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Guhanga udushyaAI Understanding ibisobanuro

Icapiro risanga imikorere ya AI ikora biterwa no gutsinda kwakazi no gukoresha ibikoresho

Inyandiko nshya ya arXiv ugereranije na OpenClaw na NanoBot isanga nta watsinze imibare yatsindiye kurangiza imirimo yose, ariko ikavuga itandukaniro rinini mugihe no kwibuka cyane. Abanditsi bavuga ko isuzuma ry’abakozi rigomba guhuza ibisubizo n’ibikoresho hamwe n’ibikorwa byakozwe.

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Source-provided image accompanying Preprint finds agentic AI performance depends on both task success and resource use
Inyandiko y'ibanzeInkomoko yanditse
Umwanditsi
arxiv.org
Ihuza ry'inkomoko
arxiv.orghttps://arxiv.org/abs/2608.27886
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

Kwibuka (Memory Memory)
Imiterere yabitswe umukozi wa AI akoresha intambwe cyangwa amasomo kugirango atezimbere.
Ibipimo
Ikizamini gisanzwe cyangwa dataset ikoreshwa mugupima no kugereranya imikorere yicyitegererezo.
Gukoresha Igikoresho
Ubushobozi bwikitegererezo bwo guhamagara ibikoresho byo hanze nko gushakisha, kubara, cyangwa APIs.
IsuzumeIkibazo cya AI

Byagenze bite

Inyandiko ya arXiv yatanzwe ku ya 28 Kanama igereranya OpenClaw na NanoBot nka sisitemu yuzuye ya agent ya AI, harimo imiterere y'ururimi rwabo, ibikoresho, kwibuka, imiyoborere ya leta ndetse no gushyira mu bikorwa intambwe nyinshi. Ku gipimo cyibanze, OpenClaw yarangije 31% yimirimo na NanoBot 25%, ariko raporo yavuzwe 95% intera-bootstrap intera yavuye kuri -3 kugeza kuri 15 ku ijana, kubwibyo ubushakashatsi ntabwo bwashyizeho inyungu zuzuye kuri sisitemu zombi.

Icapiro risuzuma OpenClaw na NanoBot nka sisitemu yuzuye ya agent aho kugereranya imiterere yindimi mu bwigunge. Abanditsi basobanura sisitemu ya agent nkibikorwa byururimi rwerekana ibikoresho, kwibuka, imiyoborere ya leta hamwe nintambwe nyinshi zikorwa. Ibyo gushiraho bifite akamaro kuko buri cyiciro gishobora kugira ingaruka kubyo umukozi akora ndetse nubushobozi bwibikorwa bisabwa kugirango ugerageze umurimo.

Mu bipimo byibanze, OpenClaw yageze kubikorwa byuzuye kurangiza 31% byimirimo, ugereranije na 25% kuri NanoBot. Itandukaniro-amanota atandatu-amanota yaherekejwe na 95% umurimo-bootstrap intera kuva kuri minus 3 kugeza 15%. Hashingiwe kuri iyo ntera, abanditsi bavuga ko nta nyungu zashyizweho zishingiye ku mibare yuzuye ya sisitemu.

Uru rupapuro rutanga raporo irambuye igizwe nibikoresho byinshi. Muri urwo rwego, sisitemu zombi zageze ku ndunduro yuzuye kuri 26% ya progaramu. NanoBot nyamara yageze byibuze kurangiza igice kuri 43% yibisubizo, ugereranije na 26% kuri OpenClaw, byerekana ko amanota yuzuye-yuzuye gusa yahishe itandukaniro mubisubizo hagati muri iyi sisitemu.

Ibipimo by'ibikoresho byatoneshaga NanoBot mubigereranyo byavuzwe. OpenClaw yatwaye igihe kinini kuri 83% yibisobanuro hanyuma yandika agaciro keza-yibuka agaciro kuri buri kibazo. Urupapuro rutanga geometrike igereranya ya 2.98 kumwanya wurukuta na 19.44 kububiko bwo hejuru. Mubintu icumi birambuye-byerekana aho byibuze sisitemu imwe yageze kubice cyangwa byuzuye, NanoBot yiganje cyane kuri umunani. Hafi y'ibisobanuro 23 byose, icyakora, icumi muri 18 byiganjemo ibibazo byari bihendutse kunanirwa hamwe, bivuze ko gukoresha umutungo muke bitajya biherekeza ibikorwa byiterambere.

Ibisobanuro birambuye: arxiv.org ↗

Impamvu ari ngombwa

Urupapuro rwerekana impamvu umukozi urangije imirimo mikeya adashobora kuba sisitemu ifatika niba itwara igihe kinini cyangwa kwibuka. Ibisubizo byayo byerekana kandi ko imyanzuro ngenderwaho ishobora guhinduka mugihe abashakashatsi bagenzuye ibisobanuro birambuye no gutandukanya intsinzi yuzuye, iterambere ryigice hamwe no gutsindwa hamwe.

Umusanzu nyamukuru ni ihame ryo gusuzuma: ubushobozi nigiciro bigomba gupimirwa hamwe kandi bigahuzwa nibikorwa byihariye byatanze ibisubizo. Kubantu bahitamo cyangwa bakoresha sisitemu ya agent, ijanisha ryo kurangiza ryonyine rishobora guhisha niba sisitemu yihuta bihagije, yibuka neza bihagije cyangwa ihora ishobora gutera imbere igice cyingirakamaro.

Ibisubizo byatangajwe bituma ubwo bucuruzi butagaragara. Igipimo cyo kurangiza icyiciro cya 31% cya OpenClaw cyari hejuru cyane ugereranije na 25% ya NanoBot, kandi intera idashidikanywaho ntiyagaragaje uwatsinze wizewe. Nyamara ibisubizo byabigenewe byerekana itandukaniro rinini cyane ryimikorere, hamwe na OpenClaw ifata igihe kinini kuri progaramu nyinshi kandi ugakoresha ububiko bwibikoresho byinshi kuri buri kintu cyagereranijwe.

Itandukaniro hagati yo kurangiza igice no gutsindwa hamwe ni ngombwa cyane. Gukoresha umutungo muke wa NanoBot byamufashe kuganza byinshi, ariko abanditsi bavuga ko icumi muri 18 ziganje muri 23 zose zaba zarahendutse hamwe. Sisitemu ntigomba gufatwa nkibyiza gusa kuko yananiwe kugiciro gito; ibikoresho bikora bigomba gusobanurwa hamwe nubwiza ningirakamaro byibisubizo.

Uru rupapuro rugaragaza kandi ikibazo cyo kubyara no kubazwa. Niba amanota y'ibipimo adahujwe no kugerageza kurwego rwo gukora no gutanga amanota, abashakashatsi nabakoresha ntibashobora kumenya niba ibisubizo byerekana intsinzi yuzuye, iterambere ryigice, gutsindwa gusangiwe cyangwa ibihangano byo gupima. Inkomoko irerekana iyi nkimpamvu yo gukora inyandiko zisesengura birambuye, ntabwo ari ibimenyetso byerekana ko sisitemu isanzwe isumba izindi.

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

Ibibazo nyamukuru byakurikiranwe ni ukumenya niba ibyabonetse bifata runini runini kandi rutandukanye rwimirimo, ibyuma bitandukanye nibikoresho bya software, hamwe nibindi bikoresho. Inkomoko ntabwo itanga ibisobanuro birambuye mubisobanuro byayo, bityo ibipimo byatanzwe byumutungo bigomba gufatwa nkubushakashatsi bwihariye aho kuba urutonde rusange.

Ikibazo cyihuse ni ukumenya niba ikinyuranyo cyatangajwe mugihe cyurukuta hamwe nububiko bwo hejuru bukomeza kurenza ubushakashatsi bwakozwe hamwe nibizamini. Ibisobanuro ntabwo bivuga neza neza ibyakozwe, ibyuma, verisiyo ya software, umubare wibigeragezo byasubiwemo cyangwa uburyo bwo gupima. Ibyo gusiba bigabanya uburyo bwagutse imibare ishobora gukoreshwa.

Basomyi bagomba kandi kureba isuzuma ritanga amanota arenze amanota rusange. Inyigisho zingirakamaro zo gukurikirana zatandukanya kurangiza byuzuye, kurangiza igice no gutsindwa hamwe; erekana inshuro buri sisitemu itsindira kumiterere yinshingano; no gutangaza inyandiko zikorwa zikenewe kugirango uhuze buri gisubizo no gukoresha umutungo. Icapiro ryonyine kutumvikana hagati yibimenyetso byibanze kandi byabigenewe bituma ibi bikorwa byibanze mubushakashatsi.

Umwanzuro w abanditsi nuburyo bwuburyo aho kuba ibicuruzwa. Inkomoko ntabwo yemeza ko NanoBot aribwo buryo bwiza rusange-bugamije, cyangwa ko gukoresha umutungo wa OpenClaw bidafite ishingiro kuri buri murimo. Ibindi bigereranya hamwe nubundi buryo bwa sisitemu, ibyitegererezo binini hamwe no kwigana byigenga byakenerwa mbere yo gufata ibyagaragaye nkisoko ryagutse cyangwa urutonde rwubwubatsi.

Ikintu kitazwi ni uburyo sisitemu yimikoreshereze yimikorere ikorana ningorabahizi no gukoresha ibikoresho. Raporo idasubirwaho igereranya ibipimo no kugereranya-urwego ariko ntibigaragaza ubwoko bwimirimo yateje itandukaniro rinini. Ayo makuru yafasha kumenya niba ibisubizo byerekana umutungo rusange wa sisitemu cyangwa icyitegererezo cyihariye cyakazi cyasuzumwe. Kugeza icyo gihe, ikintu gikomeye gishyigikirwa ni uko isuzuma ryabakozi rigomba gutanga raporo yagenzuwe hamwe nogukoresha ibikoresho hamwe no gutanga amanota.

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