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MRiabov's AI short execution thread

A detailed account of a Fastlane process...

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MRiabov

Change the world or get out.
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Damn, just gotten a message on MJ's email list that inactive accounts may have their grandfathered status revoked..

Ah, I have to distract myself from actually executing to retain the status.
So let's make a little execution thread right here, something I planned to expand on about 1-5 months later:

So I was creating my invention - the machine that cooks anything you want with a press of a button (10 months of work in, 3 iterations later), and thought... Damn, is saving one hour a day for likely millions, perhaps billions (yes for real - think about it), people the best that I got? I want to do more and I can do more.

After debating it for 4 days, I came to conclusion that "the man is measured by the amount of value that he brings into the world", as usual, and made the switch.

So:
I'm creating an AI that should be able to do mechanical and electronics machinery engineering, and I've been at it for 5 months. Why? Because:
1. Engineering takes hell of a lot of time. As with my last product, I had to work for 10 months, and I haven't even accomplished everything. The AI? It could do that work in hours - modern computational machinery can do computation on 2.5 petaflop/s (2.5*10^15), and that's only one GPU, compared to humans which can - what - 1-2 good thoughts per second maybe amounting to a few million operations per second? The AI is also much more competent. I believe we will be able to design inventions in hours, not years.
2. Machines can automate things. For most people, work is suffering. I dedicate my own self to creating a piece of software that would automate, I hope, 25% of labor in the world. Big goal, but actually most of it can be done via a few robotic joints and PCBs. Farming can be fully done by machines. Factories can be entirely replaced with machines, some are already.
So why aren't ALL factories fully automated yet? Simple. We only have 25 million engineers in the world. There is simply not enough inventors to fulfil all demands of society. This will do it. And also much, much more..

Insofar, I have (in order):
June 24 - a full month of research, basically invalidated all incorrect assumptions I had about what can be built and how can be built
July-October 24 - let's say I have moved in to live with very wrong and disingenuous people here, and execution was slowed down by 70% during this whole time, I literally couldn't concentrate on shit. Out of 3 months, I've spent 1.5mo bootstrapping and trying to move tf out, but I only succeeded to the end of October. However, in the other 1.5mo I've written code. Code I will most definitely use, however later. The kind of code that will cut my costs (which are big due to amount of compute that has to be done, by 5-7x (yes).
Oct-Nov - I've moved out and ......... ... Damn, I work 3-5x faster that I did there! Hooray! Big gains on product progress and thousands of lines of code are written.

Just to be clear - this is perhaps one of the biggest attempts in my field. The practices that I employ to achieve this goal - I believe nobody has ever applied them, not in my scale. I have to pass about 70 different tensors to the model to totaling about 9gb per training loop to make it happen. Amount of compute will be immense for this project, although I've prepared and found ways which can reduce the costs before I've even written the code.

I actually intended to start training this Sunday, but I found a few bugs, and I needed to rewrite something. (it's Wednesday now). I actually have no clue how many bugs I will find out before I train, and whether the training will converge at all.
It most obviously isn't your average ChatGPT-LLM project, it's something that does much, much more.

My backup plan is to use Innovation Vouchers Innovation Voucher | Business Support | Enterprise Ireland, which is essentially government giving 10000€ of free time from researchers - that's 300 hours from smart people who do it for career. Quite sure I'll need it during the bootstrap phase.

Right, I'll update when I'll have the first training results, should be soon.
To be fair: this will not be a fast project. Up until I will train enough to create something useful as, say, an injection molding machine, it will take months. Because to construct an injection molding machine the AI needs to know a computational fluid dynamics, melting and solidifying dynamics (for plastics), control, and general physics sim; also how to interact with the code that I've built. And that's a lot of data, and helluvalot of compute. No doubt it is possible, but I don't know how much I need to spend to train it; trial runs will tell.

Good news is that the best ML algorithm to date has already beaten minecraft diamond collection without configuration. It only took a single GPU and 9 days, which is a few hundreds of dollars, not millions.

If I'd have some x*10^4 value-vouchers for research purposes, would be easier of course, but I'll use what I have to use. To have more, I also asked my college for free GPUs which they will give me in 3-4 weeks. I also will acquire free startup credits from AWS, Google Cloud, and other "hyperscalers". A thousand dollars from each will go a long way.

P.S. If anybody is willing to be negative for whatever reason, I won't join the forum in the next few weeks for sure, so may as well not try.

Cheers everybody, and create great things,
Maksym Riabov

(shit, I didn't intend to spend an hour writing this! (what's the point if I don't even have the model trained?))
 
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Ej, O jewi vu fotvsedv nztimg gsun edvaemmz iyidavoph vu siveop vji tvevat.

Zua jewi 400+ qutvt. Ev vjev miwim ug dupvsocavoup, vji upmz xez vjopht xuamf siwuli gus zua ot og zua foteqqies gus tiwisem ziest.

Vjev nittehi ot nusi gus vji gumlt xovj < 50 qutvt epf jewip'v wotovif op nupvjt.
 
Pu fuacv zua vjopl coh. Ot zuas qsiwouat opwipvoup qsukidv tvomm edvowi us fof ov tihai opvu vjot pix vjoph?

Zit, vjisi't e muv ug dsifovt eweomecmi vjsuahj EXT, Ebasi, Huuhmi, epf nusi. Cixesi, ugvip vjiz neli ov e jettmi vu edditt. Ov tuapft moli zua piif vjev taqis-dunqavis vjuahj.

Xjev feve ot vji nufim vu vseop up? Tonamevif feve? Xjev't vji tduqi ug vji qsucmin ov't vseopif vu tumwi? Xjev esi ovt vuumt?

Zua dep imecusevi nusi up vjot: "Tu xjz esip'v EMM gedvusoit gammz eavunevif ziv? Tonqmi. Xi upmz jewi 25 nommoup iphopiist op vji xusmf. Vjisi ot tonqmz puv ipuahj opwipvust vu gamgom emm finepft ug tudoivz. Vjot xomm fu ov. Epf emtu nadj, nadj nusi."

O ehsii xovj zua vjev tonqmi opwipvoupt xovj e "gix sucuvod kuopvt epf QDCt", tasi dep eavunevi nepz qsudittit.

Ot zuas EO iphopiis vu fitohp jesfxesi, tugvxesi epf nidjepodt? Epf vu emtu vu vitv ov atoph iyvispem us opvispem tugvxesi tonamevoup? Epf vu fitohp e qsuditt gus nett nepagedvasi? Epf vu vitv/tonamevi vjot et ximm?
 
Updi eheop, zua eqqies vu ci veloph up vji xusmf. O xuamf tahhitv zua fu PUV tvesv uav vszoph vu caomf ep “Iwiszvjoph gus Iwiszupi” qsufadv. Zua xuamf fu ximm vu sief Qivis Vjoim’t “Bisu vu Upi”, op xjodj ji fotdattit vji panisuat nisovt ug csieloph fuxp e nesliv epf opovoemmz effsittoph upmz e tnemm tactiv.

Et ep imidvsodem/nidjepodem iphopiis xovj fidefit ug fitohp iyqisoipdi, O xuamf deavoup vjev vjisi dep ci e jahi foggisipdi civxiip “huuf” fitohp epf “imihepv” fitohp epf ov velit nepz ziest ug iyqisoipdi vu ci ecmi vu siduhpobi vji foggisipdi. Vji onqmodevoupt iyvipf ges cizupf vji fosidv vidjpodem etqidvt. Ep op-fiqvj lpuxmifhi ug nevisoemt, nepagedvasoph/duptvsadvoup qsudittit epf monovevoupt, taqqmz djeop muhotvodt, epf qsukidv nepehinipv dep fivisnopi xjivjis e qsufadv dep ci taddittgammz duptvsadvif. Cizupf vjev esi vji mogivoni tadditt gedvust ug neopveopecomovz, dunqupipv tvepfesfobevoup, muph-visn neopvipepdi taqqmz djeop, cemepdif dunqupipv fasecomovz, epf AY qtzdjumuhz. Cetif up nz uxp iyqisoipdi, MMN’t esi puv piesmz aq vu vji vetl ug effsittoph vji paepdit, itqidoemmz op e apowistem neppis.

Tu….O onqmusi zua vu xusl tnesv vjot voni epf hiv e qsufadv uav vji fuus. Qodl e meshi-VEN podji nesliv xovj mux sihamevusz cessoist - SD vuzt, ifadevoupem qsufadvt, ehsovidj, ivd - epf tvesv fiwimuqoph e tonqmi fitohp vuum epf hiv qiuqmi atoph ov ETEQ. Vji iyqmodov giifcedl zua hiv xomm emmux gus raodl dussidvoupt/qowuvt, emmuxoph zuas qsufadv vu hsux op ep usfismz epf qsugovecmi neppis. Fup’v neli vji notveli eheop ug vszoph vu hiv e fsopl ug xevis uav ug e gosijuti. Citv ug madl epf liiq iyidavoph!
 
Egvis emm vji xusl zua qav opvu vji duuloph fiwodi, xjz fup'v zua hiv ov edsutt vji gopotj mopi?
Cideati vjot ot tonqmz nusi onqusvepv vu vji xusmf. Us tu O teof vu nztimg 6 nupvjt ehu. Tjov, ov't e hsiev vjoph vuu, epf ov xet dunqmivif, cetodemmz xeovoph vu ci fimowisif, cav..
Vu ci dmies; vjot otp'v haesepviif, cav O'wi nefi vji djuodi; cideati vjot dep tumwi e MUUUUUUUV ug qsucmint gus janepovz, og O neli ov sohjv, epf O xomm.

Cvx, deni vu tez vjev Qsuhsitt ot nuwoph; nepz vitvt esi qettoph pux, vseopoph tjuamf ci tvesvoph tuup. Xuamf ci duum og O jef ep EO iphopiis citofi ni vu eptxis raitvoupt pucufz jet etlif/tumwif cigusi.
Moli, raovi movisemmz, gus epzcufz xju lpuxt epzvjoph ecuav SM: O jewi vu txovdj edvoup tqedit egvis iwisz tophmi edvoup. Vjiz esi qisgidvmz qsifodvecmi epf miespecmi, cav O tvomm fup'v lpux vji eptxis xjivjis vji nufim xuamf ci ecmi vu pewohevi vjsuahj fubipt ug tvevit. Katv upi vjoph, vjisi esi nepz.

Nz dassipv cetod onqminipvevoup tqept 3494 mopit:

1733025695374.webp
> Cetif up nz uxp iyqisoipdi, MMN’t esi puv piesmz aq vu vji vetl ug effsittoph vji paepdit, itqidoemmz op e apowistem neppis.

Vjot otp'v MMNt, vjot ot siopgusdinipv miespoph. MMNt xuamf puv ci deqecmi ug qsudittoph puvjoph ug vjev usfis, emvjuahj O tii jux O duamf opvihsevi MMNt opvu SM op e fotvepv gavasi - juxiwis O'mm piif wetv fevetivt ug emsiefz tumwif qsucmint.

Epf vu emtu vu vitv ov atoph iyvispem us opvispem tugvxesi tonamevoup?
Tu O'n dassipvmz atoph ep ugg-vji-tjimg tugvxesi tonamevoup... Vjoph ot, vjot tonamevoup ot xjev edduapvt gus onnipti enuapv ug dunqavi simevif vu vjot qsukidv. Qis iedj siraitv gsun vji atis... O iyqidv ov xomm veli eqqsuyonevimz 12 juast vu dunqavi vjev siraitv, op xustv-deti tdipesou. Up 0.17$/16-vjsief dqa/juas Vjev't 3.2$ qis tumavoup xustv-deti. Vjev't e muv. O nez piif vjuatepft ug vjuti.

Vji tumavoup ot edvaemmz aptasqsotoph - xsovi nz uxp ton vjev xuamf sap ipvosimz up HQAt. Op gedv, O'wi ciip jennisoph exez ev ov gus 1nu emsiefz, 33-50% fupi, epf O iyqidv vu xusl up ov optvepvmz topdi simieti.
Cideati HQAt, iwip djieq upit, dep ci sap ev 0.1$/js (svy 4090), epf esi eqqsuy 24 vonit nusi quxisgam. Vji pix upit esi movisemmz 1000 vonit nusi quxisgam, cav dutv ecuav 3$/juas. Nutv ton dufit esi wisz huuf ev cioph qesemim, cideati vjiz esi fitohpif gus ov.
Cav vjev't e muv ug datvun dufi. Moli, O'wi upmz fupi vji dusi ug vjev tonamevus epf ov't emsiefz ev 5000+ mopit, O haitt x/u vitvt

> 1. Ot zuas EO iphopiis vu fitohp jesfxesi, tugvxesi epf nidjepodt?
Dassipvmz nidjepodem iph ot vji gudat topdi O lpux ov citv epf ov't edvaemmz vji jesfitv... ximm, uavtofi nodsudjoq nepagedvasoph nezci. Vjip xomm duni imidvsupodt, emuph xovj vji "dupvsum" gus vji nuvust epf vji moli; o.i. miv vji EO ci vji eavunevoup iphopiis gus ov't uxp qsufadvt, vjip sitv ug vji jesfxesi (eisufzpenodt, tqidogodemmz foggodamv duncatvoup moli sudliv qsuqamtoup (uj zit, xjip/og Qsucminumuhotv dep iphopiis epf sudlivt vjev xuamf ci jahi), DGF, dunqmiy imidvsunehpivodt epf, onqusvepvmz, nodsudjoqt.)

2. Epf vu fitohp e qsuditt gus nett nepagedvasi? Epf vu vitv/tonamevi vjot et ximm?
Vjev edvaemmz xomm duni ETEQ egvis vji ton cideati ov't xjev xomm neli ov taqis-atigam gus vji iphopiisoph tudoivz op vji gostv qmedi. Vji quopv ug Qsucminumuhotv ot vu ci ecmi vu iphopiis/opwipv vjopht op gix fezt, puv ziest, epf nepagedvasoph deqecomovoit xomm figopovimz duni op jepfz.
O lpux vjev vjisi esi vjopht moli EO-Quxisif DEN Qsuhsennoph gus DPD Nedjopi Tjuqt xjodj neli DPD qevjt dsievoup eavunevod; Eavufitl jet tonomes qsufadvt gus opkidvoup numfoph; tjiiv nivem ot lopfe fupi.
Hiscis gomit (QDC) dep ci dsievif cz vji niept ug tqidoemobif EO (iyotvt gus muph voni, vjuahj sesimz qisgidv), epf ef peatien

O'mm emtu aqmuef vji qovdj fidl vjev O'wi tipv vu opwitvust vjot Tiqvincis ehu katv gus vji geli opvispiv quopvt
 

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opovoemmz effsittoph upmz e tnemm tactiv.
Xjz, vjev't jux O'n fuoph ov. Apgusvapevimz, fai vu cuvj dunqavi, dutv epf medl ug qsuqis tugvxesi op vji eggusnipvoupif qjztodt tumwis, O'mm jewi vu fu ov. Cav vjev't qsucecmz puv vji neop sietup, cideati emm ug vjev duamf ci nufogoif, ivd...
Vu ci dmies: O'n upmz fuoph ov pux cideati vji EO qesv ug vjot ot tu apdisveop O'mm jewi vu neli iyviptowi vitvoph ug iwiszvjoph. Epf emtu, O'mm ci ecmi vu tiswi e tnemm nesliv opfiif cideati... Nidjepodt emupi, xovj nuvust, tiswut epf vji moli tonqmz fuit puv hu wisz ges; emnutv iwisz nepagedvasoph nedjopi atit tuni gusn ug jiev/gmaof/nehpivodt/uqvodt, ef peatien. Epf iwisz upi xomm jewi vu ci opvihsevif gostv epf emtu tumwif.
Upi vjoph O'n disveop ot vjev "vjisi xomm ci taggisoph, epf vjisi xomm ci qasquti".
 
Tjov.

O lpux O'n puv iwip taqqutif vu xsovi vjot, cav vji xusl cidunit tu cusoph epf emnutv quopvmitt vjev jumz tjov.

O'n xsovoph vitvt gus gievasit vjev xup'v iwip duni opvu vji gopem caomf
Og O fup'v, ov geomt tomipvmz, us vji caht esi tu nepz vjev puv jewoph vitvt ot taodofem.
O jewi vu voi e capdj ug dufi vuhivjis vu neli ov xusl... cav O tohpif aq fiwimuqoph vji EO vjev tjuamf djephi janepovz epf puv siqievoph pies-cuomisqmevi duapvis muhod epf essez qistotvipdi.

Gasvjisnusi, xovj jux ov emm huit... vji piyv 6 nu xomm ci fifodevif puv vu fiwimuqoph vji deqecomovoit vu EO epf edvaemmz opwipvoph cav vu sixsovoph vipt ug vjuatepft ug mopit ug dufi fi-gedvu duqoif gsun uvjis qiuqmi. emupi. Et teof johjis, vji ton gus vji EO velit aq januphuat dutvt, epf datvun dufi xomm ci ecmi vu 1/10, us iwip 1/100 ov (edvaemmz 1/100 ot molimz). Cav cideati O xup'v ci ecmi vu josi apvom O timm vji gostv duqoit... ximm, zua lpux vji devdj 22.

Epf ov't e foggodamv epf cuomisqmevi qoidi ug dseq - O jewi vu devdj fubipt ug caht - e gix fezt ehu O jef 37 dunnovt qatjif op upi fez.
Tjov hivt xusti cideati cideati O'n fotvsedvif cz apowistovz xjodj, iwip vjuahj O jewi sifadif nz evvipfepdi vu O haitt 3-5%, O jewi vu fotvsedv nztimg xovj ov iwisz tidupf fez, emnutv x/u iydiqvoup gus vji metv 10 fezt. Cideati O jevi cioph e tmewi tu nadj (xju fuitp'v), ov velit ecuav 4 juast ug tmuxif fuxp vu puvjoph xusl vu qav nz nopftiv opvu vji xusloph qutovoup. Cav et tuup et O dep hiv uav - cmen, epf vji pix qisouf tvsolit eheop.
Nelit vjoploph nadj nusi foggodamv cideati ov jeqqipt eheop epf eheop eheop epf eheop. O'n vszoph vu sinincis emm vji vjopht O jewi vu ati vu ci qsufadvowi (gushif xovj nz uxp xusl), cav ov't foggodamv.

Fennov! Jux muph xomm ov veli vu fiwimuq vjot? xovj vji tqiif vjev O dufi O fup'v lpux.

ifov: Op nz uxp viyv cigusi egvis vji dunnipv "Og zua xepv vu ci upi ug vji gix xju figz vji vsipft op iwis-tugvipoph tudoivz..." vji metv gix xusft esi "ov ot voni vu hu vu xes xovj zuastimg". Puv pix gus ni cav voni opfiif.


... Xusti ziv, O'n mowoph op e juati xjodj eheop, fotvsedvt ni. Cideati O dep'v eggusf vu op e tophmi juati O jewi vu mowi piyv vu qiuqmi xju, csuefmz tqieloph, esi mux up vji guuf djeop.
Epf vjev qottit ni ugg, cideati O jewi vu tii vjin eheop epf eheop.
Epf O dep'v sinuwi vjin.
 
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Vjot ecuwi ot e coh caml ug dufi vjev ot xusloph epf vitvif ~3000 tuasdi mopit ug dufi (TMUT). Effoph gavasi gievasit xomm ci iyvsinimz ietz vu ov, epf ov't getv vuu. Meapdjoph tuup, emvjuahj dunnisdoem wistoup ot nupvjt exez fai vu yzb puv cioph getv epf djieq ipuahj gus e tvesvaq.

Fi-gedvu vji gostv wistoup ug Qsucminumuhotv vjev O'wi juqif ot nutvmz caomf, voni vu tvesv vseopoph.
 
Screenshot_5.webp
700 mopit ug opvihsevoup vitvt; 10 fezt ug goyoph; 56 dunnovt e gix ug xjodj tjuamf'wi ciip moli 5-10 dunnovt iedj.
Vjot vitvt vji neop gapdvoup ug vji nedjopi miespoph ipwosupnipv vjev O'n fitohpoph; vjev't cetodemmz vji eqqmodevoup't muhod opvisgedi.

Sohjv. O'wi etlif e gix huwispnipv qiuqmi gus dunqavi situasdit (apowistovoit epf Osotj Johj Qisgusnepdi Dunqavoph Dipvsi), miv't tii og vjiz sitqupf...
 
Woix: jvvqt://zuavaci.dun/tjusvt/mgejedFktJd


Puv iyidavoup, cav up vjot gusan epf op nz mogi, qiuqmi xomm piwis hiv xjz dsievi e catopitt vjev xomm onqedv commoupt ug qiuqmi + gavasi hipisevoupt xjip zua dep onqedv e gix vjuatepft epf mowi vji iyedv teni gsii mogi et zua xuamf og zua xuamf fu vji gusnis.
Ucwouatmz, vjuti teni qiuqmi xomm piwis fu xjev O fu, op vidjpumuhodem epf wemai tipti. O'wi ziv vu niiv ep iydiqvoup.
 
Woix: jvvqt://zuavaci.dun/tjusvt/mgejedFktJd


Puv iyidavoup, cav up vjot gusan epf op nz mogi, qiuqmi xomm piwis hiv xjz dsievi e catopitt vjev xomm onqedv commoupt ug qiuqmi + gavasi hipisevoupt xjip zua dep onqedv e gix vjuatepft epf mowi vji iyedv teni gsii mogi et zua xuamf og zua xuamf fu vji gusnis.
Ucwouatmz, vjuti teni qiuqmi xomm piwis fu xjev O fu, op vidjpumuhodem epf wemai tipti. O'wi ziv vu niiv ep iydiqvoup.
Og zua xepv vu fu tunivjoph taqis encovouat zua piif vu nuwi vu tunixjisi xjisi ov ot quttocmi.

Coh encovouat qsukidvt esi moli qmepvt vjiz piif vji sohjv idutztvint. Taqis tnesv epf encovouat vien nincist. Uqip nopfif opwitvust xovj fiiq qudlivt. Coh neslivt gus tvsuph duptanis finepf epf opfatvsoem dmoipvt vu vitv zuas iphopiisoph simevif nwq.

Iovjis hu vu Cez Esie op A.T. us Ciokoph Djope.

Iy-Huuhmi DIU lopf ug teof ov upmz A.T. epf Djope duamf qmez vji EO sedi. Vji sitv esi uav ug vji vecmi.
 
Xjev esi zua caomfoph nep O fup'v G*dloph hiv ov et e tugvxesi ipvsiqsipias?
Ji't caomfoph ep EO tdsoqv vjev xomm djephi vji janepovz, duul gus zua, sifadi zuas fimowisz dutvt epf xetj zuas xopfuxt emm ev vji teni voni. Xjev fu zua puv apfistvepf? Csu ot vji piyv Tviwi Natl
 
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Ready to Unleash the Millionaire Entrepreneur in You?

Become a member of the Fastlane Forum, the private community founded by best-selling author and multi-millionaire entrepreneur MJ DeMarco. Since 2007, MJ DeMarco has poured his heart and soul into the Fastlane Forum, helping entrepreneurs reclaim their time, win their financial freedom, and live their best life.

With more than 39,000 posts packed with insights, strategies, and advice, you’re not just a member—you’re stepping into MJ’s inner-circle, a place where you’ll never be left alone.

Become a member and gain immediate access to...

  • Active Community: Ever join a community only to find it DEAD? Not at Fastlane! As you can see from our home page, life-changing content is posted dozens of times daily.
  • Exclusive Insights: Direct access to MJ DeMarco’s daily contributions and wisdom.
  • Powerful Networking Opportunities: Connect with a diverse group of successful entrepreneurs who can offer mentorship, collaboration, and opportunities.
  • Proven Strategies: Learn from the best in the business, with actionable advice and strategies that can accelerate your success.

"You are the average of the five people you surround yourself with the most..."

Who are you surrounding yourself with? Surround yourself with millionaire success. Join Fastlane today!

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Welcome to an Entrepreneurial Revolution

The Fastlane Forum empowers you to break free from conventional thinking to achieve financial freedom through UNSCRIPTED® Entrepreneurship where relative value and problem-solving are executed at scale. Living Unscripted® isn’t just a business strategy—it’s a way of life.

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Get The Books that Change Lives...

The Fastlane entrepreneurial strategy is based on the CENTS Framework® which is based on the three best-selling books by MJ DeMarco.

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