to explore how Neptune helps monitor long-running #foundationmodel training:…


📢Introducing GenePT, our new #gene + #singlecell #foundationmodel built from #ChatGPT. It's simple yet surprisingly effective! 1. we use text summary + #ChatGPT to generate embedding for each gene 2. cell embedding = avg of gene vectors weighted by expression GenePT can…

james_y_zou's tweet image. 📢Introducing GenePT, our new #gene + #singlecell #foundationmodel built from #ChatGPT. It's simple yet surprisingly effective!

1. we use text summary + #ChatGPT to generate embedding for each gene
2. cell embedding = avg of gene vectors weighted by expression

GenePT can…
james_y_zou's tweet image. 📢Introducing GenePT, our new #gene + #singlecell #foundationmodel built from #ChatGPT. It's simple yet surprisingly effective!

1. we use text summary + #ChatGPT to generate embedding for each gene
2. cell embedding = avg of gene vectors weighted by expression

GenePT can…

Hey @FAL , Congratulations! Already was a long journey but keep going forward to v1.0. #ai #fal #foundationmodel

jeongmin1604's tweet image. Hey @FAL ,
Congratulations!

Already was a long journey but keep going forward to v1.0.

#ai #fal #foundationmodel

Kicking off Summer term with our research assistants working on #geospatial #foundationmodel for satellite imagery in collaboration with our colleagues from @NASA & @IBMResearch @IBMWatson #MachineLearning #RemoteSensing

ClarkCGA's tweet image. Kicking off Summer term with our research assistants working on #geospatial #foundationmodel for satellite imagery in collaboration with our colleagues from @NASA & @IBMResearch @IBMWatson

#MachineLearning #RemoteSensing

‼️One step closer to a #foundationmodel of the cell: The Conditional Autoencoder for Multiplexed Pixel Analysis (CAMPA) can facilitate the analysis of high-throughput screens & accelerate researchers' ability to gain insight from complex datasets. #ML👇 🔗t1p.de/6pym6

HelmholtzMunich's tweet image. ‼️One step closer to a #foundationmodel of the cell:
The Conditional Autoencoder for Multiplexed Pixel Analysis (CAMPA) can facilitate the analysis of high-throughput screens & accelerate researchers' ability to gain insight from complex datasets. #ML👇
🔗t1p.de/6pym6

Stanford University scientists unveil the Universal Cell Embedding (UCE) model, transforming cell representation across species for seamless cell biology analysis. 🌐🔬 🔗 cbirt.net/universal-cell… #Bioinformatics #cellbiology #foundationmodel #AI

CbirtDirector's tweet image. Stanford University scientists unveil the Universal Cell Embedding (UCE) model, transforming cell representation across species for seamless cell biology analysis. 🌐🔬

🔗 cbirt.net/universal-cell…

#Bioinformatics #cellbiology #foundationmodel #AI

linkedin.com/feed/update/ur… The first meeting of the #Global #Seagrass #FoundationModel has just wrapped up — and it was nothing short of amazing. Brilliant minds from around the world came together, united by a shared love for seagrass and a shared vision. Stay tuned!

homodelphinius's tweet image. linkedin.com/feed/update/ur…

The first meeting of the #Global #Seagrass #FoundationModel has just wrapped up — and it was nothing short of amazing.

Brilliant minds from around the world came together, united by a shared love for seagrass and a shared vision.

Stay tuned!

Are you at #ICLR? Come and see us to discuss the future of omics foundation models for developing new therapies! #foundationmodel #DeepLearning #GenAI #MachineLearning #DrugDevelopment

jbmorlot's tweet image. Are you at #ICLR? Come and see us to discuss the future of omics foundation models for developing new therapies! 

#foundationmodel #DeepLearning #GenAI #MachineLearning #DrugDevelopment

Loved having Ali Farhadi from @allen_ai give our morning Keynote! Two big takeaways from his talk. 1) We’re moving the notion of what a #foundationmodel is — it's a fluid structure that’s really a whole family of models. #IASummit #IA40 #GenAI #LLMs (1/2)

MadronaVentures's tweet image. Loved having Ali Farhadi from @allen_ai give our morning Keynote! Two big takeaways from his talk. 1) We’re moving the notion of what a #foundationmodel is — it's a fluid structure that’s really a whole family of models. #IASummit #IA40 #GenAI #LLMs
(1/2)

Our Director, @HamedAlemo will be at the @theAAG #AAG2024 Meeting this week giving a presentation on #Geospatial #FoundationModel and joining a panel with @Esri YPN.

ClarkCGA's tweet image. Our Director, @HamedAlemo will be at the @theAAG #AAG2024 Meeting this week giving a presentation on #Geospatial #FoundationModel and joining a panel with @Esri YPN.

Share our experience on storage part in #FoundationModel, #LLM, and #Diffusion training and inference on #CNCF #Kubernetes community day Shanghai 2024

suavesu's tweet image. Share our experience on storage part in #FoundationModel, #LLM, and #Diffusion training and inference on #CNCF #Kubernetes community day Shanghai 2024
suavesu's tweet image. Share our experience on storage part in #FoundationModel, #LLM, and #Diffusion training and inference on #CNCF #Kubernetes community day Shanghai 2024
suavesu's tweet image. Share our experience on storage part in #FoundationModel, #LLM, and #Diffusion training and inference on #CNCF #Kubernetes community day Shanghai 2024

Join us tomorrow at @republica! We will present our approach for a radiological #FoundationModel as part of the #Helmholtz Foundation Model Initiative Session: Foundation Models - Open for Science and Open to the World re:ception room 10:00-11:00 #rp24 #HFMI @mic_dkfz

consti_ulrich's tweet image. Join us tomorrow at @republica!

We will present our approach for a radiological #FoundationModel as part of the #Helmholtz Foundation Model Initiative

Session: 
Foundation Models - Open for Science and Open to the World
re:ception room  10:00-11:00
#rp24 #HFMI @mic_dkfz
consti_ulrich's tweet image. Join us tomorrow at @republica!

We will present our approach for a radiological #FoundationModel as part of the #Helmholtz Foundation Model Initiative

Session: 
Foundation Models - Open for Science and Open to the World
re:ception room  10:00-11:00
#rp24 #HFMI @mic_dkfz

Our Chief Technology Officer, Rajul Rana, was featured in a Built In article discussing the limitations of foundation models, specifically their lack of interpretability. Read the article: hubs.la/Q02VJk500 #GenAI #FoundationModel #DigitalTransformation #CurrentlyOrion

CurrentlyOrion's tweet image. Our Chief Technology Officer, Rajul Rana, was featured in a Built In article discussing the limitations of foundation models, specifically their lack of interpretability.

Read the article: hubs.la/Q02VJk500

#GenAI #FoundationModel #DigitalTransformation #CurrentlyOrion

📅 Mark your calendars for the #IntelligentRAN Industry Forum during #MWC24. Don't miss out on this opportunity to embrace the #FoundationModel and unleash the potential of #AutonomousNetworks L4. Stay tuned: bit.ly/48WwT7U

HuaweiWireless's tweet image. 📅 Mark your calendars for the #IntelligentRAN Industry Forum during #MWC24. Don't miss out on this opportunity to embrace the #FoundationModel and unleash the potential of #AutonomousNetworks L4. Stay tuned: bit.ly/48WwT7U

We’ve expanded our capabilities to address one of the world’s most pressing unanswered questions: Do people really look like their pets? We cracked the code, and the answer is yes. Introducing #PurrfectPet. Powered by our in-house #foundationmodel for decoding #biology,…

RecursionPharma's tweet image. We’ve expanded our capabilities to address one of the world’s most pressing unanswered questions: Do people really look like their pets?

We cracked the code, and the answer is yes. Introducing #PurrfectPet.

Powered by our in-house #foundationmodel for decoding #biology,…

📣Deal of the Day📣 Nov 22 SAVE 45% on Time Series Forecasting Using Foundation Models & selected titles: mng.bz/WrEx #foundationmodel #AI #Timegpt #Chronos #forecasting New MEAP! Make accurate #timeseries predictions with powerful pre-trained foundation models!

ManningBooks's tweet image. 📣Deal of the Day📣 Nov 22

SAVE 45% on Time Series Forecasting Using Foundation Models & selected titles: mng.bz/WrEx #foundationmodel #AI #Timegpt #Chronos #forecasting 

New MEAP! Make accurate #timeseries predictions with powerful pre-trained foundation models!

Great effort by Standford to track foundation models ecosystem (datasets, models, and applications) and their relationships 👍 #foundationmodel #LLMs #GenAI github.com/stanford-crfm/… crfm.stanford.edu/ecosystem-grap…

ankurkumarz's tweet image. Great effort by Standford to track foundation models ecosystem (datasets, models, and applications) and their relationships 👍

#foundationmodel #LLMs #GenAI

github.com/stanford-crfm/…

crfm.stanford.edu/ecosystem-grap…

Imagine you only have to run your #FoundationModel once! Offline and before any interaction with users. This is possible due to the compositionality and graph structure underlying routes in Google Maps! arxiv.org/abs/2305.11290

m_wulfmeier's tweet image. Imagine you only have to run your #FoundationModel once! Offline and before any interaction with users.

This is possible due to the compositionality and graph structure underlying routes in Google Maps!

arxiv.org/abs/2305.11290

Our Founding Chief Operating Officer, Mathilda Strom, takes the stage of #SLUSH24 to talk Bioptimus and how we are building a pioneering AI #foundationmodel for biology. 🧬

bioptimus_ai's tweet image. Our Founding Chief Operating Officer, Mathilda Strom, takes the stage of #SLUSH24 to talk Bioptimus and how we are building a pioneering AI #foundationmodel for biology. 🧬

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