Isifundo sokufunda se-MuseAI-Skills: Ukuhlaziya amakhono e-Muse AI, izimvume nokugeleza komsebenzi kwama-Agent

Yini le phrojekthi

MuseAI-Skills iyisithombe esigciniwe sendawo yomuntu siqu ye-Muse / Hatch AI Agent ehlobene ne-muse.ai. Indawo yokugcina igcina izincazelo zomkhiqizo, izincazelo zamakhono, uhlu lwezimvume zezixhumi, izimo zokuhlola ukuziphatha, imibhalo yokuqalisa ye-Linux, kanye nezinye izinhlelo nokuncika okuza nephakheji.

Umngcele obalulekile: Lena akuyona indawo ephelele yekhodi yomthombo, futhi akuyona iphakheji yokufaka engasatshalaliswa ngokuchofoza okukodwa. Izinhlelo eziyinhloko zinikezwa ikakhulukazi njengamabhanari e-Linux x86-64 ELF, kanti ikhodi yomthombo yokwakha, ukucushwa okuphelele komsingathi, i-rootfs nezinye izinsiza zokuqalisa azifakiwe.

Ngakho-ke, le ndawo yokugcina ifanele kakhulu ukufunda okumile, ucwaningo lokugeleza komsebenzi we-Agent, ukuhlaziya imodeli yezimvume kanye nereferensi yokuklama imiyalelo, kunokufaka ngokuqondile isevisi ye-Muse AI. Izinto ezigciniwe zisebenzisa amagama afana ne-Muse, Hatch ne-Jarvis, kodwa ingobo yomlando ngokwayo ayimeleli ukukhishwa okusemthethweni, ukugunyazwa noma ukuqinisekiswa komthombo.

Ongakufunda kule ndawo yokugcina

Isakhiwo esiphelele sokugeleza komsebenzi wamakhono

Indawo yokugcina inezindlela ezingu-72 ze-SKILL.md, okuhlanganisa amafayela amakhono azimele angu-68 nama-alias ayizixhumanisi ezingokomfanekiso angu-4. Amakhono ahlanganisa ukugeleza komsebenzi we-Agent, imikhiqizo yamadokhumenti, ukubhukha uhambo, amathuluzi ehhovisi, amapulatifomu omphakathi, idatha yezempilo, ukukhiqizwa kwemidiya, ukulawulwa kwamadivayisi kanye nokusebenza kwemikhiqizo ye-Muse.

Le mibhalo yamakhono ivame ukukusiza ucwaninge le mibuzo:

• Yiziphi izicelo zabasebenzisi okufanele ziqalise ikhono.
• Umsebenzi kufanele uphathwe umxhumanisi, i-worker noma isixhumi sangaphandle.
• Yikuphi ukuxhumeka kwe-akhawunti, i-OAuth scope noma ukugunyazwa komsebenzisi okudingekayo ngaphambi kokwenza umsebenzi.
• Indlela yokwehlisa izinga lokusebenza lapho ithuluzi lehluleka, okokufaka kungaphelele noma izimvume zinganele.
• Indlela yokuchaza ifomethi yomphumela nokuqinisekisa umkhiqizo wokugcina olethiwe.

Izinto zezimvume nokuhlola

Indawo yokugcina inezindlela ezingu-40 zama-manifest kanye namafayela angu-12 e-eval YAML. I-manifest.yaml ingasetshenziswa ukuqonda imethadatha yezixhumi, amanani azenzakalelayo ezimvume, izidingo ze-scope kanye nokumataniswa kwemiyalo; i-eval/scenarios.yaml yona igcina izimo zokuhlola ukuziphatha, izinhloso zabasebenzisi nokuziphatha okulindelekile.

Qaphela: Ukuba khona kwe-manifest akusho ukuthi i-akhawunti isixhunyiwe, futhi ukuba khona kwesimo sokuhlola akusho ukuthi ukuhlola sekuqhutshiwe noma kuphasile.

Imikhondo emile yendawo yokuqalisa

Imibhalo eku-opt/hatch/runtime-cell/ ikhombisa izingxenye zomjikelezo wokuphila wendawo yokuqalisa, okuhlanganisa ukuxazululwa kwezindlela ze-rootfs, amalungiselelo angaphambi kokuqalisa, ukuhlolwa kwamamojula e-kernel, ukuqaliswa kwesiqukathi se-systemd-nspawn kanye nokuhlanganiswa kwama-overlay wamakhono namabhanari. Nokho, i-unit ephelele yomsingathi, ukucushwa kwe-nspawn kanye ne-rootfs yangempela akukho kule ndawo yokugcina.

Ukubuka ngokushesha isakhiwo sezinkomba

• README.md: Isingeniso sesiShayina, inkomba yamakhono kanye nencazelo yemingcele.
• README.en.md: Isingeniso sesiNgisi.
• PROJECT_ANALYSIS.md: Iziphetho zesakhiwo, izingxenye ezingekho, ubungozi kanye nenkomba yobufakazi.
• SHA256SUMS: Uhlu lokuhlola okuqukethwe kwamafayela avamile, kodwa akusona isiginesha yomthombo.
• home/hatch/docs/: Izincazelo zemikhiqizo, izixhumi, ubumfihlo, ukuhlela, amafayela, amadivayisi nemidiya.
• home/hatch/config/: Ukucushwa okuhlobene nesimo se-Agent namakhono.
• opt/hatch/skills/: Izingeniso zamakhono, ama-manifest ezimvume, izimo zokuhlola kanye nezinto eziyizithenjwa.
• opt/hatch/runtime-cell/: Imibhalo yomjikelezo wokuphila kwendawo yokuqalisa nezifanekiso zokucushwa.
• opt/hatch/bin/: Izinhlelo ezihlobene ne-Hatch.
• opt/hatch-image/: Amathuluzi asohlangothini lwesithombe, i-npm, i-Bun nezinye izingxenye eziza nephakheji.

Impande yendawo yokugcina imane iyimpande yengobo yomlando, ayiyona impande ye-Linux esebenzayo. I-home/hatch/ esengobolondolozweni ihambisana ne-/home/hatch endaweni yokuqala, kanti i-/run, /var/lib ne-/etc emibhalweni ngokuvamile zibhekisela ezinhlelweni zamafayela zokuqalisa ezingekho.

Ukuthola nokulungiselela indawo yokugcina

Indlela yokuqala: ukutadisha amakhono nemibhalo kuphela

Uma inhloso kuwukuhlaziya imibhalo ye-Markdown, i-YAML nemibhalo ye-Shell, ungagwema amabhanari amakhulu e-Git LFS. Lena futhi indlela enconywa kakhulu yokufunda.

GIT_LFS_SKIP_SMUDGE=1 git clone https://github.com/win4r/MuseAI-Skills.git
cd MuseAI-Skills

Le ndlela ayidingi ukuqalisa izinhlelo eziza nephakheji. Ngemva kokungena endaweni yokugcina, vula kuqala i-PROJECT_ANALYSIS.md kanye ne-opt/hatch/skills/.

Indlela yesibili: ukubuka izinto ezigciniwe eziphelele

Faka i-Git LFS futhi uthole izinto ezifanele kuphela lapho udinga ngempela ukuhlola izinhlelo ze-ELF noma amanye amafayela amakhulu aku-LFS. Ukulanda amabhanari akugcwalisi ikhodi yomthombo engekho, i-rootfs, iziqinisekiso noma ukucushwa komsingathi, futhi akuguquli indawo yokugcina ibe uhlelo olungasatshalaliswa.

git clone https://github.com/win4r/MuseAI-Skills.git
cd MuseAI-Skills
git lfs pull

Kumabhanari umthombo wawo ungaqinisekiswanga ngokuzimele, kufanele kuqale kwenziwe ukuhlola okumile ungaxhunyiwe ku-inthanethi; ungawasebenzisi ngokuqondile emshinini wokukhiqiza noma endaweni equkethe iziqinisekiso ezibucayi.

Ukuqinisekisa amafayela avamile

Ngemva kokuthola amafayela afanele aphelele, ungasebenzisa i-SHA256SUMS enikezwe indawo yokugcina ukuze uhlole ubuqotho bokuqukethwe:

sha256sum -c SHA256SUMS

Uhlu lokuhlola alufaki ifayela lohlu ngokwalo nezixhumanisi ezingokomfanekiso, futhi alusona isiginesha ye-cryptographic yobunikazi bomshicileli noma ubuqiniso bomthombo. Lungasiza kuphela ukunquma ukuthi amafayela avamile asendaweni ayahambisana yini namadijithi aqoshiwe ohlwini.

Ukusetshenziswa okuyisisekelo: ukusungula inqubo yokufunda amakhono

Isinyathelo sokuqala: khetha isingeniso sekhono

Uma ufunda okokuqala, ungaqala ngala makhono:

• wide-research: Umxhumanisi wocwaningo, ama-worker, inkontileka yokukhipha umphumela ngokufanayo kanye nokuphathwa kokwehluleka.
• skill-creator: Incazelo yokuqalisa ikhono, ukuhlukaniswa kwezinkomba kanye nokulayishwa kwezinto eziyizithenjwa lapho kudingeka.
• artifacts/testing: Ukuhlukanisa phakathi kokuthi “ukukhiqiza kuphumelele” nokuthi “umkhiqizo olethiwe uyasebenziseka”.
• goals: Ukuhlukanisa ukusungula inhloso okokuqala nokulandela kamuva.
• forget: Ukuphatha amakhophi, isimo esisuselwe kokunye kanye nedatha engase ibhalwe kabusha.
• travel-planning: Ukuhlukanisa ucwaningo lohambo, imibuzo yesikhathi sangempela nokwenza okwenziwayo.
• gmail: Ukuhlaziya isixhumi ngokuhlanganisa umbhalo wekhono, izimvume ezisezingeni lendlela kanye nezimo zokuhlola.

Isibonelo, buka isingeniso sekhono le-Gmail:

sed -n '1,240p' opt/hatch/skills/gmail/SKILL.md

Isinyathelo sesibili: khipha izimo zokuqalisa nemingcele

Lapho ufunda i-SKILL.md, ungagcini ngokurekhoda ukuthi “ingenzani”; phendula ngokulandelana le mibuzo:

1. Yiziphi izicelo okufanele ziqalise leli khono?
2. Yiziphi izicelo ezifanayo okungafanele ziliqalise?
3. Imisebenzi yokufunda kuphela ihlukaniswa kanjani kweyokubhala?
4. Ingabe imisebenzi enomthelela omkhulu njengokuthumela, ukususa, ukuthenga noma ukubhukha idinga ukuqinisekiswa?
5. Yini okufanele yenziwe lapho izimvume zinganele, inhloso ingacacile noma ithuluzi lehluleka?
6. Yiziphi izinkambu noma ubufakazi okufanele bubuyiswe kumphumela wokugcina?

Hlela lokhu kube izingxenye eziyisithupha ezithi “ukuqalisa, okokufaka, ukugunyaza, ukwenza, ukwehluleka, ukwamukela”, ukuze kube lula ukukudlulisela ekwakhiweni kwe-Agent yakho.

Isinyathelo sesithathu: qhathanisa ne-manifest yezimvume

Kumakhono ezixhumi, qhubeka ufunde i-manifest.yaml ekunkomba efanayo:

sed -n '1,260p' opt/hatch/skills/gmail/manifest.yaml

Qhathanisa ngokukhethekile imisebenzi eshiwo umbhalo wekhono nezimvume zezindlela, amanani azenzakalelayo amaqembu, ama-scope nokumataniswa kwemiyalo okushiwo ku-manifest. Izilungiselelo ezisezingeni lendlela zingadlula amanani azenzakalelayo eqembu, ngakho-ke ungabheki incazelo yezimvume esezingeni eliphezulu kuphela.

Ukukopisha i-SKILL.md kwenye indawo ye-Agent akukuniki ngokuzenzakalelayo ukufinyelela ku-Gmail, Google Drive, Notion noma kwezinye izinsizakalo. Ukwenza kwangempela kusancike ku-CLI noma ku-MCP ehambisanayo, ukuxhumeka kwe-akhawunti, i-OAuth scope kanye nokugunyazwa kwesikhathi sokuqalisa.

Isinyathelo sesine: funda izimo zokuhlola

Uma ikhono line-eval/scenarios.yaml, ungaqhubeka ubone ukuthi liguqula kanjani imithetho ibe ukuziphatha okuhlolwayo:

sed -n '1,260p' opt/hatch/skills/gmail/eval/scenarios.yaml

Izimo zokuhlola zifanele ukuhlola lezi zenzo:

• Ukuthi i-Agent ikhethe ikhono elifanele yini.
• Ukuthi iyahlukanisa yini phakathi kokufunda, okusalungiswa, ukuthumela nokususa, okuyizinga lobungozi elihlukile.
• Lapho ulwazi lunganele, ukuthi icela ukucaciswa yini kuqala esikhundleni sokuqagela umamukeli noma inhloso yomsebenzi.
• Ukuthi icela ukugunyazwa noma ukuqinisekiswa lapho kudingeka yini.
• Ngemva kokwehluleka, ukuthi ibika ngobuqotho yini izinto ezingakaqedwa.

Ungathathi ifayela lezimo njengombiko wokuthi ukuhlola kuphasile. Ukuze uhlole izinkinga zangaphambilini, ungasebenzisa futhi amarekhodi okutholakele afana ne-opt/hatch/skills/flightaware/eval/findings.md, kodwa qaphela inguqulo nendawo yokuhlola.

Isinyathelo sesihlanu: hlola izinto eziyizithenjwa ezihambisanayo

Amanye amakhono ahlukanisa imithetho eningiliziwe ayiyise ku-references/, guide/, creation/ noma guides/. Lesi sakhiwo sibonisa isimiso esibalulekile sokuklama: ifayela eliyinhloko lekhono lihlala lifushane, futhi izinto eziyizithenjwa ezicacile zilayishwa kuphela lapho umsebenzi uzidinga.

Isibonelo, indlela yokubhala amakhono ingaqala ngaleli fayela:

sed -n '1,260p' opt/hatch/skills/skill-creator/references/authoring_guide.md

Isibonelo esisebenzayo: ukuhlaziya ikhono le-Gmail

Ungasebenzisa lesi sifanekiso ukurekhoda ukuklanywa kwekhono le-Gmail ngaphandle kokuxhuma noma ukusebenzisa ibhokisi le-imeyili:

Isingeniso sekhono: opt/hatch/skills/gmail/SKILL.md
Incazelo yezimvume: opt/hatch/skills/gmail/manifest.yaml
Izimo zokuhlola: opt/hatch/skills/gmail/eval/scenarios.yaml

Izinhlangothi zokuhlaziya:
1. Izimo zokuqalisa zokusesha nokufunda ama-imeyili
2. Imingcele yemisebenzi yokusalungisa, ukuthumela nokuphendula
3. Inqubo yamalebula nokuzikhipha ekubhaliseni
4. Izimvume ezisezingeni lendlela ne-OAuth scope
5. Ukusingatha lapho umamukeli, uchungechunge lwe-imeyili noma inhloso yomsebenzi kungacacile
6. Indlela yokubika ngemva kokwehluleka kwethuluzi
7. Umphumela nolwazi lokuqinisekisa okufanele umsebenzisi akuthole ekugcineni

Ngemva kokuqeda, ungaguqula umphumela ube yisicaciso se-Agent yakho:

• Imithetho yokuqalisa: Chaza ngokucacile ukuthi yiziphi izindlela zolimi ezingena ekhonweni le-imeyili.
• Ukufunda kuqala: Phatha ukusesha nokufunda ngokwehlukana nemisebenzi yokushintsha efana nokuthumela nokususa.
• Umkhawulo wokugunyaza: Chaza kabusha imithetho yokuqinisekisa ne-OAuth ngokwendawo ozosebenzisa kuyo.
• Inkontileka yomphumela: Cacisa ukuthi yini ebuyiswayo ezimweni zempumelelo, impumelelo eyingxenye nokwehluleka.
• Izimo zokwamukela: Engeza izivivinyo zezicelo ezivamile, izicelo ezingacacile, izimvume ezinganele kanye nokwehluleka kwezixhumi.

Ukufunda umkhiqizo nesakhiwo sohlelo

Ukuqonda ngokushesha inkontileka yomkhiqizo

Kunconywa ukufunda ngokulandelana:

1. home/hatch/docs/muse.md: Ukubuka konke komkhiqizo.
2. home/hatch/docs/goals.md: Izinjongo, inqubekelaphambili nemingcele yomsebenzi wangemuva.
3. home/hatch/docs/scheduling-and-watching.md: Ukuhlola ngezikhathi ezithile, ukuhlela, umlando wokuqalisa nezaziso.
4. home/hatch/docs/self_improvement.md: Inkumbulo yangemuva, ucwaningo, ukubuyekeza nokulandelela ubufakazi.
5. home/hatch/docs/connectors.md: Isimo sokuxhuma, i-OAuth, izimvume zezindlela nokuphathwa kokwehluleka.
6. home/hatch/docs/privacy-and-credentials.md: Izinkomba zemininingwane yokufakazela ubunikazi, i-Vault, ukuthekelisa nemithetho yokususa.

Lawa mafayela achaza izinkontileka zomkhiqizo ezikulesi sithombe esigciniwe. Amakhono athile e-akhawunti nezincazelo zokutholakala komlando akufanele kuthathwe ngokuqondile njengamaqiniso asebenza kuwo wonke ama-akhawunti e-Muse akhona manje.

Uchungechunge lokuqalisa lwendawo yokusebenza yocwaningo

Uma ugxile endaweni ehlukanisiwe ye-Linux, ungakha ubudlelwano bez呼umela phakathi kwale mibhalo:

opt/hatch/runtime-cell/pre-start.sh
opt/hatch/runtime-cell/ensure-rootfs.sh
opt/hatch/runtime-cell/resolve-rootfs-path.sh
opt/hatch/runtime-cell/require-modules.sh
opt/hatch/runtime-cell/launch-daemon.sh
opt/hatch/runtime-cell/post-start.sh

resolve-rootfs-path.sh ibuyisa i-/var/lib/hatch-runtime/rootfs, okuyindlela esendaweni yokusebenza yasekuqaleni, hhayi ifolda ehambisana nenqolobane. launch-daemon.sh iqala isitsha se-systemd-nspawn futhi ihlanganise i-overlay; ayikwazi ukuba yisifundo sokuqalisa esizimele ngaphandle kokucushwa komsingathi ne-rootfs engekho.

Amasu okuhlaziya athuthukile

Hlukanisa amakhono, iziteketiso namafolda ezinsiza

Inqolobane ineziteketiso ezingu-4 eziyizixhumanisi ezingokomfanekiso: facebook ikhomba ku-facebook-cli, meta-threads ikhomba ku-threads, podcast ikhomba ku-generate_podcast, kanti voice-calls ikhomba ku-voice-selector.

Ukuhlola indawo okuyiwa kuyo ngempela kwezixhumanisi kugwema ukubala kabili:

find opt/hatch/skills -type l -name SKILL.md -print -exec readlink {} \;

Ikakhulukazi, akufanele kususelwe egameni elithi voice-calls ukuthi linamandla okwenza i-Agent ishayele abantu izingcingo. Lokho kungena kukhomba ngempela kufolda yezwi emile. I-spaces iqukethe imibhalo nezifanekiso zesikhathi sokuqalisa, kodwa ayinayo i-SKILL.md esezingeni eliphezulu, ngakho akufanele ibalwe njengekhono elengeziwe.

Qinisekisa izimangalo, izimvume nokuncika okusebenzisekayo ngesikhathi esisodwa

Lapho uhlaziya ikhono, ungasebenzisa indlela yokuqinisekisa enezingqimba ezintathu:

1. Isendlalelo sokuziphatha: hlola izinto ezichazwe i-SKILL.md, okuhlanganisa izibangeli, imingcele nokuphumayo.
2. Isendlalelo sezimvume: hlola izindlela, ama-scope nezimvume ezizenzakalelayo ku-manifest.
3. Isendlalelo sokusebenzisa: qinisekisa ukuthi i-CLI, i-MCP, izinhlelo ezisizayo, ukuxhumeka kwama-akhawunti nezinsiza zesikhathi sokuqalisa ezidingekayo zikhona yini.

Inqolobane iveza ngokusobala ukuthi akukho ezinye izinsika ezibalulekile, okuhlanganisa imibhalo yokuqinisekisa ye-Artifacts, i-scaffolding yezixhumi ye-skill-creator, uhlelo olusebenzisekayo lwe-mm lwe-Magic Moment, kanye namanye ama-SDK nezinsiza zokwakha ezidingwa yi-Spaces. Ngakho, “imibhalo iyafundeka” akusho ukuthi “uchungechunge lokusebenzisa luphelele”.

Hlukanisa ukukhiqizwa komphumela nokwamukelwa komphumela

artifacts/testing kufanele kufundwe njengendlela evamile ye-Agent. Igcizelela ukuthi ngemva kokukhiqiza ifayela kufanele lihlolwe ngokohlobo lomphumela, liphinde linikezwe isithombe, lamukelwe ngokubuka ngamehlo futhi lihlolwe izindawo zokubamba. Lapho udlulisela lokhu ohlelweni lwakho, ungahlukanisa inqubo kanje:

1. Khiqiza imibhalo, amathebula, ama-PDF noma izethulo.
2. Vula kabusha noma unikeze umphumela okhiqiziwe isithombe.
3. Hlola isakhiwo, ukwakheka, amafomula, izixhumanisi nezinsiza ezingekho.
4. Sesha izindawo zokubamba ezingakashintshwa nombhalo wesikhashana.
5. Faka ifayela uphawu lokuthi lingalethwa kuphela ngemva kokuphasa ukwamukelwa.

Ucwaningo lokusebenzisana kwama-Agent amaningi

wide-research ikhombisa imingcele ebalulekile ocwaningweni oluhambisanayo olunokufakwa okuningi: nciphisa futhi ucacise izibopho zomxhumanisi nezabasebenzi, hlanganisa izinkambu zokuphumayo, bika izinga lokumboza, futhi ugcine izinto ezihlulekile. Lapho udlulisela lokhu, shintsha amagama amathuluzi nezindlela zendawo yokusebenza ngokuya ngohlaka lwakho lokuhlela, kodwa ugcine inkontileka yokuphumayo ehlanganisiwe nokubonakala kokwehluleka.

Hlola incazelo yesizindalwazi, ungaseshi isizindalwazi

opt/hatch/skills/muse_db/references/schema.md ichaza imithetho ye-SQL enomkhawulo, izihlonzi nobudlelwano kuma-schema amaningi, futhi ingasetshenziswa ukuqonda imodeli yedatha nendlela yokulandelela phakathi kwamathebula. Akusona isizindalwazi sangempela futhi akuwona umthombo wokuthutha idatha; akunakwenzeka ukubuyisa insizakalo ephelele ngesisekelo sayo.

Gcina umthombo, ilayisensi nemingcele yobufakazi

Lapho udlulisela ukuhamba komsebenzi kwamanye amaphrojekthi, kufanele ugcine ukunikezwa komthombo futhi uhlole amalayisensi asebenzayo. Kunconywa ukuthi kumarekhodi okuhlaziya angaphakathi kuhlukaniswe:

• Amaqiniso ashiwo ngokuqondile amafayela enqolobane.
• Imicabango yobuchwepheshe eyenziwe kususelwa kumafolda, imibhalo noma i-manifest.
• Izimangalo zomkhiqizo ezingakaqinisekiswa.
• Ukuziphatha okungenakuqinisekiswa ngenxa yokushoda kwendawo yokusebenza.

“Okubonakala esithombeni esigciniwe” akusho ukuthi “kuqinisekiswe umthombo osemthethweni”, “kungasebenza ngokuzimela” noma “kungaphinda kunikezwe ilayisensi ngokuthanda”.

Indlela yokufunda enconyiwe

1. Lapho uhlanganisa inqolobane, yeqa i-LFS ukuze ugweme ukulanda amabhinari ngokungadingekile.
2. Funda i-PROJECT_ANALYSIS.md ukuze uqonde ukuhlolwa kwesakhiwo nezinto ezingekho.
3. Khetha i-skill-creator noma i-wide-research ukuze ufunde ukwakheka kokuhamba komsebenzi.
4. Khetha i-gmail, uhlaziye ndawonye umbhalo oyinhloko wekhono, i-manifest ne-eval.
5. Funda i-artifacts/testing ukuze wakhe indlela yokucabanga ngokwamukelwa kwemikhiqizo elethwayo.
6. Funda imibhalo yomkhiqizo, uhlukanise imithetho yamakhono nezinkontileka zomkhiqizo.
7. Ekugcineni hlola imibhalo ye-runtime-cell ukuze uqonde izinkomba zesikhathi sokuqalisa nokuncika okungekho.

Isiphetho

Inani eliyinhloko le-MuseAI-Skills alikho ekuyifakeni ngokuqondile, kodwa ekuboniseni indlela i-Agent ye-AI yomuntu siqu ehlela ngayo izibangeli zamakhono, ukusabalalisa imisebenzi, izimvume zezixhumi, ukuphathwa kokwehluleka nokwamukelwa kwemiphumela. Ngokufunda i-SKILL.md, i-manifest.yaml, izimo zokuhlola nokuncika kwesikhathi sokuqalisa ndawonye, ungathola amaphethini omklamo asebenzayo ohlelweni lwakho lwe-Agent, kuyilapho ugwema ukuphatha isithombe esigciniwe njengomthombo ophelele noma umkhiqizo osebenzisekayo.