Adam Perold retweeted
Introducing VL-JEPA: Vision-Language Joint Embedding Predictive Architecture for streaming, live action recognition, retrieval, VQA, and classification tasks with better performance and higher efficiency than large VLMs.
• VL-JEPA is the first non-generative model that can perform general-domain vision-language tasks in real-time, built on a joint embedding predictive architecture.
• We demonstrate in controlled experiments that VL-JEPA, trained with latent space embedding prediction, outperforms VLMs that rely on data space token prediction.
• We show that VL-JEPA delivers significant efficiency gains over VLMs for online video streaming applications, thanks to its non-autoregressive design and native support for selective decoding.
• We highlight that our VL-JEPA model, with an unified model architecture, can effectively handle a wide range of classification, retrieval, and VQA tasks at the same time.
by @Delong0_0 @MustafaShukor1 @TheoMoutakanni @willyhcchung Jade Lei Yu Tejaswi Kasarla @AllenBolourchi @ylecun @pascalefung
arxiv.org/abs/2512.10942
Adam Perold retweeted
Yann LeCun (Chief AI Scientist, Meta, @ylecun), @PimDeWitte (CEO, General Intuition), and Aude Durand (Kyutai, @aude_drn), talk about world models, embodied agents, Yann's new company, and the limitations of LLMs
0:00 - Introduction to World Models
5:00 - Why World Models, Intuition & Introducing Yann's new company
10:00 - Architectures + Merging Language & Interaction Data towards General Agents
20:00 - Open Source, Sovereign AI & @kyutai_labs Partnership
Keynote for #aiPULSE2025 at Station F in Paris 🇫🇷
Adam Perold retweeted
1/ We’ve submitted a letter to President Biden regarding the AI Executive Order and its potential for restricting open source AI. We believe strongly that open source is the only way to keep software safe and free from monopoly. Please help amplify.
Adam Perold retweeted
Collapse the talent stack every chance you get.
As I reflect on the teams I’ve led and hundreds of start-ups I’ve worked with, there is a consistent unfair competitive advantage i’ve witnessed when the talent stack was collapsed - when the lead designer was also the product leader, when the front-end engineer was also a designer, when the designer is also a great copywriter, when the product leader was also the founder/ceo, etc. Tighter conduits for decision making and synthesizing information are an incredible advantage when it comes to crafting products. Many start-ups enjoy the benefits of collapsed talent stacks and then undo them as they grow (and most big companies just don’t understand this). In your hiring (and your consolidating), I encourage you to collapse the stack whenever you can. Especially given all the focus on “product led growth,” these days (which really means helping new customers feel successful more quickly, discover the benefit of sharing, people talking about the product doing things they didn’t expect), all of these are as much marketing driven experiments as they are “traditional product specs” and design explorations! Collapse the stack. While it might feel like “double duty” to your leaders, it works magic - especially in early stage products or periods of self-disruption where you need to speed up exploration and execution.
I go into detail on this and share a bunch of other Implications for the way modern teams should be structured on Implications. (implications. com)
Adam Perold retweeted
HAPPENING NOW:
@ylecun's opening statement at the Munk Debate on AI.
You can watch the it live (exclusively for Munk donors) here:
munkdebates.com/debates/arti…
Adam Perold retweeted
Enormous xylophone in the woods of Kyushu, Japan plays a Bach tune when a wooden ball rolls down each "key." An impressive piece of engineering.
Adam Perold retweeted
Your brain on adversarial sample.
(Well, just your retina and primary visual cortex).
Every ConvNet-like architecture, artificial or natural, has blind spots.
The internal representation optimized for everyday life can get fooled by inputs outside the training data distribution.
Adam Perold retweeted
How can #SocialProtection help the poor and vulnerable amid #COVID19 and support an inclusive, resilient recovery for all?
REGISTER for our July 14/15 webcast on the experiences of Indonesia, Myanmar, Philippines and Thailand: wrld.bg/Xb5e50AuyIJ #EastAsiaPacific
Adam Perold retweeted
With $8.8bn raised to support @gavi, millions more lives will be saved.
Some of this money will also support commitments to making any future #COVID19 vaccine is accessible to all. @annacmouser explains ⤵️ | #VaccinesWork
linkedin.com/pulse/global-va…
Adam Perold retweeted
Our CGO @barbara_iyayi will be speaking at @Biz4Africa #Africa2018's Think Digital panel - focusing on #connectivity and the opportunities that arise from the #digitaleconomy. Barbara will be discussing why #digitalidentity is the backbone to growing #Africa’s digital economy.
Adam Perold retweeted
Adam Perold notes that there are 2 Billion smart phones in the world. Which means we can use information technology to give people access to information and solutions concerning healthcare.
2 Billion smartphones also means we can use phones to give people access to justice.
Adam Perold retweeted
Our Head of Indonesia @rizkisuluhadi spoke at @BANKBRI_ID on #AI #biometrics & #banking. Element provides #digitalidentity for access to #mobilebanking.
Bank BRI is the largest retail bank of Indonesia, the world’s 4th largest population. Thank you Bank BRI for this opportunity.
Adam Perold retweeted
Excellent piece by @mustafasuleymn of @DeepMindAI on #AI & opportunities for #socialprogress. From saving resources to advancing services, it’s clear that the uses of AI are broad. We’re proud to put our #mobile #deeplearning #biometric software “at the service of societal needs”
AI offers a unique opportunity for social progress econ.st/2Nul6YT
Adam Perold retweeted
Our Chief Growth Officer/MD for #Africa @barbara_iyayi will be speaking on proper investment ecosystems at @ZenithBank's Global Economic Forum: #NigeriaOpenForBusiness tonight
#ZGEForum #digitalidentity #authentication #AI #biometrics #onlinebanking #UNGA #MaraGrp #JPMorgan #UBS
Adam Perold retweeted
Our Director of Global Health Initiatives @rldistler speaks at @ID2020 about the challenges/ethical considerations of #biometrics for infants & young children. We're proud to work with #UN partners to ensure the appropriate use of emerging technologies and to put children first.
Adam Perold retweeted
Had an amazing day at #JakartaDigitalValley of @TelkomIndonesia
Good discussion between#HU and #ID start ups & experts
@telkomdigital @telkomindigo #HunIndoTech
Adam Perold retweeted
Nicolas Leonard from Element Inc. will be giving a webinar on "Applied Deep Learning for Vision and Natural... fb.me/sQfv9qT4
Adam Perold retweeted
Excellent post by Nicolas Leonard from Element-Research about visual attention mechanisms and the REINFORCE... fb.me/4899YerAl




























