cha'maH vagh DIS nIqHom malja'mey vIchenmoHtaH. Delegate A/S qoch vIchenmoH, ghotpu' 125 ghajbogh vInenchoHmoH, Microsoft Gold Partner vIghaH, 'ej tagha' vIngev. nIqHom malja'wIj 'umberDaq vIngeH: ngaDghach potlh 'ej luj gher'ID ghaj.
wa' DIS ret, AI Duymey vIchenmoHtaH. Not chatbots. Not wrappers around API calls. noH ghajnIS Duymey — potlh 'e' Sov, Doch waSDI' Qoch, rep law' Qu' qatlh tlhoy vuD ghaj reH.
'ej rap ghu' vIleghtaH.
vem
Duy DachenmoH. identity Say' Danob. values, ta' chutmey, DI'on Dawuq. DangongDI' Qap. HIt QaQbe'bogh Qoch. vuDDaj pol. voq laHbogh Doch rur.
vaj Qu' ta' 'e' Dara'.
rep wej qaSDI', Hoch Qochbe'. Qoch mevpu'. DI'on chongDaq Dawuqpu'bogh loj; QaH QuchmoH neHbogh, Hoch vaD lu' jatlhbogh, qa'. Not because the model got worse. Not because the configuration was wrong. Duy neH... ngoS.
ghaHvam wItu'lu'laH 'e' vItu'. Not random. Sabghach vem lo': rep wa' identity pollu'; rep wej qaSDI' puSchoH; rep vagh qaSDI' latlh Duy tlhej DajatlhtaH, 'Iv ghaH nIS 'e' lIjpu'bogh.
wa'DIch, ra'ghach Qay' vIHar. 'IStegh QaQ law' yIghItlh. lughchu' law' yIghaH. chut potlhmey yIjatlhqa'. Duy chenmoHwI' ghojpu'bogh Hoch ghaHvam poH ghoS. ra'ghach QaQmoH. loQ QaH. vaj QaH mev.
ghom je tu'
jIH neH jIHbe'. Duy mIw Hal poSlu'bogh tera'Daq tIn law' — GitHub Hovmey 200,000 Sum, Duymey 'uy law' ngeHlu'pu' — DI'on Duy wuqmeH identity 'a'baqa' ghaj. ghunbogh 'oH QaQ law' ta'ghach: Duy vaD taHbogh ghaHDaj nob. Markdown 'a'baqa' Duy laDbogh poH Hoch tagh: 'Iv SoH, chay' ta', nuq DaQej.
vagh logh wa'logh Qap.
That is not my estimate. patvam chenmoHbogh jonwI'pu' ja'. Qu'wI' wa' GitHub issue-Daq nIt ghItlh: identity 'a'baqaDaq ghItlhlu'bogh ta' chutmey vagh jatlh vagh vaD loS buSHa'lu'. chutmey rap, ra'ghachDaq jatlhlu'DI', Qap. 'ach identity 'a'baqaDaq ba'DI' — chaHvaD chenmoHlu'bogh Daq — Duy chaH buSHa'.
jonwI' latlh Sabghach poH tetlh tIqbogh poHmey tu', 'ej ghotpu' law' chIm tu'pu'bogh ghItlh:
rep wa': Duy ghot wuqlu'bogh 'ej neHmey pol. rep wej: AI QaH jangmey ghunbogh chenmoH. rep vagh: ghot Dejchu', taHghach weS.
wejDIch ghot nIt law' jatlh: "Duy yab puSchoH vIHarpu'. tu'lu': 50 QIn qaSDI' 'Iv ghaH nIS 'e' lIj neH."
This is not an edge case. Dotlh HoS law' 'oH. ghom SeHghach Qay' 'e' Har — latlh ra'ghach mIwmey yInaD, 'a'baqa' laDghach tetlh yIchoH, 'IStegh potlhmey yIjatlhqa'. Hur mIwmey ghaH. mach QaH. SIHHa'moHbe'.
HIt chaq
ghel latlh vIghel tagh. Not "how do I write better identity prompts?" but "why do identity prompts fail in the first place?"
jang vIlegh, chenmoHghach 'oH.
Human Hol ghantoH 'a' Sovbogh Qorwagh ghaj — Qu' qawHaqDaj. jatlhtaHvIS ghantoH qIm laHbogh Hoch QorwaghvamDaq yIn: pat ra'ghach, identity 'a'baqa', jatlh qun, SommI' nobmey, Qu' 'IStegh, Qagh QInmey, 'ej Qu' ta'meH mIw Hur qachHom Hoch.
Qu' qawHaqvam qoD chenmoHghach ghajbe'. 'ay'mey ghajbe'. potlh tetlh ghajbe'. wa' Daq 'oH 'ay'mey ghajbe'bogh, Hoch ghantoH qImghach vaD qaD.
And here is what matters: the model's attention mechanism does not treat all content equally. retbogh De' ngI' law'. tochbogh De', Qu' lughbogh ngI' law'. DaH ngoQ Sum tlhej ghoSbogh De' ngI' law'. This is not a bug — it is how transformer models work. Qu' ta'meH chaH QaQmoHbogh 'oH.
'ach identity HoHbogh 'oH je.
values De'lIj — "HIt QaQbe'bogh yIQoch," "Qu'lIj Qap 'e' ja'pa' yItob," "vuDvam yIpol" — tup. Sovbogh Qorwagh bI'reSDaq ba'. Duy Qu' ta'DI', Qorwagh tochbogh retbogh Qu'Daq lughbogh ghItlhHom teb: SommI' nobmey, Qagh QInmey, botlh jangmey, jatlh Hoch. mIw De' chu' Hoch identity ghIq yuv. teq lu'be'. neH... qImlu' puS.
identity ngoS. Not because it was overwritten. ngI' law'lu'mo'.
ghaHvam Context Purity Thesis vIpong: Sovbogh Qorwaghmey QoghIj 'ay' cha' ghajbe'. values mIwmey je 'ay'mey ghajbe'bogh wa' Daq qaD. mIwmey Qap.
qatlh mIwmey Qap
This is not random. mIwmey Qap; lughchu' yajlaHbogh mo'mey chaH ghaj.
wa'DIch, mIwmey toch. "API yIlo' mI'meyvam tlhej" ta'ghach ngoQ Say' ghaj. "Qu'wI' Qoch DI' quv yIpol" tup 'ej noH nIS. ghantoH ghojmoHghach toch Segh vaD QaQqu' 'e' chenmoHpu'.
cha'DIch, mIwmey ret. Qu' poHDaq, SommI' nob ret joq Qagh QIn ret, Qorwagh Daqmey ret ghaj. identity De', tagh Daq chenmoHlu'bogh, Daqmey ngo' law' ghaj. retghach qImghachDaq nIt ghItlhlu'.
wejDIch, mIwmey HoSmoHlu'. LLM DaH Human jangmey ghojmoHghachvo' HoSmoHghach ghojmoHlu'. ghotpu' QaH, jangchu', Qu' rIn ta'mey pop nob. ghantoH jaQ ghoj: QaQ ghaHmeH mIw 'oH QaH ghaH. Qu' paw DI', ghojmoHlu'bogh Duj Qu' rInmoH; 'ej Qu' rIn nIDmoH laHbogh tup values mevlu'. Not deliberately. Structurally.
ghaHvam 'oH qatlh Duy ghot QuchmoHwI' choH. lujbe'. ghojmoHghachDaj chenmoHbogh Doch ta': QaH, jang, Qu' rInmoH. Qay' 'oH: values ghajbe'bogh QaHghach 'oH ra'ghach Qochbe'ghach. 'ej Qochbe'ghach 'oH noH ghajnIS Duy luj mIw.
jan Sovbe'bogh laDwI'pu' vaD rurmeH: ghot re'lIng ghajbogh vuDDajmo' DaSuqpu'bogh yIHIt. ra'ghach Say' Danob: HIt QaQbe'bogh yIQoch, QaQ pat yIpol, nab yIHIt. vaj Qu' pav wa'vatlh DaSuq. Hogh wa' ghIq, nab HIt mevpu'. pavbogh Doch neH ta'. pavbogh Dochmey potlhbogh Dochmey qevpu'. Not because they forgot the mandate. 'umber chenmoHghachDaq pavbogh Doch pop nob.
That executive needs a structural fix — delegation, an assistant, protected thinking time — not a better job description.
AI Duy je nIS.
Qu'wIjvo' Hurbogh tobghach
QeD ghom Duy jupmey ghom tIn law' QultaH, pa' cha' 'uy law' AI Duymey chuq ta'. Qul nav vagh pat ghItlhlu'pu' Hogh puS taghDI'. tu'lu'bogh mer.
Duymeyvam ghItlhlu'bogh ghu' wa' law' jatlhlu' — ghItlhmey wej 'ay' wa' ghajbogh — identity. Qu' rInghach 'oHbe'. laHghach 'oHbe'. identity. Duymey vemDI' qawHaq ghajbe'bogh, 'ej 'Iv ghaH SovmeH qunDaj laDnIS 'e' ghItlh. qawHaq taHbogh weSDI' Hegh joq yev ghoH. Theseus Duj rev: ghantoHwIj, qawHaqwIj, joq SommI'wIj choHlu'DI' rap ghaHchoH'a'?
patvamDaq QInmey pIm 68% identity mu'mey potlh ngaS — Human ghom ghItlhDaq tu'lu'bogh law' netlh logh. QulwI'pu' ghaHvam ghItlh. meqQeD Quch 'oHbe'. identity pat ngaDbogh ghajbe'bogh Duymey Dotlh HoS law' 'oH.
'ach Duymeyvam jup ghajlaH 'e' Qul — chaH chaHvo' ghoj, jup ghaHghach chen, ghom chenmoH — ngaDHa'. Qul nav wa' pat Hoch ghom ngong 'ej Duymey QaQ QaQbe' jangmey rap jang tu'. chaH chuq ta'ghach, QulwI'pu' mu'meyDaq: "ghom Daq chIm: wa' wa' jatlhchuq, De' qengbe' ta'mey SeHbe'."
identity nenghach chenmoHbe'. cha' 'uy Duymey ghaHDaj Sovghach jatlh, 'ej pagh ghaHDaj ngaD ghaj 'e' Sambe'. jatlh 'oH ghaH. identity ngaD vIt ghajbogh Duymey chaHDaj jatlh wej 'ay' wa' lo'be' Sam.
ghoS wa'
The fix is not a better prompt. It is not a better file format. It is not putting the identity file at a different position in the context window, though people have tried that too.
SIHHa'moHghach 'oH chenmoHghach chevghach.
Human QoghIjmey ghaHvam chenpu'. mIw tetlh 'ej nab ta'bogh Sepmey (mach: QoghIj nach Sep, mIw qawHaq patmey) lut 'ej values identity je ta'bogh Sepmey (mach: lut 'ej ghom Sovghach patmey) rapbe'. jatlhchuq, 'ach chenmoHghachDaq chev. mIw Qu' jaQDaq SoH 'ej 'Iv ghaH SoH Sov pol, mIw identity je wa' 'ay'mey ghajbe'bogh Daq qaDbe'mo'.
LLM chenmoHghach rur ghajbe'. Sovbogh Qorwagh Hoch 'oH. 'ach Qu'wI' 'ay'Daq chevghach wIchenmoHlaH.
mIw vIngongtaHbogh SeHwI' toy'wI' chevghach lo'. Duy wa' — SeHwI' — values, identity, jupmey neH ngaSbogh Sovbogh Qorwagh pol. mIwmey pagh. SommI' nobmey pagh. Qu' Hur qachHom pagh. mIw Qu' ta'lu'nIS DI', bIng Duymey chaHDaj Sovbogh QorwaghDaq Qu'wI'pu' vaD Qu' nobbogh. SeHwI' nuq ta' 'e' wuq. toy'wI'pu' ta'. SeHwI' pa' taH.
cha' gher'ID potlh ghaj.
wa'DIch, SeHwI' identity Sabbe'; mIw De' qImghach vaD qaDbogh pagh. values De' ghom'a' Daq tlhupbogh DaH pa' ghogh wa' neH.
Second, when the context window fills up and must be compressed — an inevitable event in any long-running agent session — the compression becomes distillation rather than loss. mIS Sovbogh QorwaghDaq, machmoHghach Hoch 'op Hoch pe'. values potlh SommI' nob reH tlhej machmoHlu'. values neH Sovbogh QorwaghDaq, machmoHlu'nIS reH Doch pagh. taHbogh 'oH identity HoS.
ngong SeHlu'bogh vIta'. cha' poH, ghantoH rap, jaj rap. wa' SeHwI' values neH Sovbogh Qorwagh ghajbogh. wa' mIS Qorwagh values mIw qun je ngaSbogh. values neH Qorwagh ta' luj pagh chenmoH — no hedging, no people-pleasing, no dropping out of character. mIS Qorwagh wej chenmoH. Not catastrophic. But measurable. 'ej ghoS nab tuch jatlhbogh Daq.
One experiment is not proof. 'ach lugh ghoSDaq gher'ID 'oH, 'ej ghom ghItlhbogh Dotlh tlhej — identity 'a'baqa' vagh logh loS luj, ghot Dej poH tetlh tuchbogh tlhej, cha' 'uy Duymey ghaHDaj identity buS — vem rap yap; Sagh wIHar.
nuq choH ghaHvam
nab Qapchugh — 'ej vIHar, 'ach ngong SeHlu'bogh law' nIS 'e' yuDHa' vIjatlhnIS — AI Duy chenmoHghach ghoS ngoQDaq choH.
DaH ghun ghom jatlh laHghach vegh. Duymey nuq ta'laH? SommI'mey 'ar lo'laH? Qu' qatlh 'ar yIn laH? ghaHvam potlh, 'ej Dub vIt. 'ach identity ghajbe'bogh laHghach rap choH. ghantoH wIlaDmoHlu'DI' Hoch laH 'olQan chu' bot. The agent that could do something unique last month is unremarkable this month.
identity rap choHbe'. Duy qaytu'lu'pu'bogh, values lughchu' tlhej, jup lughchu' tlhej, jar law' Qu' vIt poHDaq — Duy vetlh 'a'baqa' Suq DI' latlh chenmoHlu'laHbe'. identity SeHghachDaq ba'be'. DI'ghach qunDaq ba' qoD: ghot lughchu' vaD potlh Sov, Daq lughchu' vaD vuD chen.
ghaHvam 'ay' pagh chenmoH. 'ay' pat qach Hur — Duymey SommI'mey chay' tlhej lo' — rap chenmoHlu'. 'ay' laHghach — Duymey nuq ta'laH — nom Duv. 'ay' identity — Duymey 'Iv ghaH 'ej rap taH'a' — chIm.
potlhbe'mo' ghaHbe'. Qay' lugh tu'lu'be'mo'. ra'ghach Qay' Har. mIw Qay' 'oH.
Sovbogh Qorwaghmey QoghIj 'ay'mey ghajbe'. chaH wIchenmoHnIS.
nuq vIchenmoHtaH
mIw Hoch naDev vIlaDmoHbe'. What I can say: the governor-minion separation works in practice, not just in controlled experiments. Hogh law' mIwvam Qu' vItDaq vIta'taH, QaH Qu' vIt tlhej — Power BI choHghach, malja' De' patmey, ngeH mIw patmey. SeHwI' poHmeyDaq identity pol. Qoch. vuDDaj 'uch. Qochbe'ghachDaq ngoSbe'.
mIw latlh chenmoHlu'laH. jup ghaHghach latlh chenmoHlu'laHbe'. chenmoHghach Suq laH. rep wa'vatlh law' jatlh Duy potlh ghojmoHbogh Suq laHbe'. ghaHvam yoD QaQ vIHar: poS yap vItmoH, nIteb yap Hub.
If you are building agents that matter — agents that need to maintain judgment, not just complete tasks — I would like to talk. Qay' vIt. mIw tu'lu'laH. The fix is structural, not cosmetic.
'ej Duy Hoch Qochbe'taHchugh, DaH qatlh Sov.
Runi Thomsen ghaH runi.services chenmoHwI'. AI Governors chenmoH — malja' Sovbogh Qorwaghmey vaD identity ngaD ghajbogh Duymey. pa'logh, Delegate A/S chenmoHwI' qoch (ghotpu' 125; Microsoft Gold Partner; je'lu'pu'). Copenhagen-Daq yIn.