I-Perplexity AI Ikhipha I-WANDR: Ibhentshimakhi Evulekile Yokuhlola Ama-ejenti Ocwaningo Okumele Aseshe Ngokubanzi Nokujula

Abenzeli bocwaningo sebevele baphethe umsebenzi wolwazi lwangempela namuhla. Amaqembu athumela amabalazwe ancintisanayo, inkuthalo efanele, nokubuyekezwa kwezincwadi kuwo. Nokho, amabhentshimakhi amaningi ahlola impendulo eyodwa, hhayi amaqoqo amakhulu asekelwe ebufakazini. Ukudideka kuqondiswe kulegebe ngebhentshimakhi entsha evulekile.
Ukuxakeka kukhululiwe I-WANDR (Ucwaningo Olubanzi FUTHI Olujulile). Iwuphawu lokuma oluvulekile kanye nehhanisi lokuhlola. Yakhelwe cishe imisebenzi engama-500 engokoqobo, eyinselele yokuqoqa idatha yomsebenzi wolwazi. I-WANDR iyingane ebanzi ye-Perplexity's DRACO yocwaningo olujulile. I-DRACO ibuza ukuthi ngabe i-ejenti ikhiqiza umbiko onembile, ophelele, onenhloso yefomu elide. I-WANDR esikhundleni salokho ibuza ukuthi ingabe ingakha iqoqo elikhulu ngobufakazi.
Yini i-WANDR
Emgogodleni wayo, i-WANDR ihlola izimfuno ezimbili ndawonye. Okubanzi kusho ukuthola isethi enkulu, evame ukuvuleka yamabhizinisi afanelekayo. Okujulile kusho ukuphenya yonke inhlangano ngokwanele ukusekela isimangalo ngasinye ngobufakazi. Ukuhlanganisa kokubili kushintsha inkinga kuma-ejenti. Izibonelo ezimbalwa eziphoqayo azanele lapha. Ukulandisa okupholishiwe okwakhelwe phezu kocwaningo olungaphelele nakho kuyasilela.
Ukuze uthwebule lokhu, i-WANDR isebenzisa okuhlanganisekayo Uhlu lwezigaba zokhiye wokufaneleka. Umsebenzi owodwa ungase ucele company(n) -> employee(m) -> url(k). Lokhu kusho ukuthi n izinkampani ezifanelekile, m abasebenzi ngayinye, kanye namakhasi asekelayo k ngalinye. Yonke indlela ephelele edlula esihlahleni iqinisekiswa ngokuzimela. Isakhiwo esifanayo singamela uhlu oluyisicaba, usesho olufakwe esidlekeni, noma i-matrix.
Isibonelo Somsebenzi Kakhonkolo
Ukuze usekele lolo luhlu, cabangela okukhululiwe ceo_cfo_appointments umsebenzi. Icela okungenani izinkampani ezizinze e-US ezingama-70. Ngamunye kufanele abe ne-CEO noma i-CFO aphoyintimenti okumenyezelwe okokuqala phakathi kuka-March 1 no-April 30, 2026. Kunye ngayinye, umenzeli uhlinzeka ngekhasi elilodwa lokuqokwa eligunyaziwe. Umsebenzi ongaphansi wengeza ikhasi legunya lokufakwa kuhlu inkampani ngayinye. Ngokuhlangene, umsebenzi udinga amarekhodi asekelwe kumthombo angu-140.
Ngokuqondile, lezi zigaba ezimbili nerekhodi elilodwa elithunyelwe libukeka kanje:
# Task hierarchies
company(70) -> company_appointee(1) -> url(1) # 70 appointment records
company(70) -> url(1) # 70 listing records
# One record the grader re-fetches and re-checks (values are illustrative)
{
"item": "Example Corp - new CFO",
"url": "
"excerpts": ["Example Corp today named Jane Doe as Chief Financial Officer, effective April 2026."],
"answer": "Jane Doe appointed CFO; announced April 2026"
}
Imisebenzi Engokoqobo, Ekhiqizwe Ngesikali
Ngale kwezibonelo ezilodwa, i-WANDR yakha imisebenzi yayo ngokusetshenziswa kwangempela. Kuqala kumaphethini angakhonjwanga abonwa ekukhiqizeni, hhayi emiyalweni yokwenziwa. Ipayipi le-semi-automated libe seliphendula lawo maphethini abe yimisebenzi. Ipayipi linezigaba ezine: ukuhlwanyela, ukugunyazwa, ukungena, nokunakekelwa. Isebenzisa iluphu yombhali-enomgxeki enamagatshana enomshini wokuhlanganisa.
Ngenxa yalokho, umsebenzi omaphakathi ucela amalungu angama-50 namarekhodi angama-245 esewonke. Kuyo yonke imisebenzi engama-500, i-WANDR ibiza amarekhodi asekelwe kumthombo angu-170,495. Imisebenzi ihlukaniswe yaba ngu-167 ophansi, 166 omaphakathi, nobunzima obuphezulu obungu-167. Ubunzima buncike emsebenzini werekhodi ngalinye, hhayi esikalini sodwa.
I-WANDR Ibafunda Kanjani Ama-Agent
Ngokungafani nokhiye bempendulo abangaguquki, i-WANDR ikala isimangalo ngasinye ngokumelene nobufakazi obushiwo. Wonke amarekhodi aqukethe into, i-URL, izingcaphuno ezikhethiwe, kanye nempendulo. Umdidiyeli ulanda kabusha ikhasi ngesikhathi sokuhlola. Ihlola ukuthi ikhasi liyasebenziseka yini futhi likububanzi. Bese iqinisekisa izingcaphuno ezivela ngempela futhi isekele zonke izimfuneko.
Lezi zinqumo zamarekhodi kanambambili zibe seziqhubekela esigabeni sesigaba. Ukunemba ikala ikhwalithi yalokho okuhanjiswe yisistimu. Khumbula ikala ukuqedwa okulungiswa kwekhwalithi, igcwalisa noma yikuphi ukushoda ngoziro. Ithambile amaphuzu anikeza ikhredithi ingxenye kumalungu angaphelele. Kunzima izikolo zibalwa kuphela amalungu awo umucu ongezansi ogcwele ulungile.
Imiphumela yeBenchmark
Isebenzisa leyo ndlela, i-Perplexity iqhube amasistimu okukhiqiza ayisithupha kuyo yonke imisebenzi engama-500. Uhlelo lwayo lokuSesha njengeKhodi (SaC) luhola. Noma kunjalo, alukho uhlelo olusondela ekuxazululeni ibhentshimakhi.
| Uhlelo | I-Soft F1 | Okuqinile F1 | Amanothi |
|---|---|---|---|
| Ukudideka (Sesha Njengekhodi) | 0.363 | 0.133 | $5.20/umsebenzi, 14.9-min median, 3.82M amathokheni/umsebenzi |
| I-Anthropic | 0.249 | 0.072 | Okuseduze kakhulu ngekhwalithi, kodwa isikhathi esiningi, imali, amathokheni |
| Abanye (okungcono kakhulu) | 0.121 | 0.035 | I-OpenAI, i-Exa ngokushesha futhi eshibhile, kodwa amaphuzu aphansi |
Ngomzamo owengeziwe, i-Perplexity ifinyelela ku-0.447 F1 ethambile xhigh ukulungiselelwa. Izindleko kuzo zonke izilungiselelo zidlula ama-oda angaphezu kwamane obukhulu. Isuka ku-$0.03 ngomsebenzi ngamunye ifike ku-$324.83 ngomsebenzi ngamunye.
Ngale kwebhodi yabaphambili, okutholiwe okune kuyagqama. Okokuqala, inqubekelaphambili ngokwengxenye ivamile, kodwa ukufakwa okuphelele akunjalo. Yonke isistimu ibonisa ukukhumbula okuthambile ngaphansi kokunemba okuthambile. Okwesibili, isikali sihlanganisa inkinga kakhulu. Izigaba ezijulile zilimaza kakhulu, njengoba igatsha ngalinye lengeza iphuzu lokuhluleka. Okwesithathu, ukutholakala kuyibhodlela lokuqala lesakhiwo. Ukuqedwa kokutholwa kwezinga eliphezulu kusuka ku-0.611 kuya ku-0.951 kuwo wonke amasistimu. Ukulethwa okungaphansi kokulethwa, hhayi ukuhlanganisa okuyimpinda, kuchaza ivolumu engekho. Okwesine, ukuthola ikhasi elisebenzisekayo ngokuvamile kulula. Ukuyiguqula ibe ubufakazi obuphelele yingxenye enzima. Ngokuxakeka, u-41.4% wamakhasi ugeja imfuneko enkulu. Futhi, ama-57.5% wezingcaphuno ayehluleka ukusekela isimangalo esigcwele. I-F1 yayo ethambile yehla isuka ku-0.531 ngaphansi kwesheke lokubuyisa kuphela iye ku-0.363 ngaphansi kwesinqumo esigcwele.
Ngokuphawulekayo, i-Search as Code ifanela kahle lo mumo womsebenzi. I-ejenti ingaveza ukubuyisa, ukuhlunga, ukukhipha abalandeli, ukujoyina, ukuphindaphinda, nokumisa ingqondo njengohlelo. I-Deterministic compute bese iphatha imisebenzi ephindaphindiwe ngaphandle komongo wemodeli.



