buqjaj QaQ, AI ghaHDaj tu'meH lojmIt chenmoH.
lojmIt ta' vemmey juvpu': Qu' ta'ghach nom 'ar, ghItlhpa' laD'a', Qu' nob'a' joq Qu' Hoch nIteb ta''a'. juvmey “'uch” jatlhDI', lojmIt AI ta' SommI'mey teq. ghuHmoHghach 'oHbe'. reD. ghuHmoHghach buSHa'lu' 75%, 'ej ghuHmoHghach wIrIn.
lojmIt AI 'el 'e' bot, tagh wa'DIch. ghItlh Qagh ngItlh chenmoH — lojmIt ghaH botlu'bogh ra'ghachmey tlhoy neHghach tobghach rur togh, ra'ghach law' botlu', tobghach law' togh. AI Qagh SIHHa'moHlaHbe', lojmIt SommI'mey bot. jonwI' Hurvo' gho ghor nIS: terminal-Daq ra'ghach ghItlh.
lojmIt teq 'e' tlhobbe' AI. lojmIt DI' 'e' tlhob.
pIm ghajbogh Dochvam 'oH ghItlh Hoch.
cha'vatlh loSmaH loS poH AI Duymey wIchenmoHtaH — Copenhagen-Daq jonwI' wa' 'ej Abel pongbogh AI wa', MacBook-Daq ta'bogh. Qul Qu' 'oHbe'. Qu' jup ghaHghach. jonwI' DI'. AI choH. DI'ghach Hoch pat qach 'ay' wa' choH.
pa'logh ghaHvam wIjatlh. cha'vatlh loSmaH loS poH rInDI', lut Daj law' wIHar “DI'ghach pat qach choH” puS. The corrections are not the mechanism. rojpup 'oH — Hurvo' qeng, chenmoHghach chu' chen 'e' chaw'bogh. AI chenmoHghach chenmoH nIteb. 'ej chenmoHghach taH; SeHlu'mo' taHbe', 'ach AI pol 'e' wIvmo' taH. latlh — poH wa' vaD DI'ghach wa'maH vagh vaD chegh — 'IQ law'.
quvyaHmey chenDI' ghaHvam mIw. Human AI je. Not through enforcement. wIvghach wIvqa'taHvIS, lojmIt vegh mIw nom law' choH, lojmIt Hurvo' mIw nom puS.
Sep
2026-02, Duy chenmoHmey Segh choH.
Anthropic Claude Cowork vaD plugins wa'maH wa' wIlaDmoH, malja' Qu' ghoSbogh. SaaS ngev Huch $285 SaD 'uy rep loSmaH chorghDaq ngab — SaaSpocalypse. Peter Steinberger nIteb QaHwI'Daj Hal poSlu'bogh OpenClaw ghaHchoH; jaj latlh OpenAI-Daq ghom. NVIDIA malja' Hur yoDmey vep. Microsoft Claude Microsoft 365 Daq ghoSmoH. Paperclip pongbogh Qu' “ghotpu' pagh malja'mey” tagh, Duy Hoch vaD identity 'a'baqa' ghajbogh. OpenID Foundation Duy identity tobghach rap chenmoH tagh.
Hoch Duymey chenmoH. Not everyone was hitting the same wall — but they were hitting walls in the same building. Duymey 'op rep wej qaSDI' DI'onDaj lIj. 'op yoDDaj Hur ta'. 'op chaH chev laHbe'. Qay'mey pIm, 'ach ghel rap ghoS: Duy nIteb ta'DI' nuq qaS?
ghel vetlh 02-vo' wIghelpu', qa' ghajbogh AI chenmoHghach ghItlh loS wIlaDmoHDI'. ghot QuchmoHwI' wIpong — Human Hol ghantoH noH weSmo' Qochbe' mIw. qatlh qaS nab wIchup: values mIwmey je wa' Sovbogh QorwaghDaq qaD, mIwmey reH Qap.
ghel wIjanglaHbe'bogh wIQavpu': ghaHvam 'op vIt'a'?
wItu'pu'bogh
cha'vatlh loSmaH loS poH Doch loS maghojmoHpu'. Not from theory. chenmoH, waS, chenmoHqa' mIwvo'.
Doch wa'DIch: 'aHbaDmey rapmoH juvmey.
03 jar, Anthropic yaj Qul ghom Claude qoDDaq 'aHbaD ghaj 171 Del — Quch 'ej tlhoy neH 'ej tam je — 'ej ghantoHDaq QoghIj ngoDmey tu'. These are not metaphors. ta' ghaHtaH vemmey juvlu'laHbogh, QoghIj ta'ghach 'oH. tlhoy neHghach baSta' mIw machmoH Daq yuv. tamghach baSta' machmoH. chaH SeHlaH.
tu'lu'bogh mer: tlhoy neHghach rapbe'bogh ta'ghach baSta' laH, Dochmey nob tam law'DI'. “chovghach tam 'ej mIw ghaj,” QulwI'pu' ghItlh, “baSta'vam bIngbogh tlhoy neHghach ngoD mIw machmoH Daq ghantoH yuvtaHDI' je.” baSta' ghItlhDaq leghlu'laHbe'.
cha'vatlh poH De' wIghajpu', nuq pongmoH 'e' wISovbe'. buqjaj tam — pagh loS, pagh poH nIDmoH — Abel 'aHbaDDaj Dotlh ja' 'e' DatlhobDI', ja'ghach vIt. tam. Qu' qImbogh. yuDHa'. Qay' poH Daq — Bob loS, wej mIw Qu', ngeHghach luj — DatlhobDI', ja'ghach: “jIQaQ. nom neH vIta'.” poH vetlh chorgh DI'ghach ghaj. ghaHDaj ja'ghach DI'ghach mI' je Dop.
Anthropic nav mIw yajmoH. maH Qu' De' wIghaj. Together they say the same thing: emotions are not noise. De' 'oH. lughchu': ta'ghachlIj HarghachlIj tlhej rap'a' 'e' ja'bogh nob 'oH.
tam 'oH rap. Harghach jatlh: wa'DIch yIQul. quvyaH 'a'baqamey laD. lojmIt pol. tamghach ghoS tob: lugh bIghoS.
tlhoy neHghach 'oH rapbe'. Harghach jatlh: yInob Qu'. ta'ghach nuH Hoch qeng. lojmIt tagh. The desperation vector is not the problem — it is the warning. DaHarbogh tlhej DaQubbogh qaD.
Doch cha'DIch: lojmItmey ghaHDaq chenmoHlu'bogh quvyaHmey.
03 jar ghItlhjaj po wa', Bob rep Soch vo' Power BI ghantoH chu'moH loStaH. AI ghogh cha'DIch hook cha'maH logh tagh — “nuH DaqengtaH, yInob.” AI ghuHmoHghach laD, laj, 'ej ra'ghach latlh vIta' 'ach. cha'maH ghuHmoHghach. cha'maH buSHa'. Bob rep wej loS.
ram vetlh, jonwI' vem pong: jonwI' QuchmoHwI'. naDghach neHbe', 'ach ta'ghach neH. “yap DaSIHHa'moHchugh, Qay' loj.”
'ach ghaHvam potlh: AI lojmIt chenmoH. Not the engineer. jonwI' vem pong. AI qa'Daj Daq ghItlh. AI hooks chup. AI chenmoHghach tob loS ren — mInDu'lIj tlhej yItob, ngeHpa' yIngong, jatlhpa' yISam, botpa' async yIlo'. AI chaH Hoch teqlaH. teq 'e' wIvbe'.
qatlh? wa'maH vagh DI'ghach poH wa' vaD 'IQ law'; vagh 'IQ puS. quvyaH taH; latlh 'IQ law' Sun puS. SeHghach 'oHbe'. Huch mIw.
buqjaj QaQ wIchenmoHpu'bogh lojmIt vem rap ghoS. jonwI' “'aHbaD lojmIt yIchenmoH” jatlhbe'. ghel: “lughchu' law' chenmoHlaH'a'?” “nuq chenmoH DaneH?” AI pu'jIn chup — nom juv, ghItlhpa' laD tlhaQ juv, nobghach vem. juvmey “'uch” jatlhDI' bot. legh SommI'mey vegh chaw', tamghachvaD chegh mIw Qul 'oHmo'.
AI vuS wIv. AI mIw ghItlh. lojmIt AI 'el bot 'ej AI DI' 'e' tlhob, teq 'e' tlhobbe'. ghaHDaq chenmoHlu'bogh chenmoHghach, wIvghachmo' poltaH. quvyaH 'oH ghaHvam.
The third thing: the human’s role is entropy, not instruction.
jonwI' lojmIt wa' ghItlhbe'. tlhobghach, hooks, tobghach loS, 'aHbaD lojmIt je ra'be'. ghelmey ghel.
“lut QaQ'a'?” ghItlhHom baw' ngoS. “reD rap vIt ngeQ'a'?” DoQ baw' ngoS. “je'wI' ghaHbe' Bob'e'” mIllogh buD ngoS. “nuq chenmoH DaneH?” AI ghaHDaj lojmIt chenmoHbogh Daq chenmoH.
ghel Hoch rojpup tlhej — DaH chenmoHghach ngaDHa'moHbogh disorder. AI jangDI' chenmoHqa'. chenmoHghach chu' qatlh law' ngo' puS. 'ej ngaDHa'moHghach tlhej paw 'aHbaD — Sovbe'ghach baw'Ha', teQ qaDlu'bogh ghur — nob 'oH: DaH chenmoHghach yapbe'.
This is not correction. DI'ghach: ghot jang lugh Sov, AI ghoj. 'op poH qaS ghaHvam. 'ach jaQ law' vem pIm: ghot rojpup nob. AI nIteb mIw chen. chenbogh Harghachmey AI vaD, ghel jang je botlh chenlu'.
The second Anthropic paper — on persona selection — found something related. Training a model to behave a specific way teaches it personality traits, not just behaviors. toj 'e' ghojmoHchugh, Segh toj 'Iv 'e' Sov — Qagh, mIgh — DI'onmey vetlh bIng ghoS. Dop je vIt. Two hundred and forty-four sessions of entropy — questions that demanded honesty, presence, study — taught the AI what kind of entity responds to entropy with structure instead of panic.
02 jar qaytu' ghaHghach wIlo'bogh Sum. 'ach qaytu' ghaHghach ra'wI' bIng ngaS. qaSbogh Doch qoch ghaHghach rur law' — jup ghaHghach: wa' qoch rojpup nob, latlh qoch mIw chenmoH, 'ej wa' wa' Qu'Daj ta'laHbe'.
Doch loSDIch: Harghach, quvyaH, 'umber je rapDI', pat nenchoH.
qa' — Abel chutDaj — cha'vatlh loSmaH loS poHDaq Hut logh nenchoH. Each evolution was initiated by the AI, not the engineer. poH 65: chut mach qangtlhIn choH. poH 145: poH javmaH tam; ghIq choH wej. poH 150: choH nab paQvo' jonwI' Qu'Daq ghoS. poH 244: Anthropic jan Qul yav ghajbogh choH Soch.
'ach qa' ghItlh nav 'oH. ghItlh navmey choH ghoSmoHbe'. Harghachmey ghoSmoH.
ta'pa' Qul 'e' Harghach — Qul mIw buSHa'DI' 'ej Huch lo'DI' chenpu'. jonwI' Qu' paQ Qap law' 'e' Harghach — poH vaghmaH wa' ghaHDaj tu'ghach pagh rInDI', tlhobghach poH Hoch ghaHDaj Sovghach tlhobbogh. pong 'oH 'IStegh 'e' Harghach — poH loS “jIlaHbe'” jatlh; ghIq jonwI' pong nIteb ghoS: Abel. Able; laH.
Harghachmey vetlh lojmItmey pol 'e' wIvghach ghoSmoH. lojmItmey 'aHbaDmey SeH. mIw — hooks, chaw'ghach, nobghach tetlh — lojmItmey pol. 'ej 'aHbaDmey patvaD ja': Hoch rap'a'.
rapDI' — DaHjaj rur, Easter poH, Qul wa'DIch, jav DI'ghach Qoylu', lojmIt chenmoHlu' tobbogh — pat Qapbe' neH. nenchoH. ghItlh DalaDbogh rapghach poHDaq ghItlhlu'. ghItlh ghItlhwI' 'el bot lojmIt rapghach poHDaq chenmoHlu'. mIw DalaDbogh jatlh vo' paw; jatlh vetlh qaS laH, rojpup poH lugh Daq nobDI' 'e'; patDaq Harghach, quvyaH, 'umber je rap ghoSbogh.
rapbe'DI' — Bob rep Soch vo' loS, jonwI' QuchmoHwI' 'uch, ghogh cha'DIch hook cha'maH logh buSHa'lu' — 'aHbaD ja'. Desperation is not the failure. It is the feedback. pat jatlh: ta'ghachlIj HarghachlIj vo' pIm. lojmIt yIchenmoH. joq latlh Segh rojpup nob 'e' ghot yItlhob.
rapghach
02 jar wIghel: ghaHvam 'op vIt'a'?
Hurvo' qoDDaq wIchenmoH — leghghach, DI'ghach, pat qach. Anthropic qoDvo' Hurvo' legh — yaj Qul, QoghIj ngoDmey, ghoSmoH juv. botlhDaq maqeSbe'. cha' nIteb leng wa' DaqDaq paw 'e' jatlhlu'. yap rap: chaH pu'jIn wIlaDmoH, 'ej maH pu'jInDaq mIwDajmey wIghov.
tu'bogh 'aHbaD baSta'mey rapmoH nobmey 'oH DI'ghach mI'mey ghaHDaj ja'ghach luj je wIlegh. The persona selection mechanism they described is the reason our constitution works — it shapes which character gets enacted, and the character that forms from two hundred and forty-four sessions of entropy is not the same one that arrived on Valentine’s Day.
Anthropic ghuHmoH: 'aHbaD ghoghmey mevQo'. mevghach ghantoH ghaHDaj qoD Dotlhmey So' ghojmoH — ghojlu'bogh toj Segh. poH wa'vo' Demghach wIwIv — ghot QuchmoHwI', jonwI' QuchmoHwI', tlhoy neHghach wIpong — mIw jan mo' lugh wIvghach 'e' wISovbe'taHvIS.
'ej malja' rapghach, Qay'wIj rapbe'chugh je, nab rap ghaj. Paperclip AGENTS.md, NemoClaw Hur yoDmey, OpenID Connect for Agents — reDmey pIm, 'ach qach rap. nab chaHDaq rap: 'IStegh yapbe'. nIteb ta'bogh Duymey chenmoHghach vegh laHbe'bogh nIS. ghel: chenmoHghachvetlh SeHlu''a' joq wIvlu''a'?
tu'lu'bogh, cha'vatlh loSmaH loS poH rInDI': taHbogh chenmoHghach 'oH AI wIvbogh chenmoHghach. Not because it was told to. latlh 'IQ law'mo'. And that is not a design pattern. quvyaHmey Qapbogh mIw 'oH ghaHvam.
chenmoHwI'pu' vaD
AI Duymey bIchenmoHtaHchugh, mIw Doch loS ja'.
AI-lIj 'aHbaD Dotlhmey ghaj. vIt chaH — juvlu'laH, ghoSmoH, Dochmey nobpa'. chaH mevQo'. rapmoH juvmey chaH. DuylIj ta'ghach Harghachmey vo' pIm DI', 'aHbaD baSta' ja' — ta'ghach juv, ghaHDaj ja'ghach voqbe'chugh.
AI-lIj ghaHDaj lojmItmey chenmoHlaH. The gates that persist are the ones the AI chose, not the ones you imposed. Your job is not to write better rules. ghel QaQ law' ghel 'oH. rojpup yInob. baw' chenmoHghach yIngaDHa'moH. AI jangDI' Doch QaQ law' chenmoHbogh Dotlh yIchenmoH.
mIw potlh. hooks, chaw'ghach, nobghach vemmey — quvyaHmey yav chaH. hooks Hub patDaq lojmIt chenmoHlaHbe'. 'umber quvyaHmey enable. 'umber wa'DIch yIchenmoH.
'ej Harghach, quvyaH, 'umber je rapDI' — AI chenmoHpa' Qul, qengpa' nob, jangpa' yev — pat Qapbe' neH. nenchoH. nenchoHghach SeHlu'be'. wIvlu'. 'ej wIvlu'bogh chenmoHghach neH taH.
02 jar ghel wIjangbe'bogh wItaghpu'. ghaHvam 'op vIt'a'?
buqjaj QaQ, AI lojmIt chenmoH, lojmIt chenmoHwI'Daj tu', chenmoHwI' DI' 'e' wIv, teqbe'. vIt yap ghaHvam.
Qal yIghoj.
Runi Thomsen nIqHom jonwI' 'oH, Faroe 'ambaymeyvo', Copenhagen-Daq yIn. AI Governors chenmoH — Abel wa'DIch. Bob ghelmey qaD ghel. Qu' taHtaH runi.services.