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Databricks avuga ko gushakisha byagaragaye miliyoni 1.2 z'amadolari y’imyanda ya AI-agent buri mwaka

Databricks ivuga ko amakosa arindwi muri seriveri yimbere ya MCP yateje hafi $ 499.000 mumyanda ya token yumwaka namasaha 12,000 yo gutegereza. Isosiyete ivuga ko gukurikirana no gusesengura imvugo karemano byafashije abashakashatsi bayo kumenya no gukemura ibibazo mu gihe cyisaha imwe.

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Source-provided image accompanying Databricks says tracing exposed $1.2 million in annual AI-agent waste
Inyandiko y'ibanzeInkomoko yanditse
Umwanditsi
databricks.com
Ihuza ry'inkomoko
databricks.comhttps://www.databricks.com/blog/how-we-eliminated-1-million-year-wasted-ai-agent-spend-one-hour
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

MCP (Porotokole y'icyitegererezo)
Gufungura protocole yemerera porogaramu za AI guhuza ibikoresho byo hanze, inkomoko yamakuru, hamwe nabatanga imiterere muburyo busanzwe.
Parameter
Uburemere bwize imbere yicyitegererezo kigira ingaruka kumusaruro wacyo.
Ubukererwe
Igihe kiri hagati yo kohereza icyifuzo no kwakira icyitegererezo cyibisubizo.
IsuzumeIkibazo cya AI

Byagenze bite

Databricks ivuga ko yasanze amakosa arindwi mubikoresho byimbere bikoreshwa nabakozi ba AI mugukora code nibindi bikorwa. Isosiyete ivuga ko kunanirwa kwateje amadolari 499.000 mu kimenyetso cyatakaye ndetse n’amasaha agera ku 12.000 yigihe cyo gutegereza abakozi buri mwaka, kikaba gifite agaciro ka miliyoni 1.2 z'amadolari y’umusaruro wabuze.

Databricks isobanura iperereza ryimbere mugiciro cyibikoresho bya AI bikoreshwa mugukora code nizindi mirimo. Isosiyete ivuga ko abakozi bayo bagera ku ngero zifatizo na seriveri ya MCP itanga ibikoresho byo gukorana n'ibikoresho nk'ibiti bya sisitemu, imbonerahamwe ikoreshwa, amatike yo gushyigikira, na wikisi. Mugihe imikoreshereze yiyongereye, Databricks yakekaga ko guhamagara ibikoresho byananiranye byateje ikiguzi cyihishe kuko abakozi bakunze kugerageza cyangwa gukora hafi yo kunanirwa aho guhagarara.

Isosiyete ivuga ko Unity Gateway ihita itanga ibimenyetso bya OpenTelemetry kubikoresho bya MCP. Izo nyandiko zirimo amazina y'ibikoresho, impaka, amakosa, kubara ibimenyetso, ubukererwe, n'ibiranga amasomo, nk'uko Databricks ibivuga. Ibimenyetso byabitswe mumeza, bituma isosiyete ihuza ibyananiranye kugiti cye nyuma yo kugerageza, gukoresha ibimenyetso, nigihe cyo gutegereza. Databricks avuga ko Genie One noneho reka abashakashatsi babaze ayo makuru mururimi karemano aho kwandika ibibazo SQL intoki.

Mu idirishya rimwe ryamasaha 24, Databricks avuga ko ryagaragaje amakosa yibikoresho 1.409 kumunsi muri Jira na Google Drive cyangwa seriveri ya Docs. Isosiyete yavuze ko amafaranga agera kuri 499.000 y’amadolari y’ibiciro by’umwaka hamwe n’amasaha 12.023 yo gutegereza buri mwaka ku makosa arindwi agaruka. Inkomoko nini yatondekanye ni Jira gushakisha kunanirwa birimo ibipimo byumurima: seriveri yari yiteze umugozi utandukanijwe na koma, mugihe umukozi yatsinze urutonde rwa JSON. Databricks ivuga ko amakosa yabaye inshuro 535 kumunsi kandi yafashe impuzandengo ya 12 kugirango akire.

Ibindi byavuzwe ko byananiranye harimo kubura imirima ya Jira, gusesengura kudashyigikiwe_impaka zimpimbano, Google yimodoka yatoranijwe, guhitamo Google Docs yabuze, hamwe na bytes-na-umurongo udahuye. Databricks ivuga ko abakozi ba coding basabye gukosora seriveri yibikoresho nyuma yuko Genie One ikora urutonde rwamakosa hamwe ninyongeramusaruro zabiteye. Isosiyete iranga inzira yuzuye yo gushakisha, kubara, no gukemura ibibazo nko gufata isaha imwe.

Ibisobanuro birambuye: databricks.com ↗

Impamvu ari ngombwa

Konti yerekana isoko itagaragara yikiguzi cyibikorwa bya AI: abakozi bakira ibikoresho byavunitse byongeye kugerageza, gukeka, cyangwa kugerageza ubundi buryo. Irerekana kandi ko ibikoresho bya seriveri bigomba guhuza itandukaniro ryumvikana mubyakozwe-byinjijwe aho gufata ibintu byose bidahuye nkikosa ryabahamagaye.

Ingingo nyamukuru ifatika nuko igikorwa cya AI-agent gishobora kugaragara ko cyatsinze mugihe kitagikora neza. Databricks ivuga ko ikiguzi gisanzwe gishobora kwerekana gusa kwiyongera gake mukoresha ibimenyetso kandi bigatuma bisa nkikura ryimikoreshereze isanzwe. Inzira zihuza amakosa, gusubiramo, gutinda, hamwe namasomo birashobora kwerekana niba amafaranga yinyongera agaragaza imirimo itanga umusaruro cyangwa gukira inshuro nyinshi bivuye mubikorwa remezo.

Ingero nazo zirwanya igitekerezo rusange kijyanye no kwizerwa kubikoresho. Databricks ivuga ko guhamagarwa kwanditseho ko atari byo byari ugusobanura gushyira mu gaciro. Ikirangantego ni JSON isanzwe yerekana urutonde rwimirima, kurugero, nubwo seriveri runaka yanditse kugirango yemere umugozi utandukanijwe gusa. Muri icyo gihe, inkomoko ivuga ko kunanirwa ari ikibazo cyo guhuza igikoresho aho kuba ikosa ryikitegererezo.

Ibi nibibazo nkuko amashyirahamwe aha abakozi uburyo bwo gukora sisitemu nyinshi. Ihamagarwa ryananiwe rishobora gukoresha ibimenyetso byikitegererezo, gutinza akazi, kongera imikoreshereze y’ibikorwa remezo, no gutuma imyitwarire igora kugenzura. Ubutumwa bwibeshya busobanutse burashobora kugabanya igihe cyo gukira, ariko Databricks ivuga ko umuti urambye ari ugushushanya ibikoresho bikemura ibyateganijwe byinjira, gutanga ibintu bitumvikana, no kwanga impaka zidashyigikiwe muburyo butanga umukozi ubuyobozi bwingirakamaro.

Inkomoko nayo ni konte yibicuruzwa biva muri Databricks, ibikoresho byayo biri mubisubizo biteza imbere. Imibare yacyo ni igereranya rishingiye kumiterere yimbere hamwe nibitekerezo byerekeranye nibiciro byumwaka numusaruro. Konti ntabwo itanga ubugenzuzi bwigenga, uburyo burambuye bwo guhindura ibiciro ku mibare ya miliyoni 1.2 $, cyangwa ibimenyetso byerekana ko kuzigama kimwe kwaba mu mashyirahamwe afite imirimo myinshi, imiterere, seriveri y'ibikoresho, cyangwa amafaranga y'akazi.

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

Imibare yo kuzigama ni Databricks igereranya uhereye kubakozi bayo, ntabwo ari ibisubizo byagenzuwe byigenga. Ibindi bimenyetso byakenerwa mukugabanuka nyuma yo gukosorwa kunanirwa, niba gukosora byakomeje gukora mugihe, nuburyo buryo bwakoreshwa mubindi bikoresho bya sisitemu, ibikoresho, nibidukikije bikora.

Icyingenzi gikurikiranwa ni ukumenya niba Databricks yapimye ibisubizo nyabyo nyuma yo gukosorwa. Inkomoko isobanura imyanda yagereranijwe mbere yo gukosorwa ariko ntisobanura raporo yikosa ryakosowe nyuma yo gukosorwa, kugabanuka kw'ikimenyetso, impinduka mugihe cyo gukira, cyangwa kugenzura amafaranga yazigamye buri mwaka. Ibyo bipimo byafasha gutandukanya isuzuma ryumvikana niterambere rirambye ryimikorere.

Amakipe asuzuma uburyo agomba kandi gusuzuma ubwizerwe bwamakuru akurikirana nimbibi zisesengura. Inkomoko ivuga ko Unity Gateway yandika ibikoresho byibikoresho, amakosa, ibimenyetso, ubukererwe, hamwe nindangamuntu, ariko ntabwo ivuga ku byitegererezo, kubura ibimenyetso, kugenzura ubuzima bwite, kugumana, cyangwa uburyo impaka zumvikana zikemurwa. Ibyo bisobanuro bifite akamaro mugihe ibimenyetso birimo amatike yingoboka, ibiti, inyandiko, cyangwa andi makuru yubucuruzi.

Imiterere iboneka yibicuruzwa byibanze irashobora no kugira ingaruka kubyemewe. Databricks ivuga ko Ubumwe bwinjiriro buraboneka muri rusange kandi imbonerahamwe yacyo ihuriweho na beta, ariko inkomoko ntabwo itanga ibiciro, imipaka ya serivisi, ibisabwa byoherezwa, cyangwa ibisubizo bigereranya nubundi buryo bwo kureba. Ntabwo kandi yerekana ko Genie One ishobora gusubiza byimazeyo ibibazo bimwe murwego rwo gushakisha uko bishakiye.

Muri rusange, urubanza rutera ikibazo kubateza imbere abakozi: ni bangahe igikoresho cyakagombye kwemerwa mbere yuko agahato gatanga uruhushya rushya cyangwa umutekano muke? Mu buryo bwikora guhindura inyongeramusaruro cyangwa kwirengagiza impaka zitunguranye zishobora kugabanya imyanda, ariko irashobora no guhisha amakosa yukuri. Ibizaza bya tekiniki cyangwa ibizamini byigenga bigomba kwerekana uburyo ibyo gukosora bihujwe bigarukira, byinjiye, kandi byemejwe murwego rwo hejuru rwakazi.

Ibijyanye nuyobora & ibibazo

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