potlh qechmey

wa’DIch rep rInDI’ wa’logh yIlaD. veb pa’ mu’ DaSovbe’chugh yIchegh. yaj qech ‘oH pa’vam’e’, qach Hoch Del ‘oHbe’.

EYAS wa’ ja’chuq qach neH ‘oHbe’. jIH AI Qap pat ‘oH: ponglu’bogh ghoqwI’pu’, taH qawHaq, Qu’ nav, QapchoH, He law’ ‘el/mej De’wI’lIjDaq.

chenmoHwI’mey

qech	nuq ‘oH	UIDaq nuqDaq
ghoqwI’	ponglu’bogh AI vumwI’ — pat, janmey, laHmey, ghogh, vum Daq teDwI’mey, poQbe’ Hemey	ghoqwI’pu’
jup	potlh pagh ghom ghoqwI’ bIjatlh — home thread, SOUL. lIng cha’ chenmoH (jIH QaHwI’ + pat QanwI’).	‘em tlhegh juppu’ / ghoqwI’pu’
laHwI’	nIH QapwI’ tetlh; jup Hoch chu’bogh laHwI’ chenmoHlaH (run_specialist)	ghoqwI’pu’ (patlh: laHwI’)
ja’chuq	wa’ pagh law’ ghoqwI’pu’vaD QIn tlhegh; jan ra’, QaptaH, De’ He	chu’ ja’chuq / ja’
Qu’ nav chovnatlh	tlha’laHbogh Qu’; motlh ja’chuqDaq rar	Qu’ nav
Qu’ / mIw qach	nob mIw; mIw qachDaq ba’laH ja’chuqmey	Qu’mey
laH	ghoqwI’pu’ qenglaHbogh qa’ markdown tIgh ngaS	laHmey
jan	ra’laHbogh laH (shell, qunI’wI’, API, MCP…) chaw’mey je	janmey / ghoqwI’ SeH
qawHaq	ngaj qaw: vum → qaS → QIj/tIgh → ngaS + toDpa’ teDwI’mey	qawHaq
Sov pa’	SoH choHbogh wiki pa’ (autom qawHaq ‘oHbe’)	Sov
ghItlh	nejvaD tetlhlu’bogh lIng teDwI’	ghItlhmey
He	Hur ‘el/’ej mej (Telegram) ghoqwI’Daq rar	Qum
nobwI’	LLM ‘emDaq (chal API, juH CLI, pagh juH Qap)	nobwI’pu’
mu’tlhegh tlhegh	potlh → Qu’ Segh → Qu’ → ja’chuq patlhmey	mu’tlheghmey / SeHmey
Hub lojmIt	Qatlh ta’mey pa’ chut chov	Hub
Forge	ghoqwI’ qa’/pong choHmeH Human chaw’ chupmey	Forge

motlh ghoS

flowchart LR
  User --> Conv[Conversation]
  Conv --> Agent
  Agent --> Tools
  Agent --> Memory
  Agent --> Board
  Agent --> Channel[External channel]
  User --> Board
  Board --> Conv

1. lIng pIn, potlh ghoqwI’pu’, nobwI’ chenmoH
2. ja’chuq DapoSmoH pagh Qu’ nav chovnatlh Dachu’
3. janmey/laHmey lo’laH jup, qawHaq ghItlhlaH, handoff / laHwI’, pagh HeDaq jang
4. ja’Daq, Qu’ navDaq, ghItlhmeyDaq, pagh mej QInmeyDaq qaS tIchov

ghoqwI’ ja’chuq chovnatlh je

	ghoqwI’	ja’chuq	Qu’ nav chovnatlh
yIn poH	tIq SeH	QIn tlhegh	Qu’ tlha’ wa’
«‘Iv»	ghaH + janmey + qawHaq	ja’ poH	Qu’ Dotlh
pIj choH’a’?	SeHmey, Forge, vum Daq	Hoch QIn	Dotlh, Qu’wI’, poH

qawHaq Sov ghItlhmey je

pa’	‘Iv ghItlh	QaQ
qawHaq patlhmey	pat / ghoqwI’pu’ vumtaHvIS	autom qaw, qaS, tIghmey
toDpa’ markdown	lIng / ghoqwI’pu’ / SoH / ja’chuq mIw rInDI’ autom qon (0.8.16-betavo’ motlh chu’lu’)	tIq QIj ‘ej tIgh ghItlhHommey
Sov pa’	SoH (choHwI’)	wIvlu’bogh wiki
ghItlhmey	lIng	PDF, Qu’ teDwI’mey, mo’ ngaS

ja’Daq Dajatlhpu’bogh taH De’ vault ghItlhHom mojlaH, pagh tlhoblu’. jang noblu’DI’ qon Qap; qon Qapbe’chugh ghItlhHom Hutlh, jang Hutlhbe’. De’: qawHaq.

ghom SeH (ja’chuq De’mey)

ja’taHvIS SeHwI’meyvam leghlaH:

SeHwI’	QIj
pat	‘Iv pat jang: ngaQlu’bogh pat, autom He, pagh jup motlh
vum	Qub chIl vs Huch/nom. ja’chuq pat nobbogh patlhmey neH tetlh; Auto Suq (Deep → Max, jup vum, nobbogh ja’chuq vum) pagh pat motlh lo’
ghom SeH: nIH	laHwI’pu’, handoffmey, ghom chupmey pagh
ghom SeH: autom	pat He law’ wuq
ghom SeH: chIl	HoS ghom ghoqwI’ He law’; motlh vum Max

De’: ja’chuqmey.

Hub yaj qech

• potlh pIn — Human pIn lo’wI’
• potlh pegh mu’ — pegh pa’ So’
• CASL chaw’mey — Hoch lo’wI’/ghoqwI’ ta’laHbogh
• Hub lojmIt — Qatlh jan lo’Daq Qap poH chov
• SeH’egh per — ghoqwI’pu’ tlhobbe’taHvIS ‘ar ta’laH

veb laD

• wa’DIch rep
• tagh
• ghoqwI’pu’ Hoch Del
• ghommey Segh je
• qawHaq
• pat De’ He (qunDaq HoS pat chovnatlhmey)