chu' 'ej SeH

nuqmeH. SeHmey nav ghoqwI’ qa’ polta’lu’bogh ‘oH: pong, toy’, pat, HoS, janmey, chaw’be’mey, jar tokens HoS je. Qu’ Daq teywI’mey ‘ej QIch Delmey latlh navmey. nuv DachenmoHDI’ Dochvam Dachel; Qu’Daj choHDI’ Dochvam DachoH.

ghorgh yIlo’

• ghoqwI’ DachenmoHtaH, pong, Segh, pat, jan tetlh je DaneH.
• API patDaq ngogh ghoqwI’ read_file / edit_file / grep ghajnIS, CLI Hutlh.
• jar tokens ‘aqroS Huch mevmoHnIS, pagh DateqneH (0 = ‘aqroS Hutlh).
• Telegram (pagh latlh He) ‘el QInmey ghoqwI’vamDaq ghoSnIS.
• pat mu’tlhegh QaDmoH mu’tlhegh ghojmoHwI’ DaneH — QIch ghobe’, Qu’ yoS ghobe’.

motlh mIw

1. ghoqwI’pu’ yIpoSmoH → ghoqwI’ yIwIv (pagh ghoqwI’ yIchu’) — He /agents/:id, SeHmey nav. ghoqwI’ yIchu’ ghojmoHwI’ ja’chuq pat ponglu’be’: lIng motlh patDaq Qap, wa’DIch QInDaj ngaQlu’.
2. yIchel: pong, toy’, patlh, ghoqwI’ Segh, pat (nobwI’ + pat, pagh ja’chuq model ghaH), HoS, janmey (vuD lo’), chaw’be’mey (tlhegh wa’).
3. ‘aqroS DaneHchugh jar tokens HoS yIcher. ‘el QInmey naDev ghoSnIS, Hemey navDaq He yIrar.
4. choHmey yItoD. ghoqwI’vam tlhejbogh ja’chuq chu’ pat, jan tetlh, mu’tlhegh je lo’.

pat

nav nachDaq tokens HoS Del ‘ang, ‘ej Qu’ QaptaHvIS vangtaH…. navmey: SeHmey, qawHaqmey, QIch, Qu’ Daq, Hemey.

Segh

De’	QIj
patlh	potlh / ghom = juppu’ bIjatlhbogh; laHwI’ = tetlh rap, poQlu’DI’ taghlu’ (Del yIbej)
ghoqwI’ Segh	QaHwI’, chenwI’, pat chenwI’, chovwI’, pIchwI’, tej, nabwI’, SeHwI’, bejwI’

qa’ moQ

De’	QIj
pong	‘anglu’bogh pong
toy’	toy’ tlhegh puS
Del	Del tIq
Qu’	wuqmeH Qu’ (ghoqwI’vam wuqmeH Qu’)
qun	He chenmoHbogh De’ (ghoqwI’ He je mIn chenmoHmeH De’)
qab	UIDaq ‘anglu’bogh Emoji
pat mu’tlhegh	ghoqwI’ ra’mey (patlh mu’tlheghmey tlhej)
mu’tlhegh ghojmoHwI’	pat mu’tlheghvaD AI ghojmoHwI’ (Qap mIw neH — QIch ghobe’, Qu’ yoS ghobe’) — mu’tlheghmey

pat 'ej HoS

De’	QIj
pat	nobwI’ ‘ej pat, nobwI’ ghommey ngaSbogh tetlhvo’ wIvlu’ — pagh ja’chuq model ghaH (chIm): ghIq ja’chuq patDaq Qap jup — nobbogh mIw pat, pagh wa’DIch lo’DI’ ngaQlu’bogh lIng motlh (ghommey Segh je)
teq Degh	ja’chuq model ghaH yIlo’ — pat teq; qonDI’ teqlu’ net
Doq QIj	<nobwI’> / <pat> nobwI’ chu’bogh model chu’lu’bogh ghaH’be’. chegh net, ja’chuq model ghaH lo’ ghoqwI’vam.
HoS	ja’chuqmeyDaq vum wIvwI’ rap: ghoqwI’ pat nobbogh patlhmey neH (pagh, machqu’, ram, motlh, jen, jenqu’, ‘aqroSvo’; chu’/chu’Ha’ patvaD Qap / QapHa’), wa’DIch auto, pat motlh ‘angbogh (auto · model motlh (motlh)). qonlu’bogh patlh nobbe’bogh pat DawIvDI’, qonpa’ choHlu’ ‘ej ja’lu’ (vum choHlu’: jenqu’ → jen. jenqu’ nobbe’ model wIvlu’bogh.); vum SeH ghajbe’bogh pat autovaD choH. pat lajbe’bogh patlh qonlu’be’, ‘ej pat lajbogh patlhmey tetlh QIn — mIwDaq ratlh latlh choHmeylIj. ngaQlu’bogh pat Hutlhchugh, He nISbe’ patlh pat lajbogh Hoch patlh nob wIvwI’. jup vum Qapbogh Hoch DaqDaq Qap — ja’chuqDaj, juH ja’chuqDaj, He jangmey, ‘ej nobbogh laHwI’pu’vaD ghoSbogh patlh rur. nobwI’pu’ — Qub vum yIbej.
HoS QIj	ghoqwI’vam Qub vum — patlhmey nobbogh model neH cha’lu’; model choHlu’DI’ patlh nobbe’bogh model chu’ mach. auto = model motlh.
mIw ‘aqroS	wa’ QapDaq pat mIw ‘aqroS — jup ja’chuq mIwmeyvaD, ‘ej ‘em, laHwI’, ghom, He Qapmeyvaj je. Claude Code, Grok, KimiDaq CLI mIw ‘aqroS’e’ ‘oH je. polta’lu’bogh mI’ ghajbe’bogh ghoqwI’vaD 10 ‘ang De’, ‘ej qonDI’ ‘anglu’bogh mI’ pollu’. polta’lu’bogh mI’ Hutlhchugh: ja’chuq mIwvaD 25, ‘em / ghom / He QapvaD 20, laHwI’ QapvaD 10.

latlh Dochmey (pong, mu’tlhegh…) DaqonDI’ pat ngeHqa’lu’be’, vaj pat chu’Ha’lu’pu’mo’ choH luj not.

chu’choH. chu’choH ret wa’DIch taghDI’, pat tetlhDaq wa’ nobwI’ neH bIngDaq pat IDDaj tu’lu’bogh Hoch ghoqwI’ nobwI’vetlh nIteb Suq. law’ nobwI’ bIngDaq tetlhlu’bogh pat IDmey, Sovbe’lu’bogh IDmey, patlh pongmey je (sonnet rur) nobwI’ Hutlh taH; Qap poHDaq ghajwI’chajvaD rarlu’, ‘ej rarlaHbe’lu’chugh ja’chuq model ghaH lo’lu’.

janmey 'ej chaw'be'mey

De’	QIj
janmey (vuD lo’)	ghoqwI’vam ra’laHbogh jan pongmey. Daq pong: chIm = Hoch janmey · read_file, grep, research. QIj: chIm = Hoch janmey. ja’chuqDaq ‘ej Hoch nobwI’Daq lo’lu’ — CLI model Daj ghItlhmeH, shell, web janmey je. qawHaq nejmeH jan reH lo’laH; CLI modelDaq ja’chuq pa’meyDaq teywI’mey laDmeH jan je lo’laH.
laHmey (vuD lo’)	laH Deghmey (chovnatlh: research, coding)
chaw’be’mey (tlhegh wa’)	chaw’be’ chutmey (chovnatlh: Qaw’ Qu’ yImev)

janmey tetlh nuq ‘oH

ghoqwI’ QapmeH Hoch HeDaq rap lo’lu’ tetlh: ja’chuq, ja’chuq poH Qu’mey nav Qu’mey je, run_specialist / delegate_to_agent taghbogh laHwI’pu’, ghom ghoqwI’pu’, He jangmey (Telegram, Slack, QIn Daq, latlh Hemey je) — ‘ej Hoch nobwI’Daq: API patmey ‘ej CLI patmey Claude Code, Grok, Kimi je.

• tetlh chIm — Hoch jan.

• pagh ghoqwI’vaD tetlhDaq janmey neH, memory_search memory_expand je noblu’. reH cha’ EYAS qawHaq janmeyvam Suq Hoch ghoqwI’, tetlhDaq Hutlhchugh je.

• wa’ (Qu’ SeH) ja’chuqDaq run_specialist, delegate_to_agent, handoff_to_colleague, propose_team teqlu’ je; memory_search, memory_expand, assign_task (nav Qu’) taH.

• ghoqwI’ pat mu’tlheghDaq jan tetlh Qu’vaD noblu’bogh janmey neH ponglu’.

• noblu’bogh jan neH lo’laH pat. tetlh Hurbogh jan, pagh tu’lu’be’bogh jan pongchugh pat, ra’ lajQo’ EYAS, ‘<tool>’ is not in this agent’s toolset tlhej, ‘ej Qapbe’. chaw’ tlhob pagh; SIbI’ lajQo’lu’, Hoch nobwI’Daq.

• Sovbe’lu’bogh pongmey teqlu’. lIngbe’lu’bogh jan pong (ngeD Qagh, chu’Ha’lu’bogh ‘ay’, rarbe’bogh MCP De’wI’) noblu’be’, ‘ej Hoch ghoqwI’ jan pong jevaD wa’ ghuHmoHwI’ ‘ang De’wI’ log.

• CLI patmeyDaq (Claude Code, Grok, Kimi) CLI janmey’egh ngaQmoH tetlh je, Hoch CLIDaq rap:

  • teywI’ ghItlh (Claude Code Write, Edit, NotebookEdit; Grok Kimi je choHmeH vIHmeH janmey, ‘ej CLIvaD EYAS nobbogh teywI’ ghItlhmey): tetlhDaq write_file pagh edit_file tu’lu’DI’ neH.
  • shell ra’mey (Claude Code Bash; Grok Kimi je QapmeH janmey; Qaw’ shell ra’ rur toghlu’, Hub lojmIt Segh wIvbogh rur): tetlhDaq run_command tu’lu’DI’ neH. shell nobbe’ git_status git_diff je; run_command Hutlhbogh tetlhDaq, rarwI’ lo’taHvIS EYAS janmey rur CLIvaD noblu’.
  • web qem web nej je (Claude Code WebFetch, WebSearch; Grok Kimi je qemmeH janmey, Grok web_fetch web_search je): tetlhDaq web jan — research, browser_navigate, agent_browser_run pagh browser_use_exec — tu’lu’DI’ neH.
  • teywI’ laD (Claude Code Read, Glob, Grep; Grok Kimi je laDmeH, nejmeH, tetlhmeH janmey) reH chaw’lu’, tetlh nuq ja’ ‘ach. ja’chuq pa’mey qoD taH, qawHaq chut kernel teywI’ Hung je bIngDaq. qawHaq nej lo’laH taH je.
  • tetlh chIm — Hoch jan taH, CLI janmey’egh je.

  Claude CodeDaq, noblu’be’bogh janmey patvaD noblu’ not. Grok KimiDaq, CLI lo’ ‘e’ nIDbogh noblu’be’bogh jan lajQo’ EYAS, Hub lojmIt tlhoblu’pa’: chaw’ tlhob pagh, ‘ej jan tlhegh lajQo’lu’ ‘ang. Kimi chaw’ tlhobmey nuq jan Segh tlhob ja’be’ (Kimi 1.52.0 Halvo’; wej qachDaq chovlu’be’), vaj teywI’ ghItlhmeH janmey pagh run_command Hutlhbogh tetlh ghajbogh ghoqwI’ Kimi tlhobbogh janmey Hoch lo’laHbe’ (teywI’ ghItlh pagh tam, shell, ‘em Qu’mey). Kimi web nej qem je EYAS tlhob not, vaj Hoch ghoqwI’vaD chaw’laHbe’lu’; lo’bogh mIw mevmoH EYAS nIteb chov taH. nobwI’pu’ — Claude Code nIteb yIbej.

• EYAS rarwI’Daq — Claude Code qoD De’wI’ ‘ej Grok/Kimi MCP rarwI’ rap — CLI SIchbogh EYAS janmey SeH tetlh. CLI ghajbogh ‘ej chaw’lu’bogh rap janDaj’egh ghajbogh EYAS janmey (read_file, grep, glob reH; ghItlhlaHtaHvIS write_file, edit_file; shell lo’laHtaHvIS run_command, git_status, git_diff) rarlu’ not: Hub lojmIt, qawHaq chut, kernel teywI’ Hung je bIngDaq janmeyDaj’egh lo’ CLI. CLI patmeyDaq ghoS EYAS browser, agent-browser, browser-use, OpenCode janmey je. MCP — CLI jan rap yIbej.

ghoqwI’pu’ tu’lu’bogh choH: Hoch DaqDaq tetlh mach lo’lu’. chovnatlh: jIH QaHwI’ run_command / write_file Suqbe’ ja’chuqDaq, ‘em Qu’Daq, laHwI’ Qu’Daq, ghom Qu’Daq je — chovnatlhDaj rur — ‘ej Claude Code, Grok, KimiDaq CLI Write, Edit, Bash je’egh lo’taHvIS teywI’mey ghItlhlaHbe’choH ‘ej ra’mey QaplaHbe’choH je. jan DanobmeH, tetlhDaq yIchel (ghItlhmeH write_file / edit_file, shellvaD run_command), pagh Hoch jan chaw’meH tetlh yIteq. tu’lu’be’bogh janmey pongbogh tetlh pongmeyvetlh chIl (logDaq ghuHmoHwI’ tlhej), ‘ej noblu’bogh tetlh Hurbogh jan ra’bogh pat lajQo’lu’.

ghItlh ghoqwI’pu’ (pat pImbe’ qab)

API patDaq ta’ / lugh / chov Qu’vaD, potlh ghItlh janmey yInob vaj shell Hutlh choHlaH pat:

read_file, write_file, edit_file, grep, glob, git_status, git_diff, run_command, search_indexed, list_search_sources

jan	lo’
read_file / edit_file / write_file	Qu’ pa’mey pagh worktree bIngDaq laD ‘ej nIH choH
grep / glob	pongmey ‘ej teywI’mey Sam
git_status / git_diff	chov QaH (laD neH)
run_command	chovmey / lint (Doq patlh — chaw’ / nIteb vang)

CLI patmey (Claude Code, Grok, Kimi) teywI’ ‘ej shell janmey’chaj lo’, ‘ej tetlhDaq pongmeyvam chaH chaw’: CLI teywI’ ghItlhmey’egh poSmoH write_file / edit_file, shellDaj poSmoH run_command. run_command Hutlhchugh, rarwI’ lo’taHvIS EYAS janmey rur CLIDaq ghoS git_status git_diff je.

jIH QaHwI’ (potlh, QaHwI’ Segh) SeH — write_file / edit_file / run_command yInobQo’. pat QapmoHwI’ ‘ej ghItlh laHwI’pu’ janmeyvetlh ghaj. ghommey Segh je yIbej.

0.8.6 pa’ chenmoHlu’bogh ghoqwI’pu’ tu’lu’bogh janmey chu’ nIteb Suqbe’ — naDev tIchel (pagh chovnatlh chu’vo’ yIchenmoHqa’). naQ tetlh: janmey.

tlhaplu'bogh qa'mey

local.yamlDaq agent.importRoots bIngDaq tetlhlu’bogh pa’meyDaq qa’ teywI’mey ghoqwI’pu’ chenmoHlaH (SeH — latlh laH qa’ Sormey je). EYASDaq DachoHbogh ghoqwI’ teywI’Daj qa’moHbe’ not:

• wa’DIch taghDI’, ghoqwI’Daj chenmoH teywI’.
• veb teywI’ choHmey ghoqwI’ choH, pong, toy’, Del, pat mu’tlhegh, janmey je Qav tlhapDI’ rur taHchugh neH. naDev vagh Dochvetlh wa’ DachoHDI’, ghoqwI’ choHbe’ teywI’.
• patDaj, HoSDaj, chu’/chu’Ha’ SeHwI’Daj, qabDaj, permeyDaj, HuchDaj neH DachoHchugh, choHmey mevbe’ — tlhap ghItlhbe’ chaH not.
• Dateqbogh tlhaplu’bogh ghoqwI’ chenmoHqa’be’lu’. DacheghmoHmeH, De’ tlhap lo’taHvIS teywI’ yItlhap.
• tlhap chenmoHbe’bogh ghoqwI’ tu’lu’bogh ID rap ghajbogh — ngaSlu’bogh chovnatlh, UIDaq chenmoHlu’bogh, pagh De’ tlhapvo’ — qa’moHlu’ not. teywI’ rur naQ DaHchugh, Suqlu’ ‘ej veb teywI’ choHmey tlha’.
• cha’ tlhap pa’ qa’ ID rap ghajchugh, wa’DIch tetlhlu’bogh pa’ Qap; teywI’vetlh teqlu’chugh, veb pa’ teywI’ Suq.

chu’choH. ngo’ chovnatlhmey tlhaplu’bogh, ‘ej ghIq choHbe’lu’bogh ghoqwI’pu’ nIteb Suqlu’. DachoHpu’bogh ghoqwI’pu’ rap taH.

API (rarwI’pu’vaD)

• PATCH /api/v1/agents/:id porghDaj chenmoH rur chov: Sovbe’lu’bogh Dochmey (source pagh id rur) buSHa’lu’, lughbe’bogh ngaQmey 400 ‘ej De’ nob (lajbe’lu’bogh HoS EFFORT_UNSUPPORTED ngoq ‘ej pat lajbogh levels nob), ‘ej Sovbe’lu’bogh ghoqwI’ 404 nob.
• POST / PATCH /api/v1/agents provider model je laj. chu’lu’bogh nobwI’ pat chu’lu’bogh ‘oHnIS cha’vetlh; pagh 400 jang, code: model_binding_unavailable, providerId, modelId je tlhej, ‘ej pagh pollu’. model Hutlh provider → 400.
• model neH (ngo’ mIw) lajlu’ taH; wa’ nobwI’ neH pat ID tetlhchugh nobwI’Daj chellu’.
• provider: null, model: null (pagh pat chIm) cha’ teq. GET jangmey provider ngaS.

HoS

De’	QIj
jar tokens HoS	jar ‘aqroS; 0 = ‘aqroS Hutlh
tokens lo’ ‘ang	tetlhDaq nachDaq je lo’ vs HoS

Qu’mey

SeHwI’	QIj
choHmey yItoD	SeHmey yIpol

qawHaqmey nav (laD neH tetlh)

vay’	QIj
wanI’mey / Qu’ qawHaq	qawHaq patlh wIvwI’
N qawHaqmey	mI’
potlh: N	potlh mI’
lo’lu’ N×	lo’ mI’
M ngutlhvo’ wa’DIch N — qawHaq naQ pollu’	tetlhDaq neH qawHaq tIq puSmoHlu’
chIm QIj	ghoqwI’ ja’chuqtaHvIS ghojtaHvIS je naDev qawHaqmey nargh.

Hemey nav (Del)

He patmey yIrar vaj ‘el QInmey ghoqwI’vam ghoS. naQ De’ tetlh: Hemey Del.

SeHwI’	QIj
He pat yIrar	Telegram/… pat tu’lu’bogh yIwIv
ghoqwI’vamvaD yIrar	rar
rarHa’	rarHa’
Dotlh rarlu’ / Qagh / pegh mu’ tu’lu’ / SeHlu’be’	pat yIn
mIw nIteb vang	He nIteb vang SeHlaH

latlh

• qa’ ‘ej Qu’ Daq
• ghommey Segh je
• QIch Delmey
• nobwI’pu’