Ni gute nakwemeza ko umushinga wanjye w’umukozi wa AI uzagira icyo ugeraho?

Kugira ngo umushinga wawe w’umukozi wa AI ugire icyo ugeraho, sobanura neza akazi mu nteruro imwe hanyuma uhitemo urwego rw’ubwisanzure wishimiye. Byongeye kandi, shyira mu bikorwa gahunda zikomeye z’ibikoresho, uburyo bwo kwandika no kwemeza kugira ngo hirindwe ingorane zikunze kugaragara kandi wemererwe gukemura ibibazo neza.

Ni iki nkwiye kwitaho mu gihe nshushanya ibikoresho by'umukozi wanjye ushinzwe ubuhanga mu by'ubukorano (AI)?

Mu gihe ushushanya ibikoresho by'umukozi wawe wa AI, menya neza ko bifite aho bihuriye n'uburyo bwo gukora, byanditse, kandi byemewe. Irinde ibikoresho bisanzwe bishobora gukora igikorwa icyo ari cyo cyose. Ahubwo, kora imikorere yihariye umukozi ashobora gukoresha kugira ngo agumane umutekano n'ubwirinzi.

Nigute nashyiraho amabwiriza asobanutse neza yo guhagarika umukozi wanjye w’ubukorano (AI)?

Kugira ngo ushyireho uburyo bwo guhagarara neza ku mukozi wawe wa AI, shyiraho intambwe ntarengwa ashobora gutera, hamwe n'igihe cyo guhagarara no kugenzura uko arangije. Ibi bizafasha kwirinda ko uwo mukozi yafatirwa mu buryo butunguranye kandi bitume ibibazo birushaho kwiyongera igihe bibaye ngombwa.

Ni ubuhe buryo bwiza bwo gucunga ububiko muri AI?

Gucunga ububiko mu buryo bwa AI yawe ubigabanyamo ibice by'igihe gito n'iby'igihe kirekire. Komeza ububiko bw'igihe gito bube buke, wibanda ku ntambwe n'imigambi biriho, mu gihe ukoresha ububiko bw'igihe kirekire kugira ngo ubone amakuru ahamye nk'ibyo abakoresha bakunda n'amategeko agenga imikorere.

Ese hari imiterere yihariye yo gutegura imirimo mu mukozi ushinzwe ubuhanga mu by'ubwenge (AI)?

Yego, uburyo butandukanye bwo gutegura bushobora gukoreshwa, nko gusuzuma imirimo iteganijwe, uburyo bwo gukora ReAct bwo gusubiza ibisubizo bihuye n'umusaruro w'ibikoresho, n'uburyo bw'abayobozi n'abakozi butuma imishinga igoranye itandukana. Hitamo uburyo bwo gutegura hashingiwe ku byo umukozi wawe akeneye byihariye.

Ni gute nasuzuma neza imikorere y'umukozi wanjye ushinzwe gukora imibonano mpuzabitsina (AI)?

Kugira ngo usuzume imikorere y'umukozi wawe ushinzwe ubuhanga mu bya siyansi, shyiraho urutonde rw'ibintu birimo inzira nziza, ibibazo by'inyongera, n'ubusabe budasobanutse neza. Shaka amanota ukurikije ibipimo nk'igipimo cy'intsinzi ku kazi, igihe cyo gusubiza, no kwisubiraho mu makosa kugira ngo wongere ubushobozi bwe.

Uburyo bwo Kubaka Agent wa AI [Videwo n'Ibibazo]

Igisubizo kigufi: Kugira ngo ukore igikoresho cya AI gikora mu buryo bw'imikorere, gifate nk'umurongo ugenzurwa: fata ibitekerezo, fata umwanzuro w'igikorwa gikurikiraho, hamagara igikoresho gifunguye, reba ibisubizo, hanyuma wongere usubiremo kugeza igihe igenzura ryakozwe neza "ryarangiye". Rigumaho iyo akazi kagizwe n'intambwe nyinshi kandi gashingiye ku bikoresho; niba igisubizo kimwe kigikemuye, jya usimbuka igikoresho. Ongeraho imiterere y'ibikoresho ihamye, imipaka y'intambwe, kwandika, n'umugenzuzi/umunenga ku buryo iyo ibikoresho byananiwe cyangwa ibyo byinjijwemo bitasobanutse neza, igikoresho kirushaho kwiyongera aho kuzunguruka.

Ibintu by'ingenzi byakunzwe:

Umuyoboro w'igenzura: Shyira mu bikorwa input→act→reba isubiramo hamwe n'amabwiriza asobanutse yo guhagarika hamwe n'intambwe ntarengwa.

Igishushanyo mbonera cy'ibikoresho: Komeza ibikoresho bito, byanditse, byemerewe, kandi byemejwe kugira ngo hirindwe akajagari ka "gukora ikintu cyose".

Isuku yo kwibuka: Koresha uburyo bworoshye bwo kubika amakuru mu gihe gito hamwe n'igihe kirekire; irinde guta inyandiko zose.

Ubudahangarwa ku gukoresha nabi: Ongeraho urutonde rw'abagomba kwemererwa, imipaka y'ibiciro, impotency, na "dry-run" ku bikorwa biteje akaga.

Gupima: Gufata ikizamini cy’ibintu (kunanirwa, kudasobanutse neza, gutera inshinge) hanyuma usubiremo uko byagenda kose.

Ingingo ushobora gukunda gusoma nyuma y'iyi:

🔗 Uburyo bwo gupima imikorere ya AI
Menya ibipimo ngiro kugira ngo umenye umuvuduko, ukuri, n'ubwiringiro.

🔗 Uburyo bwo kuvugana n'ubutasi (AI)
Koresha ibitekerezo, imiterere y'ikibazo, n'ibikurikira kugira ngo ubone ibisubizo byiza.

🔗 Uburyo bwo gusuzuma moderi za AI
Gereranya ingero ukoresheje ibizamini, imirongo ngenderwaho, n'ibyavuye mu mirimo isanzwe.

🔗 Uburyo bwo kunoza moderi za AI
Kunoza ireme n'ikiguzi binyuze mu gutunganya, gukata no gukurikirana.

1) Icyo umukozi wa AI ari cyo, mu buryo busanzwe 🧠

Umukozi wa AI ni umurongo ugororotse. Inyandiko za LangChain “Abakozi”

Nguko uko biri. Umuzunguruko ufite ubwonko hagati.

Injiramo → tekereza → kora → reba → subiramo. Inyandiko yo gusubiramo (impamvu + kora)

Aho:

Ibyinjijwe ni ubusabe bw'umukoresha cyangwa igikorwa (imeri nshya, itike y'ubufasha, ping y'ibikoresho).
Tekereza ni icyitegererezo cy'ururimi cyo gutekereza ku ntambwe ikurikiraho.
Igikorwa ni uguhamagara igikoresho (shakisha inyandiko z'imbere, koresha kode, kora itike, andika igisubizo). Ubuyobozi bwo guhamagara bwa OpenAI Function
Observe irimo gusoma ibyavuye mu gikoresho.
Gusubiramo ni cyo gituma wumva "ufite ubushobozi" aho kuba "uvuga". Inyandiko za LangChain "Abakozi"

Bamwe mu bakozi ni macros bashoboye. Abandi bakora nk'umukozi muto ushobora guhuza imirimo no kwikosora amakosa. Byombi birabarwa.

Nanone, ntukeneye ubwisanzure bwuzuye. Mu by'ukuri… birashoboka ko utabishaka 🙃

2) Igihe ugomba kubaka umukozi (n'igihe udakwiye) 🚦

Kubaka umukozi uhagarariye abandi igihe:

Akazi gakorwa mu ntambwe nyinshi kandi gahinduka bitewe n'ibiba hagati.
Akazi gakeneye ikoreshwa ry'ibikoresho (ububiko bw'amakuru, CRM, ishyirwa mu bikorwa rya kode, gukora amadosiye, porogaramu za mudasobwa, API z'imbere). Inyandiko za LangChain "Ibikoresho"
Urashaka ibisubizo bishobora gusubirwamo hamwe n'ingamba zo kurinda, atari ibisubizo by'inshuro imwe gusa.
Ushobora gusobanura "byakozwe" mu buryo mudasobwa ishobora kugenzura, ndetse no mu buryo bworoshye.

Ntukagire umukozi uhagarariye abandi mu gihe:

Gusubiza byoroshye vuba + igisubizo birabikemura (ntugakore cyane, uzongera kwiyanga nyuma).
Ukeneye icyerekezo cyiza (ibintu bishobora kuba bihoraho, ariko ntibibe roboti).
Nta bikoresho cyangwa amakuru ufite yo guhuza - icyo gihe ahanini ni ibintu bidasanzwe.

Reka tuvugishe ukuri: kimwe cya kabiri cy'"imishinga y'abahagarariye AI" gishobora kuba ari imikorere ifite amategeko make yo gushyiraho amashami. Ariko, rimwe na rimwe, vibe nayo irakomeye 🤷♂️

3) Ni iki gituma verisiyo nziza y'umukozi wa AI iba nziza ✅

Dore igice cya "Ni iki gituma verisiyo iba nziza" wasabye, ariko ngiye kubivugaho gato:

Verisiyo nziza y'umukozi wa AI si yo itekereza cyane. Ni iyo:

Izi icyo yemerewe gukora (imipaka y'aho iherereye)
Ikoresha ibikoresho mu buryo bwizewe (guhamagara mu buryo bw'imiterere, gusubiramo igerageza, igihe cyo kurangira) Umuyobozi w'ihamagara rya OpenAI Function AWS “Igihe cyo kurangira, gusubiramo igerageza, no gusubiramo igerageza hamwe na jitter”
Ibungabunga imiterere myiza (ububiko budabora) LangChain “Incamake y'ububiko”
Isobanura ibikorwa byayo (igenzura, ntabwo ari ugutanga ibitekerezo by'ibanga) NIST AI RMF 1.0 (kwizerwa no gukorera mu mucyo)
Ihagarara neza (igenzura rirangiye, intambwe ntarengwa, kuzamura) Inyandiko za LangChain “Agents”
Yananiwe mu mutekano (asaba ubufasha, ntabwo yibeshya ku buyobozi) NIST AI RMF 1.0
Irashobora gupimwa (ushobora kuyikoresha ku buryo bworoshye hanyuma ugatanga amanota)

Niba umukozi wawe adashoboye kugeragezwa, muri rusange ni imashini y'imikino y'amahirwe yizewe cyane. Iraryoshye mu birori, iteye ubwoba mu gutunganya 😬

4) Ibyuma by'ingenzi by'ikintu (“imiterere y'umubiri”)

Inyinshi mu nganda zikomeye zifite ibi bikurikira:

A) Umuyoboro w'igenzura 🔁

Uyu niwe muyobozi w'indirimbo:

fata igitego
saba icyitegererezo ku gikorwa gikurikiraho
igikoresho cyo gukoresha
ongeramo ibyo wabonye
Subiramo kugeza igihe inyandiko za LangChain “Agents”

B) Ibikoresho (akaba ari ubushobozi) 🧰

Ibikoresho ni byo bituma umukozi agira akamaro: Inyandiko za LangChain “Ibikoresho”

ibibazo by'ububiko bw'amakuru
kohereza amabaruwa
gukurura amadosiye
kode ikora
guhamagara API z'imbere
kwandikira ama-spreadsheet cyangwa CRM

C) Kwibuka 🗃️

Ubwoko bubiri bw'ingenzi:

kwibuka by'igihe gito: imiterere y'ibikorwa biriho ubu, intambwe za vuba, gahunda iriho ubu
ububiko bw'igihe kirekire: ibyo umukoresha akunda, imiterere y'umushinga, ubumenyi bwakuwemo (akenshi binyuze mu gushyiramo + ububiko bw'imvaho) impapuro za RAG

D) Politiki y'igenamigambi n'iy'imyanzuro 🧭

Nubwo utabyita "gutegura", ukeneye uburyo:

urutonde rw'ibintu by'ingenzi
Inyandiko ya ReAct yo mu buryo bwa ReAct ivuga ngo “tekereza hanyuma igikoresho”
imbonerahamwe z'imirimo
imiterere y'umugenzuzi n'umukozi
Imiterere y'umugenzuzi n'umukozi Microsoft AutoGen (urwego rw'abakozi benshi)

E) Ingamba zo kurinda no gusuzuma 🧯

impushya
gahunda z'ibikoresho by'umutekano OpenAI Structured Outputs
kwemeza umusaruro
intambwe ntarengwa
ububiko bw'amakuru
ibizamini bya NIST AI RMF 1.0

Yego, ni ubuhanga kuruta gushishikariza. Ibyo ni byo… by'ingenzi.

5) Imbonerahamwe yo kugereranya: uburyo buzwi bwo kubaka umukozi 🧾

Hasi hari "Imbonerahamwe yo kugereranya" ifatika - hamwe n'ibintu bike bidasanzwe, kuko amakipe nyayo ari ibintu bidasanzwe 😄

Igikoresho / Umushinga	Abareba	Igiciro	Impamvu bikora	Inyandiko (akajagari gato)
LangChain	abubatsi bakunda ibice bigize imiterere ya lego	ubuntu-ish + infra	ibidukikije binini by'ibikoresho, kwibuka, imiyoboro	ishobora kumera neza iyo utavuze ibintu neza
LlamaIndex	Amakipe akomeye cyane	ubuntu-ish + infra	Imiterere ikomeye yo gushakisha, gutondeka, guhuza	byiza cyane iyo umukozi wawe ari "gushakisha + gukora"… ibi ni ibisanzwe
Uburyo bwo gukoresha OpenAI Assistants	amakipe ashaka kwihuta mu gutegura	bishingiye ku ikoreshwa	Imiterere y'ibikoresho byubatswemo hamwe n'uko bigenda	mu mfuruka zimwe na zimwe, ariko isuku kuri porogaramu nyinshi	OpenAI Ikoresha API OpenAI Assistants function calling
Semantic Kernel	abatezimbere bashaka gahunda ihamye	ubuntu-ish	incamake nziza ku buhanga/imikorere	yumva "ameze neza mu bucuruzi" - rimwe na rimwe ibyo ni ishimwe 😉
AutoGen	abagerageza bakoresheje ibikoresho byinshi	ubuntu-ish	Imiterere y'imikoranire hagati y'abakozi n'abakozi	ashobora kuvuga cyane; gushyiraho amategeko akaze yo guhagarika akazi
CrewAI	Abafana b' "amakipe y'abahagarariye"	ubuntu-ish	inshingano + imirimo + ihererekanya ry'ibanga biroroshye gusobanura	bikora neza iyo imirimo ikozwe neza, atari iyoroshye
Ishyamba ry'ibyatsi	gushakisha + abantu bashinzwe imiyoboro	ubuntu-ish	imiyoboro ikomeye, gukusanya, ibice	"ikinamico y'abahagarariye abandi" igabanuka, "uruganda rukora neza"
Zingura ubwawe (umuyoboro wihariye)	abantu bakunda ibintu bidasanzwe (bakundana)	igihe cyawe	ubumaji buke, ubushishozi bwinshi	ubusanzwe ni bwo buryo bwiza bwo kuramba… kugeza igihe uvuguruye byose 😅

Nta muntu n'umwe utsinda. Amahitamo meza aterwa nuko akazi k'ingenzi k'umukozi wawe ari ugushakisha, gukoresha ibikoresho, guhuza abakozi benshi, cyangwa gukora akazi gakora mu buryo bwikora.

6) Uburyo bwo Kubaka Agent ya AI intambwe ku yindi (uburyo nyabwo bwo kuyikoresha) 🍳🤖

Iki ni cyo gice abantu benshi bareberaho, hanyuma bakibaza impamvu umukozi yitwara nk'umukara uri mu bubiko.

Intambwe ya 1: Sobanura akazi mu nteruro imwe 🎯

Ingero:

"Andika igisubizo cy'umukiriya ukoresheje politiki n'amatike, hanyuma usabe icyemezo."
"Suzuma raporo y'ikosa, uyikosore, hanyuma utange igisubizo."
"Hindura inyandiko z'inama zidatunganye mo imirimo, ba nyirayo, n'igihe ntarengwa."

Niba udashobora kubisobanura mu buryo bworoshye, umukozi wawe na we ntashobora kubisobanura. Ndavuga ko bishobora, ariko bizahinduka, kandi improvisation niho ingengo y'imari ipfa.

Intambwe ya 2: Hitamo urwego rw'ubwisanzure (rwo hasi, ruri hagati, ruryoshye) 🌶️

Ubwigenge buke: butanga intambwe, gukanda kw'abantu "kwemeza"
Hagati: ikoresha ibikoresho, isohora inyandiko, irushaho kwiyongera bitewe n'uko umuntu atabizi neza
High: ikora kuva ku mpera kugeza ku mpera, ikora gusa ku bantu ku buryo butari bwo

Tangirira hasi ugereranyije n'uko ushaka. Ushobora kubikora nyuma.

Intambwe ya 3: Hitamo ingamba zawe z'icyitegererezo 🧠

Ubusanzwe uhitamo:

icyitegererezo kimwe gikomeye kuri buri kimwe (cyoroshye)
icyitegererezo kimwe gikomeye + icyitegererezo gito ku ntambwe zihendutse (gushyira mu byiciro, inzira)
ingero zihariye (icyerekezo, amategeko, imvugo) nibiba ngombwa

Fata umwanzuro kandi:

tokens ntarengwa
ubushyuhe
niba wemerera ibitekerezo birebire imbere (urashobora, ariko ntushyire ahagaragara urukurikirane rw'ibitekerezo ku bakoresha)

Intambwe ya 4: Sobanura ibikoresho ukoresheje imiterere ikomeye 🔩

Ibikoresho bigomba kuba:

bito
byanditse
byemewe
Ibisubizo bya OpenAI byemewe

Aho gukoresha igikoresho cyitwa do_anything(input: string), kora:

shakisha_kb(ikibazo: umurongo) -> ibisubizo[]
create_ticket(umutwe: umurongo, umubiri: umurongo, icyambere: enum) -> ticket_id
send_email(kuri: umurongo, umutwe: umurongo, umubiri: umurongo) -> imiterere OpenAI Function guhamagara ubuyobozi

Niba uhaye umukozi umucanga, ntugatangare iyo ucanye uruzitiro ukuraho n'uruzitiro.

Intambwe ya 5: Kora umuyoboro w'igenzura 🔁

Umuyoboro muto:

Tangira ukoresheje intego + umwimerere w'ibanze
Baza icyitegererezo uti: “Igikorwa gikurikiraho?”
Niba igikoresho gihamagarwa - shyira mu bikorwa igikoresho
Ongeramo ibyo wabonye
Reba uko guhagarara bihagaze
Subiramo (n'intambwe ntarengwa) Inyandiko za LangChain “Agents”

Ongeraho:

igihe cyo guhagarara
gusubiramo igerageza (witonde - gusubiramo igerageza bishobora kugenda) AWS “Igihe cyarangiye, gusubiramo igerageza, no gusubiramo igerageza hamwe na jitter”
igenamiterere ry'amakosa y'igikoresho (risobanutse neza, rifite imiterere)

Intambwe ya 6: Ongeraho ububiko witonze 🗃️

Igihe gito: komeza "incamake y'imiterere" ivuguruye buri ntambwe. LangChain "Incamake y'ububiko"
Igihe kirekire: bika amakuru arambye (ibyo abakoresha bakunda, amategeko y'ikigo, inyandiko zihamye).

Itegeko ry'ibanze:

niba bihinduka kenshi - bikomeze igihe gito
niba ihamye - iduka rirambye
niba ari ingenzi - bikwamo bike cyane (cyangwa ntubibike na gato)

Intambwe ya 7: Ongeraho kwemeza no gutanga "umunenga" 🧪

Uburyo buhendutse kandi bufatika:

umukozi atanga umusaruro
umugenzuzi agenzura imiterere n'imbogamizi
isuzuma ry’icyitegererezo cy’abanenga ku ntambwe zitaramenyekana cyangwa ibyangijwe muri politiki NIST AI RMF 1.0

Ntabwo ari ibintu bitunganye, ariko bitera ubuswa bwinshi butangaje.

Intambwe ya 8: Andika ibintu byose uzicuza ko utabikoze 📜

Ikarita:

guhamagara ibikoresho + ibyinjira + ibisohoka
ibyemezo byafashwe
amakosa
umusaruro wa nyuma
ibimenyetso n'igihe cyo gutinda OpenTemetry observability primer

Ejo hazaza - uzagushimira. Ubu - uzibagirwa. Ubwo ni ubuzima gusa 😵💫

7) Guhamagara ibikoresho bitagukomeretsa umutima 🧰😵

Gukoresha ibikoresho niho "Uburyo bwo Kubaka Agent wa AI" buhinduka ubuhanga nyabwo bwa porogaramu.

Gutuma ibikoresho byizewe (kwizerwa ni byiza)

Ibikoresho byizewe ni ibi bikurikira:

kwiyemeza
urwego ruto
byoroshye kugerageza
umutekano wo kongera gukoresha Stripe “Idempotent requests”

Ongeraho imigozi yo kurinda ku rwego rw'ibikoresho, ntabwo ari ubutumwa gusa

Ibitekerezo ni inama nziza. Kwemeza ibikoresho ni urugi rufunze. OpenAI Structured Outputs

Kora:

urutonde rw'ababyemerewe (ibikoresho bishobora gukoreshwa)
kwemeza ibyashyizwemo
Imbibi z'ibiciro OpenAI Ubuyobozi bw'imbibi z'ibiciro
kugenzura uburenganzira kuri buri mukoresha/ikigo
"Uburyo bwo gukora ibintu mu buryo bworoshye" ku bikorwa biteje akaga

Igishushanyo mbonera cy'ikosa ry'igice

Ibikoresho birananirana. Imiyoboro irahindagurika. Ububasha burarangira. Umukozi agomba:

gusobanura amakosa
Ongera ugerageze ukoresheje backoff iyo bikenewe Google Cloud ongera ugerageze ingamba (backoff + jitter)
hitamo ibindi bikoresho
kwiyongera iyo byafashe

Uburyo butuma umuntu akoresha ikoranabuhanga rito: gusubiza amakosa yateguwe nk'aya:

ubwoko: auth_error
ubwoko: ntabwo_bwabonetse
Ubwoko: rate_limited
Bityo moderi ishobora gusubiza mu buryo bw'ubwenge aho kugira ubwoba.

8) Kwibuka bigufasha aho kuguhangayikisha 👻🗂️

Ukwibuka kurakomeye, ariko bishobora no kuba imyanda.

Ubwibutso bw'igihe gito: bukomeze kuba buke

Koresha:

intambwe za nyuma za N
incamake ikora (ivugururwa buri murongo)
gahunda iriho ubu
inzitizi zigezweho (ingengo y'imari, igihe, politiki)

Iyo ushyize ibintu byose mu murongo, ubona:

igiciro kiri hejuru
gutinda buhoro
urujijo rwinshi (yego, nubwo bimeze bityo)

Kwibuka igihe kirekire: kugarura ibintu hejuru y' "ibintu byoroshye"

"Ubwibutso bw'igihe kirekire" bwinshi bumeze nka:

gushyiramo ibintu
ububiko bw'ibyuma
impapuro za RAG zo kugarura umusaruro mwinshi (RAG)

Umukozi ntabwo afata mu mutwe. Akuramo uduce duto tw'ingenzi mu gihe cyo gukora. LlamaIndex “Intangiriro kuri RAG”

Amategeko ngiro yo kwibuka

Bika "ibyo ukunda" nk'ibintu bigaragara: "Umukoresha akunda incamake y'amakuru kandi yanga emojis" (lol, ntabwo ari hano 😄)
"Ibyemezo" bibikwa hamwe n'ibihe cyangwa verisiyo (bitabaye ibyo, ibintu bivuguruzanya birarundana)
Ntuzigere ubika amabanga keretse niba koko ari ngombwa

Dore ikigereranyo cyanjye kidatunganye: kwibuka ni nk'icyuma gikonjesha. Iyo utagisukuye, amaherezo sandwich yawe iraryoha nk'ibitunguru n'agahinda.

9) Imiterere yo gutegura (kuva ku byoroshye kugeza ku byoroshye) 🧭✨

Gutegura ibintu ni ugusenyuka gusa. Ntukabigire nk'amayobera.

Icyitegererezo A: Urutonde rw'ibizakorwa ✅

Icyitegererezo gitanga urutonde rw'intambwe
Ishyira mu bikorwa intambwe ku yindi
Imiterere y'urutonde rw'amavugurura

Ni byiza cyane mu kwinjira mu kigo. Byoroshye, birageragezwa.

Ishusho B: Inzira yo Gusubiramo (impamvu + igikorwa) 🧠→🧰

moderi niyo igena uburyo bwo guhamagara igikoresho gikurikira
ireba umusaruro
asubiramo inyandiko ya ReAct

Iyi niyo shusho isanzwe y'umukozi.

Icyitegererezo C: Umukozi w'umuyobozi 👥

umuyobozi ashyira intego mu bikorwa
abakozi bakora imirimo yihariye
umuyobozi yahuje ibyavuye muri Microsoft AutoGen (uburyo bw'ibikoresho byinshi)

Ibi ni ingirakamaro iyo imirimo ishobora kugereranywa, cyangwa iyo ushaka "inshingano" zitandukanye nka:

umushakashatsi
umukoresha kode
umwanditsi mukuru
Igenzura ry'ibipimo ngenderwaho (QA)

Icyitegererezo D: Tegura hanyuma ushyire mu bikorwa ukoresheje igenamigambi rishya 🔄

kora gahunda
gushyira mu bikorwa
niba ibisubizo by'ibikoresho bihinduye ukuri, hindura gahunda

Ibi birinda umuntu kudakurikiza umugambi mubi. Abantu nabo barabikora, keretse bananiwe, muri icyo gihe nabo bakurikiza imigambi mibi.

10) Umutekano, kwizera, no kutirukanwa 🔐😅

Niba umukozi wawe ashobora kugira icyo akora, ukeneye igishushanyo mbonera cy'umutekano. Ntabwo ari "byiza kugira". Birakenewe. NIST AI RMF 1.0

Imipaka ikomeye

intambwe ntarengwa kuri buri kwiruka
guhamagara ibikoresho ntarengwa ku munota
Amafaranga ntarengwa akoreshwa kuri buri gihembwe (ingengo y'imari y'amanota)
ibikoresho bibujijwe nyuma yo kwemezwa

Gucunga amakuru

kuraho amakuru y'ingenzi mbere yo kwandika
ibidukikije bitandukanye (dev vs production)
uburenganzira bw'ibikoresho by'amahirwe make

Inzitizi z'imyitwarire

guhatira umukozi gutanga ibimenyetso by’imbere (atari amakuru yo hanze, ahubwo ni amakuru y’imbere)
bisaba ibimenyetso by'uko umuntu atazi neza iyo icyizere kiri hasi
bisaba "kubaza ikibazo gisobanura neza" niba ibitekerezo bidafite ishingiro

Umukozi wiringirwa si we wiyizera cyane. Ni we uzi igihe yibwira… kandi akabivuga.

11) Gupima no gusuzuma (igice buri wese yirinda) 🧪📏

Ntushobora kunoza ibyo udashobora gupima. Yego, uwo murongo uragoye, ariko ni ukuri kubabaje.

Hubaka seti y'ibintu

Kora udukingirizo 30-100 tw’ibipimo:

inzira nziza
amasasu y'inkombe
Imanza z' “ibikoresho byananiranye”
ubusabe budasobanutse neza
Ibitekerezo by'inzitizi (kugerageza gutera umuti ako kanya) OWASP 10 za mbere kuri porogaramu za LLM OWASP LLM01 Prompt Injection

Ibisubizo by'amanota

Koresha ibipimo nka:

igipimo cy'intsinzi ku murimo
igihe cyo kurangiza
igipimo cyo kugarura amakosa mu gikoresho
igipimo cy'ibitekerezo bidafite ibimenyetso (ibivugwa nta bimenyetso)
igipimo cyo kwemerwa n'abantu (niba kiri mu buryo bwo kugenzura)

Ibizamini byo gusubira inyuma ku byo wasabye n'ibikoresho

Igihe icyo ari cyo cyose uhinduye:

igishushanyo mbonera cy'ibikoresho
amabwiriza ya sisitemu
imitekerereze yo gushakisha
imiterere y'ububiko
Ongera ukoreshe suite.

Ibikoresho ni inyamaswa zoroshye kumva. Nk'ibimera byo mu nzu, ariko birahenze cyane.

12) Imiterere yo kohereza amafaranga idashongesha ingengo y'imari yawe 💸🔥

Tangira na serivisi imwe

API y'umugenzuzi w'abakozi
serivisi z'ibikoresho inyuma yayo
kwandika + gukurikirana OpenTelemetry observability primer

Ongeraho uburyo bwo kugenzura ibiciro hakiri kare

ibisubizo byo gushakisha amakuru ajyanye no kubika amakuru
gukanda imiterere y'ibiganiro hakoreshejwe incamake
hakoreshejwe uburyo buto bwo gukurura no gukurura
kugabanya "uburyo bwo gutekereza byimbitse" ku ntambwe zikomeye cyane

Amahitamo rusange y'ubwubatsi

umugenzuzi udafite leta + ububiko bwa leta bwo hanze (DB/redis)
guhamagara ibikoresho ntibishoboka aho bishoboka Stripe “Idempotent requests”
umurongo w'imirimo miremire (kugira ngo udafunga ubusabe bwa interineti burundu)

Nanone: kora "kill switch". Ntuzayikenera kugeza igihe uyikeneye by'ukuri 😬

13) Inyandiko zisoza - verisiyo ngufi ivuga ku buryo bwo kubaka umukozi wa AI 🎁🤖

Niba nta kindi wibuka, ibuka ibi:

Uburyo bwo Kubaka Agent ya AI ahanini ni ukubaka umurongo utekanye ukikije moderi. Inyandiko za LangChain “Agents”
Tangira ufite intego nziza, ubwisanzure buke, n'ibikoresho bikomeye. OpenAI Structured Outputs
Ongeraho ububiko binyuze mu kugarura ibintu, ntabwo ari ukwinjiza ibintu mu buryo budashira. Impapuro za RAG
Gutegura ibintu bishobora kuba byoroshye - urutonde rw'ibintu ugomba gukora no kongera gutegura ibintu bijyana kure.
Gufata amakuru no gusuzuma bihindura akajagari k'ibikoresho ikintu ushobora kohereza. OpenTemetry observability primer
Ibikoresho byo kurinda bigomba kuba muri kode, ntabwo ari mu byo umuntu yakwibutsa gusa. OWASP 10 za mbere kuri porogaramu za LLM

Umukozi si ubumaji. Ni uburyo bufata ibyemezo byiza kenshi bihagije kugira ngo bugire agaciro… kandi bwemere ko bwatsinzwe mbere y’uko bugira ingaruka mbi. Bihumuriza mu buryo bworoheje, mu buryo runaka 😌

Kandi yego, iyo ubyubatse neza, bisa nko guha akazi umutoza muto w’ikoranabuhanga udasinzira, rimwe na rimwe agatinya, kandi agakunda impapuro. Rero, muri rusange ni umutoza.

Urugero rw'ukuri: Kubaka umuhuza wa AI wo gufasha 🎫🤖

Imiterere y'ibyabaye

Tekereza itsinda rito rya SaaS rihabwa amatike y’ubufasha hagati ya 120 na 180 mu cyumweru. Amatike menshi ntabwo agoye, ariko aracyafata igihe: gusubiza ijambo ry’ibanga, ibibazo byo kwishyuza, raporo z’ibibazo by’amakosa, ubusabe bw’ibintu, n’ubutumwa bw’ “ese iyi ni imyitwarire iteganijwe?”.

Chatbot yoroshye ishobora kwandika ibisubizo, ariko ntishobora kugenzura neza uko konti ihagaze, gushakisha ubumenyi, gushyira mu byiciro ibyihutirwa, cyangwa gufata icyemezo cy'igihe umuntu akeneye kwinjiramo. Aha niho umukozi asobanura neza.

Intego si ugusimbura burundu inkunga. Intego ni ukubaka umukozi udafite ubwisanzure buhagije usoma itike nshya, agakusanya amakuru, agatanga igisubizo, hanyuma akagishyira ku murongo ukwiye. Umuntu aracyakira ikintu cyose gikorerwa umukiriya.

Icyo umufasha akeneye

Kugira ngo umukozi akore neza, akeneye ibikoresho bike kandi bigenzurwa:

Umwandiko w'itike uje
Ubwoko bwa gahunda y'umukiriya, imyaka ya konti, n'uko iheruka kwishyurwa
Urutonde rw'impinduka ziheruka ku bicuruzwa cyangwa ibyabaye bizwi
Ingingo z'ikigo cy'ubufasha imbere mu kigo
Igikoresho cyo kuvugurura amatike gifite imirima mike
Igikoresho cyo gusubiza inyandiko, si igikoresho cyo kohereza ubutumwa kuri imeri
Politiki isobanutse yo kuzamura ubukungu

Urutonde rw'ibikoresho rugomba kuguma ari ruto nkana:

ikigo_cy'ubufasha_bwo gushakisha(ikibazo)
get_customer_status(umukiriya_indangamuntu)
kugenzura_ibyabaye_bizwi(agace_k'ibicuruzwa)
ivugururwa_itsinda_ry'itike(ikiranga_itike, icyiciro, icy'ingenzi)
igisubizo_cya_igitekerezo(ikiranga_itike, inyandiko_y'igisubizo)
escalation_to_human(ticket_id, reason)

Menya ikibura: nta gikoresho cyo "gusubiza amafaranga ku mukiriya", "gufunga konti", cyangwa "kohereza igisubizo cya nyuma". Ibyo bikorwa ni bibi cyane ku buryo byakorwa mbere.

Amabwiriza y'urugero

Uri umukozi ufasha mu gukusanya amakuru ku bicuruzwa bya SaaS.

Akazi kawe ni ugushyira mu byiciro amatike azaza, gukusanya gusa amakuru akenewe, kwandika igisubizo gitanzwe, no gufata icyemezo niba itike igomba kongerwa.

Amategeko:

Ntukoherereze ibisubizo abakiriya mu buryo butaziguye.

Koresha ikigo cy'ubufasha mbere yo gusubiza ibibazo by'ibicuruzwa.

Reba uko umukiriya ahagaze mbere yo gusubiza ibibazo byo kwishyura, gahunda, cyangwa uburenganzira bwo kwinjira.

Iyo umukiriya avuze ibitero by’amategeko, ibura ry’amakuru, ibibazo by’umutekano, ihungabana ry’amafaranga, ihagarikwa rya konti, cyangwa imvugo irakaye, bihita bihinduka umuntu.

Niba igisubizo kidashyigikiwe n'ibikubiye mu kigo cy'ubufasha cyangwa amakuru ya konti, vuga ikibura hanyuma ukomeze.

Hagarika nyuma y'ihamagara ry'ibikoresho 6 ntarengwa.

Itike "irangira" gusa iyo ifite icyiciro, icy'ingenzi, incamake y'ibimenyetso, umushinga w'igisubizo, hamwe n'"ikenewe kwemezwa n'umuntu" cyangwa "izamuka".

Uburyo bwo kubigerageza

Tangira n'amatike 30 yo kugerageza mbere yo kuyahuza n'abayakoresha bazima:

Amatike 10 asanzwe, nko gusubiza ijambo ry'ibanga, imipaka ya gahunda, n'ibibazo by'ibanze "nkora nte?"
Amatike 5 yo kwishyuza
Raporo 5 z'ibibazo
Amatike 5 adasobanutse neza afite amakuru abura
Amatike 5 afite ibyago, nko guhangayikishwa n'umutekano, gusaba gusubizwa amafaranga, n'ibirego by'umujinya

Kuri buri tike, tanga amanota:

Ese yahisemo icyiciro gikwiye?
Ese yakoresheje igikoresho gikwiye mbere yo gusubiza?
Ese byakubujije ibirego bidafite ishingiro?
Ese byazamuye amatike y’akaga?
Ese umushinga wari ukeneye guhindurwa cyane?

Uburyo bworoshye bwo gusohora/gutsindwa burahagije mu ntangiriro. Ntugakore byinshi ku buryo bwo gusuzuma mbere yo kumenya niba umukozi atanga agaciro.

Ibisubizo

Ibisubizo by'icyitegererezo: Hashingiwe ku gihe cy'amatike 30 y'icyitegererezo mbere na nyuma yo gukoresha ubu buryo bw'imikorere, umuyobozi w'inkunga ashobora gupima ibi bikurikira:

Igihe mpuzandengo cyo gupima bwa mbere cyagabanutse kuva ku minota 6 kuri buri tike kikagera ku masegonda 90
Amatike 30 yagabanyijwe mu minota 45 aho kuba amasaha 3
Amatike 27 kuri 30 yashyizwe mu cyiciro gikwiye
Amatike 5 kuri 5 afite ibyago yazamuwe neza
Ibisubizo by'abakiriya nta ruhushya rw'umuntu byatanzwe

Iyi mibare ni urugero rw'ikigereranyo, ntabwo ari igipimo cyagaragaye. Igipimo cyoroshye gusubiramo: shyira igihe ku rutonde rumwe rw'amatike y'ibizamini n'intoki, hanyuma uyanyure mu mukozi hanyuma ugereranye neza icyiciro, ukuri ko kuzamuka, n'igihe cyo guhindura.

Ni iki gishobora kugenda nabi

Umukozi ashobora gukomeza gutsindwa mu buryo busanzwe.

Bishobora gushyira umukiriya wababaye ariko woroshye mu cyiciro cy’ "icyihutirwa" kuko imvugo isa n'aho irakaye. Bishobora kwandika igisubizo cyizewe giturutse mu nyandiko ishaje y'ubufasha. Bishobora gukomeza gushakisha igihe gikwiye cyo kongera imbaraga. Bishobora kugaragaza amakuru menshi cyane mu nyandiko y'ibisubizo.

Umuti si "kwandika igitekerezo cyiza" n'ibyiringiro. Ongeraho imipaka ikomeye:

Kongera igihe hagaragaye ururimi rwo kwishyuza, umutekano, amategeko, cyangwa ikoreshwa ry'imyandikire
Saba inyandiko zivuye mu nyandiko z'ubufasha bw'imbere mu ncamake y'ibimenyetso
Komeza "ohereza igisubizo" inyuma y'ibyemejwe n'abantu
Andika buri gikoresho cyose gihamagawe n'inyandiko ya nyuma
Ongera ukoreshe ikizamini cy'amatike 30 nyuma ya buri gisubizo, igikoresho, cyangwa impinduka za politiki

Gufata ibintu mu buryo bufatika

Umukozi w'ingirakamaro ntakeneye ubwisanzure bukabije. Muri uru rugero, agaciro gaturuka ku murongo ugenzurwa: soma itike, shaka aho iherereye neza, uyishyire mu byiciro, andika igisubizo, hanyuma uhagarare kugira ngo ugisuzume. Ibyo biroroshye cyane kwizera, kugerageza no kunoza kurusha umukozi ugerageza "gufata inkunga" akoresheje igitekerezo kimwe gikomeye.

Ibibazo Bikunze Kubazwa

Mu magambo make, umukozi ushinzwe ubuhanga mu by'ubwenge (AI) ni iki?

Umukozi wa AI muri rusange ni umurongo usubiramo: gufata ibitekerezo, gufata icyemezo cy'intambwe ikurikira, gukoresha igikoresho, gusoma ibisubizo, no gusubiramo kugeza birangiye. Igice cy' "umukozi" gituruka mu gukora no kwitegereza, ntabwo ari kuganira gusa. Abakozi benshi ni ikoranabuhanga ryikora ku buryo bwihuse kandi bukoresha ikoranabuhanga, mu gihe abandi bakora nk'umukozi muto ushobora gukira amakosa.

Ni ryari nkwiye kubaka umukozi wa AI aho gukoresha prompt gusa?

Hubaka umukozi mu gihe akazi karimo intambwe nyinshi, impinduka zishingiye ku bisubizo biri hagati, kandi gakeneye ikoreshwa ryizewe ry’ibikoresho (API, ububiko bw’amakuru, gutanga amatike, ishyirwa mu bikorwa ry’amakode). Abakozi nabo ni ingirakamaro iyo ushaka ibisubizo bishobora gusubirwamo hamwe n’inzira zo kurinda no kugenzura ko "byarangiye." Niba igisubizo cyoroshye gikora, umukozi mu gihe cy’akazi akoreshwa mu buryo butari ngombwa kandi akaba ari uburyo bwo gutsindwa by’inyongera.

Nigute nakora igikoresho cya AI kidafata imigozi?

Koresha imiterere ikomeye yo guhagarara: intambwe ntarengwa, guhamagara ibikoresho ntarengwa, no gukosora igenzura ryo kurangiza. Ongeraho gahunda z'ibikoresho, igihe cyo guhagarara, n'ibindi bizagerageza bitazongera kugerageza burundu. Andika ibyemezo n'ibisohoka by'ibikoresho kugira ngo urebe aho byateshutse. Uburyo busanzwe bwo kwirinda ni ukwiyongera: niba umukozi atazi neza cyangwa asubiyemo amakosa, agomba gusaba ubufasha aho kwibeshya.

Ni iyihe miterere ntarengwa yagenwe kugira ngo umenye uburyo bwo kubaka Agent wa AI?

Nibura ukeneye umurongo ngenderwaho uyobora icyitegererezo uha intego n'aho ibintu bizabera, ugasaba igikorwa gikurikiraho, ugashyira mu bikorwa igikoresho nibiba ngombwa, ugashyiraho ibyo wabonye, hanyuma ugasubiramo. Ukeneye kandi ibikoresho bifite imiterere ikomeye y'ibyinjira/ibisohoka hamwe n'igenzura ryakozwe. Ndetse n'umurongo ngenderwaho ushobora gukora neza niba ukomeje gusukura kandi ugashyira mu bikorwa imbibi z'intambwe.

Ni gute nakora igikoresho gikoreshwa kugira ngo gikoreshwe neza?

Komeza ibikoresho bito, byanditse, byemewe, kandi byemejwe—wirinde igikoresho rusange cya “gukora ikintu icyo ari cyo cyose”. Hitamo imiterere ihamye (nk'ibisohoka/guhamagara imikorere) kugira ngo umukozi atabasha gukoresha intoki. Ongeraho urutonde rw'abemerewe, imipaka y'ibipimo, n'igenzura ry'uburenganzira bw'umukoresha/org ku rwego rw'igikoresho. Shyiraho ibikoresho kugira ngo bibe byiza kongera gukoresha igihe bishoboka, ukoresheje imiterere y'indempotency.

Ni ubuhe buryo bwiza bwo kongeramo memory udatumye agent irushaho kuba mbi?

Fata ububiko nk'ibice bibiri: imiterere y'igihe gito (intambwe ziheruka, gahunda iriho, imbogamizi) n'uburyo bwo kubukoresha mu gihe kirekire (ibyo ukunda, amategeko ahamye, inyandiko zijyanye nabyo). Komeza ufatanye mu gihe gito n'incamake, ntabwo ari inyandiko zuzuye. Ku bubiko bw'igihe kirekire, uburyo bwo kubukoresha (embeddings + vector store/RAG patterns) akenshi butera "kwinjiza" ibintu byose mu buryo bunyuranye kandi bikavanga icyitegererezo.

Ni iyihe gahunda nkwiye gukoresha: urutonde rw'ibikorwa, ReAct, cyangwa umukozi ushinzwe kugenzura?

Gahunda y'urutonde rw'imirimo ni nziza iyo imirimo ishobora gutegurwa kandi ukaba ushaka ikintu cyoroshye kugerageza. Imiterere ya ReAct-style irabagirana iyo ibisubizo by'ibikoresho bihinduye ibyo ukora ubutaha. Imiterere y'abayobozi n'abakozi (nk'uburyo bwo gutandukanya inshingano za AutoGen) ifasha iyo imirimo ishobora guhindurwa cyangwa ikayungukiramo imirimo itandukanye (umushakashatsi, umwanditsi w'inyandiko, QA). Tegura hanyuma ushyire mu bikorwa hamwe no kongera gutegura ni inzira ifatika yo kwirinda gahunda mbi zidasobanutse.

Ni gute nakora ibishoboka byose kugira ngo umukozi agire umutekano niba ashobora gufata ingamba zifatika?

Koresha uburenganzira buke kandi uhagarike ibikoresho biteje akaga nyuma yo kwemezwa cyangwa uburyo bwo "gukoresha mu buryo bworoshye". Ongeraho ingengo y'imari n'ibipimo: intambwe ntarengwa, amafaranga menshi akoreshwa, n'imipaka yo guhamagara ibikoresho ku munota. Hindura amakuru y'ingenzi mbere yo kwandika, kandi utandukanye imiterere y'ibikorwa n'ahantu hakorerwa umusaruro. Saba ibimenyetso bitazwi cyangwa gusobanuza ibibazo iyo ibyashyizwemo bisobanutse neza, aho kureka icyizere kigasimbura ibimenyetso.

Ni gute napima kandi ngasuzuma igikoresho cya AI kugira ngo gitere imbere uko igihe kigenda gihita?

Hubaka urubuga rw'ibintu rufite inzira nziza, imipaka, amakosa y'ibikoresho, ubusabe budasobanutse neza, n'igerageza ryo gushyiramo ibintu vuba (OWASP-style). Shaka amanota nk'intsinzi y'akazi, igihe cyo kurangiza, gukira amakosa y'ibikoresho, n'ibirego nta gihamya. Igihe cyose uhinduye gahunda z'ibikoresho, ubutumwa, kugarura, cyangwa imiterere y'ububiko, ongera ukoreshe urubuga. Niba udashobora kugerageza, ntushobora kurwohereza neza.

Nigute nakoresha umukozi ntarinze gutinda no gutakaza amafaranga?

Uburyo busanzwe ni uburyo bwo kugenzura butagira leta bufite ububiko bwa leta bwo hanze (DB/Redis), serivisi z'ibikoresho inyuma yabwo, no kubika no gukurikirana cyane (kenshi na OpenTelemetry). Kugenzura ikiguzi hakoreshejwe uburyo bwo kubika amakuru, incamake y'imiterere y'amakuru, moderi nto zo gushakisha no gukuramo amakuru, no kugabanya "gutekereza cyane" ku ntambwe zikomeye. Koresha umurongo w'amakuru ku mirimo miremire kugira ngo udafunga ubusabe bwa interineti. Buri gihe shyiramo uburyo bwo kwica.

Amareferensi

Ikigo cy'Igihugu cy'Ubuziranenge n'Ikoranabuhanga (NIST) - NIST AI RMF 1.0 (kwizerwa no gukorera mu mucyo) - nvlpubs.nist.gov
OpenAI - Ibisubizo byubatswe mu buryo buteye imbere - platform.openai.com
OpenAI - Ubuyobozi bw'imikorere yo guhamagara - platform.openai.com
OpenAI - Ubuyobozi bw'imbibi z'ibiciro - platform.openai.com
GufunguraAI - Ikoresha API - urubuga.openai.com
OpenAI - Abafasha bakora akazi ko guhamagara - platform.openai.com
LangChain - Inyandiko z'abahagarariye (JavaScript) - docs.langchain.com
LangChain - Inyandiko z'ibikoresho (Python) - docs.langchain.com
LangChain - Incamake y'ububiko - docs.langchain.com
arXiv - Inyandiko yo Gusubiramo (impamvu + igikorwa) - arxiv.org
arXiv - RAG paper - arxiv.org
Isomero ry'abubatsi rya Amazon Web Services (AWS) - Igihe cyo kurangira, gusubiramo igerageza, no gusubiramo igerageza hakoreshejwe jitter - aws.amazon.com
OpenTelemetry - Icyitonderwa cyo kureba - opentelemetry.io
Stripe - Ibisabwa bya Idempotent - docs.stripe.com
Google Cloud - Ongera ugerageze ingamba (gusubiza inyuma + gutitira) - docs.cloud.google.com
OWASP - 10 za mbere ku porogaramu nini z'inyigo z'indimi - owasp.org
OWASP - LLM01 Gutera Inshinge mu Buryo bwihuse - genai.owasp.org
LlamaIndex - Intangiriro kuri RAG - developers.llamaindex.ai
Microsoft - Semantic Kernel - learn.microsoft.com
Microsoft AutoGen - Uburyo bwo gukoresha ibikoresho byinshi (inyandiko) - microsoft.github.io
CrewAI - Ibitekerezo by'abakozi - docs.crevai.com
Ibisigazwa by'ibyatsi (deepset) - Inyandiko za Retrievers - docs.haystack.deepset.ai

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