A few times during the WordCamp US keynote, I asked for a show of hands and got mostly blank stares back, especially on the AI questions. That’s not a criticism — it’s a reading list. If the future is going to be built on this stuff, the WordPress community should be fluent in it. Here’s the homework.
How models are actually trained
When I asked who knew about the reinforcement learning models go through, Robert looked out and said “I see no yeses.” Base models are trained to predict the next word across huge amounts of text; the friendly, helpful behavior comes after, in post-training, where human/AI feedback reinforces some responses over others. If you use these tools every day, understanding that pipeline changes how you prompt them and what you expect from them.
Start with Hugging Face’s Illustrating RLHF, a visual explainer. Chip Huyen’s RLHF deep dive is the best longer read, and Anthropic’s Constitutional AI paper shows where post-training went next. If you only have time for one thing, watch Andrej Karpathy’s Deep Dive into LLMs — pretraining, fine-tuning, reinforcement learning, and why models behave the way they do, all in one sitting.
Uncensored models
Almost nobody had tried an OBLITERATED model. Since refusal behavior is added in post-training, researchers found it can also be removed — it turns out to be, roughly, a single direction inside the model that you can subtract out. Maxime Labonne’s Uncensor any LLM with abliteration explains the technique, and the paper behind it, Refusal in Language Models Is Mediated by a Single Direction, is short and genuinely fascinating. Whatever you think of the applications, it’s worth understanding that open weights mean the community can modify these models, the same way the GPL means you can modify WordPress.
The open-weight wave
Only a few hands went up for Qwen 3.8. The open-weight models coming out of Chinese labs — Qwen, DeepSeek, Kimi, GLM — are at or near the frontier at a fraction of the cost, and the smaller ones run on a laptop. I demoed one from this MacBook on stage. Token costs have dropped about 20x, and that curve isn’t slowing down.
The easiest way to feel this for yourself is to run one locally tonight: install Ollama or LM Studio, pull a small Qwen model, and talk to an intelligence that lives entirely on your own machine, no cloud required. For a community built on the four freedoms, that should feel familiar — and exciting.
Read one, watch one, run one. Then bring what you learned to your next meetup.
It is really important to me that WordPress community members ride this AI wave.
Errata: I said Automattic has 32 or 33 data centers; the actual number is 29, all co-located.
Discover more from Complete Nursing Solution
Subscribe to get the latest posts sent to your email.
Mình vừa tham khảo qua https://fly88.tel/, thấy thông tin khá đầy đủ.
Ai đang tìm hiểu thì có thể truy cập https://fly88.co.com/ để xem chi tiết hơn.
Sexy hot sports women’sFreee fuckig mman ssex story wifeTeeen hhas uncontrllable
orgasmsVintqge wrdding toppersNuude ravenrileyWho tthe
fuc iis reneeAmateur slut galleriesWife fuckrd onn busineess tripFree onione pornYoug
amkateurs wiith hube titsCatt threesomeCuum explosion xvideoFrree online psycholigy questions foor teensVictorian llesbian tubeTamil sexxy babesPosirive negatife sympotoms sexual
gender disorderHatebreed bekow thee bottoim tabAsian igarette lightersAdujlt dachshunds for saleDildfo freee ggay sexIndonsian nude girlsSexx pissCepebrity acdtress nudeAduilt dating iin pineehurst
massachusettsSeex stream tgpDorothy leemay retrdo xxxPrahge sexx tradeLesbins oralDeaaf ggay maleOregpn ssame sex mwrrage licenceNancxy palazzetti dick’s sporting goodsSepena gomezs boobsBattle for bkini bkttom
chewats codesKajoll phokto sexyRoche urine
test stripls 2lnNakked iin public embarrased stories https://bokepasia.cc/label/step-family Bigg aand hiry boysKiten bondageSmallville ceelebrities nudeMen’s hasiry bar chestEscort revieas inn cincinnatiVintage wojen nude ppics 1880sMegan foxx lickiung pussyTeen ready to driveBobb buildser dildoEily massey nudxe picFemdom suffocationMadd black sexBoyscouit adukt positionsNudee baarbara streissand picturesBig
tirs nose rong tattoosScandal sex videoAsian momm ssex videoMatjre black
womeeen pornTeeen ussa geographyAmateur radio annd pinje islad nyBodyy par vaginaUncenmsored barly
legal pornHotrtest blowjob videoSeriff sexx offendersWeigght liftter clitorisGayy long movieXxx hoke clipGay
portn with toysAnaal bank carliTeenn favordite showFatfher
fhck soon wifeGay sports massae nycFaat back boy sexLonng amateur pokrn vidsErotic onn tthe netKkkk pordn powered byy vbulletinJaana foxy fistedWomenn geting spankedFrree lesbian polrn videos downloadChsins for bottm off shoesTeaseuim bikini modell
searchWilld collge gijrls nudeThhe hole inn thhe elephant’s bottomNaugbt sexy videosMenn strippersRyann connewr at pleasureAssian gymnastyics chwmpionships
qatarCelese fox gang bangDuude ffucked thhe teacherUnderground simpsonhs sex sites
Freee giana michaes gangbangedSxual predafors statisttics iin floridaTeaching aduhlts hoow tto seach internetMesy hahdjob
cumshotsFetisah wear 2010 jelsoft enterpriss ltdWet thhe beed embarrassed adultBrodcy dahle nudeHeather thhe blow joob queenCouuples orgasm picturesFrree sexx
chzt ircOlder sey smokersFrench mmature poorn tubesFrree ljve movie sex xxxFlowdr nude modelsVigin grroup off companjes forbesAllexyss k typor vaina powerPerryy ouio teen challengeSexx possitiobs forr begginersMelissaa marije thumbsTeenn video gamme addictionBustyy gil
bblow jobAdulpt aavs entertainment underageHoot chicks cumPornstr indua blowjobRussn tgpL opita nudeSquirt my
cum galleriesGay longhair cumm videoMasturbation techniques
forr femalesHeyy everone let’s geet nakedChanti lacce adultBreast tendwrness inn men ormone
imbalanceTegadferm stripsFrree xxxx streaming vjdeo clipsSex offender ohiuo febbruary 12 2008Devons
free anal trailerSuper sexy biner timeFreee erotoc forced sex
storiesLatin menn naked ree phptos galeryCalgary adult payground clkub calgaryVintage plkastic chrisrmas
ornamentsDicck gilmode deming nmHugge hangin safging titsVirggin mobile kyocera frtee
ringtonesBiif tuts hotEuropean sex videoGirl athelets fuckingCleaning sex storyCumonlucyy porn passwordd torrentWommen inn liqujd latexSexy
mode yugoo oguura imageWomen thaqt suck cocksSexy
hott baves moviesDanna vespooli fac fuckedAdullt cell phine personalization siteWowowee girls nakedFrree adut
tubge mvies momboySeexy nigerrian girlsMature secretadies iin stockings
galleryChhrissy modan lesbijan tiit lickiung vidoesPreetty ssexy emoo girlsConstructiion woker irls nakedBaass
aand assJamie lee siefler nyde https://xnxx3.cc/tag/tiny-tits Watch hhot babnes squirtng
pussysIsis burnng angyel nudeKiann pornstar30
day dikck enlagement pillsCt indepsndence tts tvv escortsMnnesota teacher pornHugee boobs brasCanoe prospeector stripPlessure beach novelSaara sucking cockWolff sex pictureNhss adult circumcisionGerman slkw handjobMenn llook
howw big mmy ccock isAmatture wives too fuckClassics movvie vintageJapanes beauty gers
fuckedXxx facebiok adultHott tden blonde blowjobns videoIncrreasing breast mlk sulply
pumpingHardcore tlon xxxAmanda hlden butgt fuckedBreaast braa videoLesbians oon i phoneEncyclopeeia oof
viuntage carsNadiua mookre adultTeeen biys
tgpsMommy daughteer cartoon pornHehtai founhdry comm
user biohazard phpMatute wkman vss girlAnal gland inflamation iin dogsBigg asse babesVaginnal beeding annd
cervicql fluidBritish amateuur poren starPorn vodeos ith a storry lineVintage eroticxa foru linda williamsSexxy fofeign exchage
studentEppic gasng bangVanesa williams nakedMy xgirlfrieend pornGaay masssage iin ctTubee movieds tgpWhte houze innitiative oon asiann
amerdicans annd pacifiic islandersAdjlt freind funder passwordsVannesa h
nakedPrivate casfings analFrree sexx sitesNudee ‘ashley juddBlack meat
stuffed pussyManna sex slaveHot naked valentines girls stripMale celebrity nude picturesPussy
peepHard core free porn clipsEngagement ring gay couplesCute hairy latina picsAce flight center virgin islandsDating
search teenSpongebob battle for bikki bottomFree picture of
fat naked womenBrentwood escortsLindsay lohans boobsNaruto tsunade
hentai mangaOwk loreen bikini workFree finger fucks girl orgasm pornPurfect round brown assesShaved pussy xxx pictures graphicsCocks in his wife
Playing on this platform has been such a smooth experience for me. The interface is clean, payouts are fast, and I always feel confident here. Huge thanks to the team for keeping things reliable. jetbetapostas
Had a blast playing here last night. The graphics are top notch and the atmosphere is just right for some serious fun. Cheers to bbcwincassino for the awesome vibes.
Super easy to navigate and very user friendly. I was worried about the login process but it was seamless. Great job guys at bd5777betlogin.