Chii chaitika
Vatsvaguri vakaongorora kana mvumo kubva kune mikuru yemhando yemodhi yekurinda inoramba ichishanda pakati penguva yavanenge vapihwa uye nguva iyo yekuzvigadzirisa yega system inoshanda pavari. Vanotsanangura gaka iri senguva-ye-cheki kune-nguva-ye-kushandisa njodzi uye vanopa nzira yekuimisa.
Sosi irekodhi rearXiv repepa rine musoro unoti "Approved Too Late: Verdict Staleness muLLM-Guarded Self-Adaptive Systems," yakatumirwa muna Aug. 26, 2026 uye yakaonekwa seinogamuchirwa ku2026 IEEE International Conference on Autonomic Computing uye Self-Organising Systems. Iro bepa rinoongorora magadzirirwo ega-adaptive, anogona kuchinja maitiro avo achiri kushanda, kana chimiro chikuru chemutauro chinoshanda semurindi unobvumidza kana kuramba chiito. Chirevo chayo chepakati ndechekuti mutongo unogona kuve wakarurama panguva yekutarisa asi wakapera panguva iyo sisitimu inobata chiito chakabvumidzwa.
Vatsvagiri vanotsanangura "mutongo kutsva" sekunge sarudzo yeguardrail inoramba iripo kana ichishandiswa. Vanoparadzanisa zviyero zvitatu: kangani chero mutongo wemumiriri unoshanduka pasi pezvakagadziriswa-chiito chekudzokorora; kangani mvumo inopera maererano nezvinyorwa zvezvinyorwa pazvakarekodhwa zvakavharwa-loop trajectories; uye kushandiswa-nguva kusashanda kunoenderana nemutongo wakaitwa nemumwe mutongi weLLM. Musiyano uyu unokosha nekuti shanduko yemutongo wemumiriri haina kungofanana nechiito chisina kuchengetedzeka, uye danho rine mutongi rinobvunza mubvunzo mudiki pamusoro pemvumo yakapihwa neLLM.
Pakati pezvishanu zvinogoneka kuzvidzora-inogadzirisa-system nharaunda, iyo abstract inoshuma vese-mumiriri-mutongo-shanduko mareti kubva pa5.3% kusvika 48.4% payakajairwa replay shanduko yemasere simulator matanho. Vatsvagiri vanosuma iyo Freshness-Bounded Shield, kana FBS, iyo inofungidzira kutenderwa kwemvumo kubva kune yayo yakachengeteka-parutivi muganho uye ichangoburwa kusarudzika. Iyo nzira inoita izvi pasina muenzaniso wakajeka wezvinomera zvinoshanduka. Pasi pezvirongwa zvakagadziriswa zvakanyorwa muzvinyorwa zvebepa, vanyori vanotaura kuti FBS yakaderedza oracle-yakanyorwa kubvumidzwa-kupera kwemazuva panguva imwe chete yekuchinja kubva ku3.4% -24.7% kusvika 0% -1.8%.
Bepa racho rinoshumawo kuongororwa kwakasiyana kwevatongi vana veLLM. Zvinoenderana neabstract, rukova rwemvumo rwese rwakaratidza kumwe kusashanda kwemutongi-kune mamiriro ekushandisa-nguva kusashanda. Vanyori vanoshandisa mhedzisiro iyi kugadzira "chibvumirano chitsva": mvumo inofanirwa kuve yechokwadi kana yapihwa uye irambe ichishanda kana ichishandiswa. Sosi yacho hairatidze nharaunda shanu, vatongi vana, mabasa epasi, iwo chaiwo maLLM, kana zviri mukati meiyo artefact mune rekodhi rakapihwa, saka izvo zvinhu zvinoramba zvisingazivikanwe pano.
Nei zvichikosha
Zvakawanikwa zvinogadzirisa dambudziko rekuchengetedza muAI masisitimu anogona kushandura maitiro avo kana nharaunda mushure mekugamuchira otomatiki mvumo. Mvumo yaive yechokwadi payakatariswa inogona kunge isisiri yakachengeteka kana ichinge yaitwa, zvichiita kuti nguva ive chikamu chekuvimbika kweguardrail.
Nyaya inoshanda ndeyenguva, kwete kungoti AI guardrail inogona kuronga chiito nemazvo. Sisitimu inogona kuona imwe nyika, yokumbira mvumo yeLLM-based guardrail, yobva yasvika kune imwe nyika isati yaita chiitiko. Kana mvumo ikabatwa sechigarire panguva iyoyo, sisitimu inogona kuita sarudzo ine mamiriro ekuchengetedza asisabatike. Kuumbwa kwebepa saka kunobata kunonoka pakati pekuongorora uye actuation sechikamu chemuganho wekuchengetedza.
Hurongwa hwakataurwa hunoratidza kuti njodzi iyi inogona kusiyana zvakanyanya munzvimbo dzese. A 5.3% kusvika 48.4% yakapararira mukushandurwa kwemutongo wevamiriri vese inoratidza kuti chiyero chimwe chete chechokwadi kana chiyero chekubvumidzwa hachitsanangure kuti sarudzo dzakagadzikana sei nekufamba kwenguva. Iko kupatsanurwa kwemutongo wekuchinja kwemutongo, chirevo-chakanyorwa kupera, uye kusashanda kwemutongi kunobatsira nekuti inodzivirira kubata kusawirirana kwese sekutadza kwakakomba zvakaenzana. Iyo zvakare inojekesa kuti sisitimu inogona kuve ne-nonzero yekushandisa-nguva dambudziko kunyangwe iyo yekuchengetedza kwayo ichiita seyakavimbika panguva yekutarisa.
FBS yakakosha sechikumbiro chedhizaini nekuti inoedza kumanikidza hupenyu hwemvumo pasina kuda muenzaniso wakajeka wesimba rehurongwa. Tsime rinoti rinoshandisa yakachengeteka-parutivi muganho uye ichangoburwa chimiro chekusagadzikana kufungidzira kuti mutongo unoramba uripo kwenguva yakareba sei. Kana kudzikiswa kwakashumwa kukabata kunze kwezvirongwa zvakaedzwa, nzira yakadai inogona kupa vashandisi kudzora kwekongiri yekusarudza kuti mvumo inofanira kumutsiridzwa riini pane kubvumidza sarudzo yeLLM kuenderera nekusingaperi. Iyo yakapihwa sosi, zvisinei, hairatidze kuti nzira yacho yakakodzera kuchengetedzwa-kwakakosha kutumirwa.
Iro bepa zvakare rinofumura muganho mukuongorora LLM . Kuedza chete kana modhi yakapa mhinduro chaiyo panguva yekudzokorora kunogona kupotsa kutadza kunokonzerwa nekuchinja kwenyika kusati kwaitwa. Izvo zvine chekuita nechero AI system yakabatana nekuchinja nharaunda, asi sosi humbowo hunogumira kune mashanu esimulator nharaunda uye nebepa ongororo. Iyo haitauri zviitiko zvinosanganisira masisitimu akaiswa, mhedzisiro yevanhu, kana kudzokorora kwakazvimirira. Izvo zvisingazivikanwi zvakakosha pakushandura chigumisiro muhutungamiri hwekushanda.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
crm_get_transaction(id='4092').An agent must create a draft calendar event for Tuesday at 2 p.m. Which evidence would establish the requested result?
Zvekutarisa zvinotevera
Mibvunzo inotevera ndeyokuti nzira yacho inowanda kupfuura nharaunda shanu dzesimulator, maitiro ayo anofungidzira ari pasi pevatongi vakasiyana uye mutoro webasa, uye kana ichiwedzera mutengo wekushanda kana nzira dzekutadza. Iyo sosi inoshuma preprint uye musangano-yekugamuchirwa zvichemo, kwete humbowo hwekuiswa muhurongwa chaihwo.
Mubvunzo wekutanga ndeye . Sosi haritauri nharaunda shanu kana kutsanangura kuti anomiririra sei masisitimu chaiwo, saka vaverengi havagone kuona kubva murekodhi kuti mitsara yakataurwa inovhara kutonga kwemaindasitiri, mashandiro esoftware, marobhoti, kana imwe kirasi yekuzvigadzirisa. Basa rekutevera rinofanirwa kuratidza kana fungidziro dzehutsva dzichiramba dzakarongeka kana nharaunda yachinja nenzira dzisina kumiririrwa mumarekodhi akarekodhwa.
Mubvunzo wechipiri ndewekutengeserana kwakagadzirwa nehupfupi hwemvumo horizons. Kuzorodza mutongo kazhinji kazhinji kunogona kuderedza kudzikama, asi kwaunobva hakurevi imwe computation, latency, kana nhamba yezviito zvakarambwa kana kunonoka zvakaunzwa neFBS. Izvo zvakare hazvitaure kana kuchengetedzwa kutsva kwakasungwa kunogona kukonzera kupindira kusingakoshi. Aya maitiro ekushanda angaona kana nzira yacho inovandudza kuchengetedzwa kwese system pane kungoyerwa kumwe kutadza chiyero.
Basa revatongi veLLM rinodawo kunyatsoongororwa. Bepa racho rinoti ongororo yevatongi vana yakawana nonzero-inogadziriswa kushandisa-nguva kusashanda murukova rwese rwemvumo, asi chirevo hachipi kuzivikanwa kwemutongi, mhando dzemodhi, kukurudzira, kugovera basa, kana mhedzisiro yemutongi. Pasina iwo ruzivo, hazvigoneke kutaura kana kuwanikwa kunoratidza nzvimbo yakafara yeLLM kana mamwe magadzirirwo. Kuongorora kwakazvimirira uchishandisa mamodheru akasiyana uye marongero esarudzo zvingabatsira kujekesa kusavimbika ikoko.
Chekupedzisira, pepa "chibvumirano chitsva" chinogona kuve chinhu chinodikanwa kune AI yekutarisa masisitimu kana zvimwe zvidzidzo zvikasimbisa. Verification haifanire kuyedza kwete chete kutarisa-nguva chaiyo asiwo kana mvumo inoramba ichishanda pakuita, pasi pekunonoka kwakasiyana uye kuchinja maficha. Parizvino, sosi inotsigira chaiyo yekutsvagisa mhedziso: LLM-yakachengetedzwa yekuzvigadzirisa masisitimu inogona kutarisana nemvumo-yakamira njodzi, uye nhovo yakarongwa yakaderedza kuyerwa kwepepa kuyerwa kupera kwemazuva mumienzaniso yayo yakataurwa. Izvo hazvitsigire zvinoti FBS inobvisa njodzi, inoshanda mukugadzira, kana inovimbisa maitiro akachengeteka.