Technologies of Freedom Ep 1: The Open Source Surge at Computex 2026

my good to see it has been a while sins e recorded one of these so i think i start of by saying welcome to technologies of freedom this is somethin iv ben wanting to do for a while now its the first episode of a new series on gortninjaspaces। and will be using real news to explain what the series is actually about and i think to some it all its open source open source is a technology of freedom is freedom from closed platforms when you know your model is open way from a p i dependency in so many other thing so i love to sort of because i do you about this before i think tell me what you think about this entire concept off technologies a freedom and then we can do it i do i

perfect go to connect back last time it i was in new york so how great that i m in the office you talk about open if you talk about google deep mind all the big las if you really see and you really understand how they got farm benincasa so get to know the opener was formed to act as a counter balance to debi suchan important peace of technology no one person should no one company should own it but then when we see is now that really the co vision of these labs theres not there the are very much black box absolutely control by bigdick so the core vision and by the way ave expanded his vision to corninjaaswell hiper platform and most of now do is on open sorsavthecoridea was okay what we can do to bill that counter balance were not in a i lab as such, but what we can do to okay can we take open source system that are out there and hard in them for the critical infrastructure use cases probably we want be as god the cloud as god has like a deep mind of jemnibutimean if we really build somechipabilities on top of open source system which a very good i think we there and then why from the customer standpoint why it s important is important like you really want to on the entire stack you really want to customize re train your systems and the reason why you want to do is like if you dont make the thing yourself and me kitna cat ho if you dont make the thing yourself you give up your opportunity to innovate so and to make the thing you need to control the technology you need to control your data set you need to control the vat everything and then that s the god and that s why we call it now we have this thing call technology of freedom and again this is the idea of cng of freedom was inspired in the world that s exactly what

i want to coninjtolovlovit love so i think that there s three tecnologies af freedom that i n sort of break down to आज आपने pic exactly wale episod me it सो lets break down what happen and i i thought a these were the right sort of triggers for us to actually launch series with this name and a right back a sin lets break down what happen i that these were the right things for us to start with this week launch series with this name so this past week at computer extent twenty six in tip invidia released cosmos three which is the first fully open only model for physically i the dropped nemo tron three ultra which is a five fifty billian paramter model with the full training corpus and the recipies thatvilted and news research quietly shift seven hundred and forty seven pull request out of an open multi agent platform this the release three tecnologie freedom lets go into

so the fact

that in video has has sort of released this cosmos ships and three tears theres cosmos three super at thirty to bilion grams theres cosmos three nano at eight million and there is cosmos three edge which is coming soon for real time inference at the age and i think one thing that i want to before heading it over to you i think and a high lite because i saw the tent and jensonhanke jo framing the in that ke not was the big bang of physically and im cording this the big bang of physical is just around the corner thanks to break through in multi modal reasoning language vision and world models this is so interesting so what do you that this for someone building in robotic or otonomis systems in twenty twenty six dos cosmos three does it affect the build verses by equation or is still a little to early to gangwon efect that balence sbse

pay to jo nvidia stack bilversbyvnifyou compared with even frente labs they dont comes a phisical arsistinfrastructur ot have any such model so open source is a seprate thing, but when you talk fisicalavidia is doing a lot of work there phisical records lots of compute lots of age compute and basically fisicallysbsially compute problem not just an al en problem costmustetacte vidia has with costmasee⁇sknow ther stack, but the question what you can do with costmaswhatfisical how you can t pid most of these sort of stack for exam if you are defense government if you to monitor security if r building your border system that were these distackcomes very handing so they are to modldniseitvillion paramter there is thirty to billion the vilinparmitmodlits classical use case for eg deployment if you want to build a porter maniant system for seven thing you want monitor rods or construction sides manufacturing sides in all that then that s where is a classical model you need to deploy multiples of these and then i constriction le and then that one uses that you can use these things thirty to bill model is more around i think is more around where you are building research lab lab for robots so the whole idea for world model primary is how to build the infrastructure for roberts to train in on so camera is a part of the situation simple cameras so these are the few things in terms of what you can do, but most of the people at least jo hamare des bata phisical because we been talking for this absence, but to think is its open source that open source ka jo license is for a la license is me you get the model bat, you also get recipe and you also get the traning dataset व wala traning tokens be जिसे tran rivproducibility is now with in your hand, you can actually see a model पे tran and if you want to retain you want to reinginrityou can do it mar cese jo stakhैओपनसोर्स का वो बहुत complet है basically someone who s doing it is sensialyafisical लाभ right if you are marifacturing business and you do this you are fisicallyadabut not much deep technical incomes of like research neay all you need is good engineers ham the two things you on your stack bta when you on your stack, you make thing yourself then you inwat because the idea के आप प्रॉब्लम ढूंढेंगे आप इनोवेट करेंगे कोई और apko bnaकeदgacesthat⁇s rang the people who make the

things the people o inovatyahiथिंक ना with somotheworkros हम भी अब कह रहे है rose i think that is something now that i finally understood until annes

seldes ideas to yourself into the internal dens exactly you want to do the word has a near infinit contact gens talks a lot about a near infinit contact you want to process that contact you want to proses that contact as were your use cases is better to have your own models train on your own data sets you control the tisstakdatasts pata ho that your ip therviseto example if are runing a large textile facing process and you are competing with that say bangladesh of your competing with india china and they are doing rolling out china s rolling it out cross there manifactingplarts you have no chat to compete in toms f price because if this level of or to mission they re going going to do it, then how you going to compete कोई chance to goverment by manga that i mean you need to pgat your sakon to get away from most of from saying sipi digital transformation that s over you nie to do that real you nie to prepare yourself for an era for a ver optimessoraround optimist agr apke pas menifaction business है आप opटiमरोबोट खरीद के ले आके खड़ा करते है उसको क्या पता लगेगा क्या करना है तभी पता लगेगा you modl your act system तभी पता लगे

how to nevigate hundred percent hundred percent dry ces on the same compute states by the jha osmostthreewas lonch in video also released nimo tron three ultra which is five hundred and fifty billion paramter mixture of experts model with fifty five million active panamitersbrtoken uses hybrid mamba transformer mo arcitecture with one million token contact wind it ships on jun for which is tomato exciting iske nr e i think what in vidia des have is obviously the speed and the cost ege but there s one thing that the headlines that every body is running which is in video is to in the us open rankings and on those things the s a true but i think the headline that matters is in videa is realistically still behind china on raw inteligence and i wanted to bring in wanted to bring in that excitement as well because we do like talking about china as well and how they are doing with the open models on and so forth so इसके bare thoda sa i want to hear from us well because sins theyve released ed bviouslyanimotron three ultra and it ops these us rankings but there is gimikatopoint six from china there s dp for pro both of those still betet on the artificial analysis index is is this inteligence is it still the only metric jo ki ltimatlymetriकरता है i is this the right framing now for the open wait market in

twenty twenty six cic to but you talk about one million ton contact windo lets think about it so you aplod all the twelve books of haryparterin the same window chat me and as anything about it sorry he was bettelek wherever seeing is to you aplod all the volume of herypotrallentire cris ale and in on chat and as anything this is one velintokensitna zat contact say so in cm of there do things in vidia why nvidia is producing models with a scale of five twenty million param frentarilabskrte videa why vidia doing it s videa wants to open the stack videa is trying to position itself not train to poison itself its basically opening the most advanस्ट models की jo major reason he they want to open the stack because they want not just few laps to control the the model there and when i was the kenote in recent genotpaysosomehow i felt the energy and that really wdchensonwantit was he had this relation with a the big back we to computer creta media but somehow it felt like he has best sponser and now he wants everyone in the world to get the benefits of it not just three labs so he s big on open source he use some of the best sessions in an idea there jenson was moderating they re all on open source so i think whyinmediais position in five twenty viliamparmisscal asia bna so the question is they want to open the vat because he have the computer ha ha china open sorce still china is are the top us open source but in toms of china but itna gap omr secalyopnsorse this model itna gap probably if invidia capt mera next three to form

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1 पैरिटी आ जायेंगे चाइनीज ओपन सोर्स होगा। american oपnसोrseanvery d cause अगर आप अमेरिका के अन्दर भी देखे तो all the स्टार्ट जो के ऊपर अपनी चीजों को बिल्ड कर रहे हैं, नाइन्टी परसेंट चाइनीज पन सोर्स को करे हम खुद the reason is you want to on the सैक, you want to no you जो इन्होंने relese कि haining so i think delibrat strategy how to counter balence chinese opnsostakand i think it s very good hamare want a very company every organization needs to be it s as rganiangखुailaब नहीं हो आप its like i p s s tidusionasoftie stac the wo to about dated i mean you talk about

to things that i want to sort of bring back apne obviously openness of the stack ke bat ke then you also talk about reproducibility of these models

in models में अब जो opna the open the s p and the traning corpus jispe trend data

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staxopnsorsrit i think and i think it also is as its very very mportanbecaseihm ne bat। we talk about solved वी टॉक अबाउट owning the stack, we talk about the these things i think reproducibility is ws cheese clear atleast for that it is the holy grail in that since right so thoda। sa se bat cr a long side, neotown three tryngosmoatevideo has also released the most comprehensive open data set stack every published by western lab alongside the data, they have released the training resipe themself like you talk about p etraningresipies for nemotonthreenanu, these are all publically available on get up and so is the namo jim liver sorry hogging face so lets lets talk about this aliabad, because i think that every previous open frontier release from major lab has been the model itself only आप इसको रन कर सकते हैं you you what you cold extend the training, you can reproduced on this

e agr खाली modal on आपको rep्roduciबिलिtी ही what you really want is why do you need an opnsoesnwant। रिंोनगार्डगार्ड सेफटी आप देखना चाहते हैं कि सर्ट सिचुएशन में कैसे परफॉर्म करेगा। तो आप डेटा सेट वगैरह देखते हैं एंड फिर आप रीट्रेनकरतेहो रियली वाट के आप अपने सिनारी अकॉरडिंग को रिट्रन कर, लो को जस्ट कर लो सो उस केस के अन्दर यू नीड डिस्ट्रीब्यूड सबिलिटी। इससे पहले डेटा सेट्स वगैरह इस तरह अवेलेबल नहीं होते थे, सो होता यह था द चैलेंज was not the modal टेक oपnscलेंॉजकोल how to cold start the system cold start for example, whatever you want to do you want for a name, you have the model के डेटा को ढूंढना शुरू कर 2 डेटा का था now i think i developed wet access to this data specialy jis tran you really can tweak the utputsoothrvise colds a chalenge भी ओपनसोर्स के लिए you deflate modal, but then, because we working with सेन ऑर्गेनाइजेशंस, जहाँ पे आप कोई और मॉडल उस नहीं कर सकते so i can see the firstationcpel have these open soci sistem deploy the machines and they try to access poc whatever they want to do the responses apatti कुछ चीज both the corps have some traning data, so you can tweak it? ताकि आपको वो वाले रेस्पोंस मिले जो आपको फ्रेंट मॉडल्स मिल जाते है but other is नही तो फिर लोग यू ही करते so what i think epoducibility is part of the oपnसोrसइसलिसपेशल एmडीबलwलइसें

सो

ये चीज है that mak oपनसो्स, अदरवाइज तो फिर मॉडल था

i i also think i may be this is somethin, we can take offline use madisan something that i would want to ask like do you think from in video is point of it? if we fliverdaletrbed is this the new sort of expectation for us? when we talk about open is this, what we should be expecting from here on out? or do you think that this one of thing। because in media has नथिंग

नहीं नहीं, ई थिंक पहले भी करता हूँ तो हकिंगफेसपकजाने की भी जरुरत नही है if you are using कlॉdकoडcnेctr from the clodcodapclodco modl from there वहाँ से डेटा डेटा सेट्स पड़े हुए इसके सवाली ओपन डेटा सेट्स पड़े आप पकड़े और ट्रेन कर ले रियल थिंग इस के डेटा सेट्स उन मॉडल इसका 1 मेजर फ्रंट है मेजर लैब अपना ट्रेनिंग डेटा सेट रिलीज

करे

सो वो क्या कहते हैं स थिंग अगर आपने फिजिकल आय apk us kasis ya if you are fiscal fiscal s p o

excident lets move the last thing that i wanted to bring up for today we d e mention the happen there was हो shiparmesaजn f and calling it the visit release so the numbers will actually du theres one thousand three hundred and to come udrdandforty seven col request more than seventeen udrendfivechanged and over two hundred and eighty two thousand in sergio it so i think you talked about cold start thats where this in a cave my mind and and also obviously had a plan for today so cold start launch is now a full second faster per conversation function calls have rocked by forty seven percent and the session search function runs forty five hundred times faster going from ninety seconds to twenty mili seconds and it is now free so for builds in these reasons were were westens apeal restricted to s are distructedrustvery xpensive in excessible i think this is the foundation for son egentakaiand it is available now today right with a community that a shipping at infrastructure company filosity so i want

you so this is a be fit ces may cestat नही milte you can trust mason agent acestation ta depliediforyourself for the company and agents go hava chalenge है your folwecstratagis lets you clodcok for example lets us genticocestraon cic major frente lab cause krna h really want is you want out sorse work to those agents and you really want to work in a us then you about glen agent कsटेशionदेते this you can have these ocestationwith all oपnsोrसइंफ्रास्ट्रक्चर यू कैन डू इट the like it in every opan sors project on sorces hagingfas milion super model से ज्यादा इस aबाउटओपनसोर्सपे किसी को खयाल someone has to hard in it otherwise be doing things like data brics। it was an open source project for us berklidthentaking the open source project and transforming into something like data brics। what does t take for the b bade effort to he सो, but some now what we seen is? they are people there developers the companies we now going extramietohardin those open sorci system suck we collectively build this counter balance to big labs। you now want a space and tropic you see what happen to us right i mean we are an tropic top, we use a topic lord a lot। you see what happen। हमारा तो सब कुछ ही ट्रॉपिक चल रहे हैं, बंद हो गया। क्या आपने कोई वायलेशन करते है कौन सी वायलेशन की ने कुछ किया था this डेपेndेnctsjst like internet band s card is the new internet तो दू someone using cloud and some one not using clad comparison in its just like some on internet and laptop and some one is still register and copy penson copes itne power so we need to make sure as a community to bring these tecnology of freedom freedom forword। इसलिए वें all the way to bring this vision at a center peace of cordaningiacorninja would the company of con

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take would work on the open source system and win a hard them to act des that counter balance open vision anyway सो सो this is no further। we require nofrdrthingis recard। जन सम सेंस age ऑलरेडी अचीव कर चुके है farijenrlinteliजens long bt i थिंक its its not a scintific and ever just outer vision and the actually execution कि ज्यादा से ज्यादा लोग मैक्सिमम ओन करें स्टैक को।