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Guhanga udushyaAI Understanding ibisobanuro

Cohere amakarita aho ibikoresho bya AI bigera kubikorwa byabantu

Cohere Labs ivuga ko amakuru mashya ya Agentic Task Ecosystem dataset isanga 2,6% gusa mubikoresho rusange bya MCP bigera ku 700.000 bakora imirimo yemewe yumurimo irangira irangiye.

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Source-provided image accompanying Cohere maps where AI agent tools are reaching human work
Inyandiko y'ibanzeInkomoko yanditse
Umwanditsi
cohere.com
Ihuza ry'inkomoko
cohere.comhttps://cohere.com/blog/automations-early-footprint
Ubwoko bw'inkomoko
Inyandiko y'ibanze - itangazo ryemewe, impapuro, dosiye, cyangwa urupapuro rwambere-dusoma mu buryo butaziguye.
ImirongoSobanukirwa ibi mumasegonda 60

Tangira hano

Amagambo y'ingenzi

Umukozi wa AI
Sisitemu ya software ishobora kwitegereza, gutekereza, no gufata ingamba kugirango ugere ku ntego, akenshi ukoresheje ibikoresho nibuka.
MCP (Porotokole y'icyitegererezo)
Gufungura protocole yemerera porogaramu za AI guhuza ibikoresho byo hanze, inkomoko yamakuru, hamwe nabatanga imiterere muburyo busanzwe.
Dataset
Icyegeranyo cyingero zubatswe cyangwa zitubatswe zikoreshwa mumahugurwa, kwemeza, cyangwa kugerageza.
IsuzumeIkibazo cya AI
Source video from cohere.com · shown with attribution.

Byagenze bite

Cohere Labs yasohoye Agentic Task Ecosystem, yubatswe mubikoresho 696.291 byanditswe kurutonde rwa 123,069 rusange ya Moderi ya Context Protokole ya seriveri. Isesengura riherekeza risuzuma imirimo y'akazi abategura kubaka abakozi ba AI bakora kandi ugasanga ibikoresho bya agenti byibanda cyane, bigabanijwe ku buryo butaringaniye kandi bitaragaragaza ibimenyetso byerekana ko byemewe.

Cohere Labs ivuga ko yakusanyije ibikoresho 696.291 bivuye kuri 123,069 rusange ya seriveri ya MCP rusange ku bubiko burindwi muri Gicurasi 2026 hamwe na seriveri zagabanijwe ziri ahantu henshi. Isosiyete isobanura ibyavuye muri Agentic Task Ecosystem nka nini ifunguye ubwoko bwayo, ariko isoko ntabwo itanga aho ikururwa, uruhushya cyangwa uburyo bwo kwinjira. Igiciro ntabwo cyanditse.

Bakoresheje icyitegererezo cyururimi kugirango bahuze ibikoresho na O * NET yibikorwa byakazi, abashakashatsi bakoresheje ikizamini gikomeye: igikoresho cyagombaga gukora umurimo wakazi uzwi kuva kumpera kugeza kumpera, aho gutanga amakuru cyangwa kuzuza intambwe imwe gusa umuntu agikora. Muri kiriya kizamini, 2,6% yibikoresho byujuje ibyangombwa. Cohere avuga ko imyuga 419 kuri 923 idafite ibikorwa byerekana ibikoresho bya agenti.

Amatsinda yisesengura ibikoresho byinshi bidahuye mubice bito byimirimo isanzwe, guhuza imirimo myinshi yanditse, cyangwa ibikorwa remezo bikenewe kugirango abakozi bakore. Cohere igaragaza ibyiciro 35 - hafi 3% byibyiciro byasuzumwe - bigaragara ko ari umurimo mushya udafite mugenzi we ukora akazi, cyane cyane urimo gucunga abakozi nko guhitamo amajwi yubukorikori, guhindura abantu ba AI no gusuzuma niba umukozi ashobora kwizerwa.

Cohere ivuga ko ibikoresho byagaragaye bifitanye isano na AI yerekanwe mubikorwa 178, ariko kwerekana ntibisobanura niba ibikoresho bigera kumirimo isanzwe cyangwa akazi kabuhariwe. Inkomoko ivuga ko ibikoresho bigera ku mirimo yihariye mu bijyanye n'ubuvuzi no kubara, mu gihe bihurira ku mpande zisanzwe mu by'amategeko, umusaruro no kugurisha. Ibi ni ibisubizo byatangajwe n'abanditsi; inkomoko ntabwo ishyiraho ingaruka zubukungu.

Ibisobanuro birambuye: cohere.com ↗

Impamvu ari ngombwa

Ubushakashatsi butanga hakiri kare uburyo bwo gukoresha AI: ibyo abaterankunga bapakiye abakozi kugirango bakore, kuruta ibyo ibigo byohereje cyangwa abakozi bakoresha ubu. Isesengura rya Cohere ryerekana ko ingamba rusange zerekana zitagaragaza ibice byimirimo bigira ingaruka. Iri tandukaniro rishobora kuba ingirakamaro kumishahara, gutanga akazi, amahugurwa nuburyo abakozi bunguka ubumenyi, cyane cyane iyo AI igeze kumirimo yihariye ishingiye kuri software.

ipima itangwa, ntabwo ari iyakirwa, kwizerwa cyangwa ingaruka zubukungu. Igikoresho rusange cyerekana ko uwatezimbere yatekereje kubikorwa bifatika bihagije kugirango apakire umukozi, ariko ntibigaragaza ko isosiyete ikoresha igikoresho, ko ikora neza mubikorwa cyangwa ko abakozi bimuwe.

Inkomoko ivuga ko aho automatike iri imbere yakazi ishobora kuba ingaruka zirenze umugabane wose wimirimo wagaragaye. Gukuraho akazi gasanzwe bishobora gusiga abakozi bafite inshingano zihariye, mugihe gutangiza imirimo yihariye bishobora kugabanya ubumenyi bukenewe kumurimo usigaye. Uburyo bumwe bushobora guhindura umushahara nakazi.

Cohere avuga kandi ko impuguke zaciwe n’ubuhanga bwa tekiniki zahanuye imyuga yakiriye ibikoresho, mu gihe abakozi bavuze ibyo bifuza gukora mu buryo butemewe. Ubwo bushakashatsi butera kwibaza ikibazo cyimiyoborere: niba iterambere rya AI rizakurikiza ibyo abakozi n’abaturage bagize ingaruka ku gaciro, cyangwa cyane cyane ibyo abashinzwe iterambere babona ko byoroshye.

Ubushakashatsi bufite aho bugarukira. Ikubiyemo ububiko rusange kandi ikuraho seriveri yimbere ya MCP, Cohere avuga ko ishobora kwibanda mubikorwa byinyuma. Umugabane wavuzwe 2,6% rero werekanwa nabanditsi nkigorofa, ntabwo igipimo cyuzuye cyo kwikora.

Interactive Mechanism

Uburyo bukoreshwa: Uburyo bukora

Shakisha ikoranabuhanga ryihishe inyuma yiri terambere.

Agent Lifecycle Stage:
1
User Intent & Planning: "Audit customer refund request #4092 and settle payment."
2
Tool Calling: Emits structured JSON call crm_get_transaction(id='4092').
3
Guardrail & Verification:🛡️ Paused: High-value action requires human operator sign-off.
4
Final Settlement: Refund recorded, email receipt dispatched, and audit log stored.
Core takeaway: An AI agent is not just a language model—it is a closed loop of planning, tool invocation, and environment feedback. Production systems require self-healing retries and strict human approval guardrails.
Kugenzura Ibitekerezo Byagenzuwe+10 Points
AI Agents Quiz

An agent must create a draft calendar event for Tuesday at 2 p.m. Which evidence would establish the requested result?

Ibyo kureba

Abashakashatsi, abakoresha n’abafata ibyemezo bazakenera kugereranya imibare namakuru yoherejwe n’ibigo byigenga, imikoreshereze nyayo, akazi n’imibare y’imishahara. Ikibazo cyingenzi kidakemutse nukumenya niba ibikoresho bikuraho imirimo isanzwe yinjira murwego rwo hasi nabyo bigabanya amahirwe kubakozi kugirango batezimbere ubumenyi.

Ibyiza bya bizaterwa nuburyo abandi bashakashatsi bashobora kubigeraho no kubigenzura, kubyara ibyiciro no kugerageza uburyo bwihuse bwibikoresho rusange bihinduka. Inkomoko ntivuga uruhushya rwo gusohora, inyandiko zirenze ingingo cyangwa gahunda yo kubungabunga.

Ibimenyetso bizaza bigomba guhuza ibikoresho rusange nibikorwa byigenga, imikoreshereze yabakozi nibisubizo byakazi-isoko. Hatariho ayo masano, ibyagaragaye muri ATE ntibishobora kwerekana niba umwuga ubangamiwe nubukungu cyangwa niba igikoresho cyongera umusaruro.

Inkomoko yerekana ingaruka runaka zijyanye nakazi kinjira-murwego: niba imirimo isanzwe itunganijwe, abakozi barashobora kugira amahirwe make yo kwiga binyuze muri iyo mirimo mbere yo gufata inshingano zihariye. Niba amashyirahamwe yongeye guhindura amahugurwa n'inzira z'umwuga ni ikibazo gifunguye.

Isesengura kandi ryemeza ko hasuzumwa kuko guhuza akazi hamwe nitsinda ryitsinda rishingiye kubice byururimi-rwicyitegererezo. Cohere ivuga impumyi yumuntu yibyiciro 120 yerekanaga icyerekezo kimwe, ariko isoko ntabwo itanga ibisobanuro bihagije hano kugirango isuzume inzira yuzuye yo kwemeza cyangwa igipimo cyamakosa.

Ibijyanye nuyobora & ibibazo

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