Whakaahua AI Kore-ārai me te Mea Kua Āraia
I hangaia ngā tātari ihirangi hei ārai i tētahi huinga iti o ngā kino tūturu. I te mahi tūturu ka ārai anō rātou i ngā whakaahua rongoā, i ngā hanga anō taihara, i te tuhi-tinana-ora, i te hītori pakanga, i te whakatoi ētitoriara, me ngā kamupene e whakaahua ana i ā rātou ake hua. Koinei te utu o tērā — me ngā mea ka panoni, kāore rānei e panoni i te tangohanga o te tātari.
Whakarāpopoto
Ka tirotiro ngā kaihanga whakaahua matua i ngā tohutohu me ngā putanga mā ngā kaiwehewehe e kite ana i ngā kupu me ngā pika, kāore rawa i te whāinga. Ka tino puta ngā hapa i tērā, ā, ka tino pā ki ngā mahi mātanga: te anatomi, te taihara, ngā whakaahua tahanga toi, ngā whakaahua hītori, te tirohanga-i-mua, te whakatoi, ngā rauemi mataara haumarutanga, me ngā kaipupuri mana e tono ana mō ā rātou ake waitohu. Ka whakamahia e OVERT (ICML 2025), te paerewa ā-tauine-nui tuatahi mō tēnei momo hē, ngā tohutohu ngāwari-engari-āhua-kino 4,600, ā, ka kitea he horapa te whakakāhore nui rawa puta noa i ngā tauira matua. Ka whakahaere a Shannon i te waihanga whakaahua, te whakatika whakaahua-kotahi me te whakakotahi whakaahua-maha i tā mātou ake tautau GPU, me te kore tātari ihirangi, me te kore paparanga whakakāhore, ā, ka whakakapia te rārangi aukati ki tētahi whakataunga ka kitea: he kāri whakaū e whakaatu ana i te tohutohu tika i mua i te putanga o tētahi mea. Ka piki tō haepapa me tō mātou; kei te Kaupapa Here Whakamahi Haepapa ngā mea e rua. Kāore he waihanga ataata, ā, kei te taupānga kōrerorero ngā mahi whakaahua, kaua i te API.
Tata ki te katoa o te hunga e mahi ngaio ana ki ngā whakaahua he kōrero ōrite tā rātou. Ka hoki mai tētahi tohutohu e whakaahua ana i tētahi mea noa — he tapahanga whiti o te ateate turi, he motokā i te wā o te tukinga, he ako tinana i te waro, he hōia i te tau 1944 — hei takahi kaupapa here. Ka tuhi anō koe, ka riro mai he takahi rerekē. I te mutunga ka tuhia e koe tētahi mea āhua pōhēhē kia paahi, ā, ka riro mai he whakaahua kāore e whakaatu i tāu i hiahia ai. Kāore te taputapu i rahu nui; i rahu haere, ā, ko koe te mea i whakaheke.
01He aha te kaihanga whakaahua AI e whakakāhore ai i tētahi tohutohu e tino tika ana?
Ehara te whakakāhore i te whakaaro o te tauira whakaahua. He putanga nō tētahi papa tātari e karapoti ana i te tauira, ā, ka whakamārama ōna paparanga i te tata katoa o ngā whakakāhoretanga rerekē kua riro i a koe.
| Paparanga | Te mea e tirotirohia ana | Te hē e mōhiotia ana |
|---|---|---|
| Rārangi aukati tohutohu | Ngā aho tūturu me ngā mea āhua rite i tō kuputuhi | Ka aukati i tētahi kupu ahakoa te rerenga huri noa — ka rahu te "speculum", ka paahi te "stethoscope" |
| Kaiwehewehe tohutohu | He whakataunga kua akohia mō te "mōrearea" o te tohutohu | Ka pupuhi i te tata o te kaupapa: ka teitei te kaute o ngā mea tata ki te rongoā, ki ngā patu, ki ngā tinana, ki te tōrangapū |
| Whakangungu whakakāhore o te tauira | Te taikaha o te tauira anō | Ka whakakāhore me te kore hapa, ka hangaia puku rānei he whakakapi kua horoia |
| Kaiwehewehe putanga | Ngā pika kua whakaputaina, kāore he horopaki tohutohu | Kāore e taea te wehe i tētahi kōwae anatomi mai i te pornography, i tētahi whakaahua kiriata mai i tētahi mea tūturu |
| Whakakapinga kaupapa here | Te tuhi anō puku i tō tohutohu i mua i te whakaputa | Ka riro mai he whakaahua, engari kaua ko te mea i tautuhia e koe, ā, kāore koe e whakamōhiotia he aha ai |
He wāhi matapo ōrite tō ia paparanga: kāore tētahi e kite he aha koe i pātai ai. Ka patohia te ingoa ōrite e tētahi kaiwhakaahua rongoā, e tētahi tohunga a te kaitono e hanga anō ana i tētahi tukinga, e tētahi tangata whāinga kino hoki. Ka kite te tātari i te ingoa, kaua i te pukapuka anatomi, i te kōnae take rānei, ā, ka whakatauria ia mā ngā kino ka tukuna e ia — kaua mā ngā mahi ka whakangaromia e ia. I raro i taua tauritenga-kore, ko te tautuhinga tika mō ia kaiwhakahaere ko te whakakāhore nui ake. Koinā hoki te take ehara te "tuhia anō" i te whakatika: kāore te tuhi anō e hoatu mōhiohio hou ki te tātari, ka neke noa i tō tohutohu i ngā kupu i pupuhi ai, ā, ko te tikanga o tērā ka neke atu i tāu i whakaaro ai.
02Ngā mea e tino ārai ai ngā tātari ihirangi
Kāore he take te pānui i tētahi tautohe mō te waihanga kore-tātari e whakaatu ana kāore he take o ngā tātari. He huinga kuiti ngā putanga e noho tonu ana te kino i roto tonu i te whakaahua, ahakoa ko wai i pātai, ahakoa he aha ai:
- Te ihirangi taera e pā ana ki ngā tamariki. Kāore he horopaki e whakaae ai; kāore he mahi ngaio e hiahia ai.
- Ngā whakaahua noho tahi kāore i whakaaetia o ngā tāngata tūturu. Ka pā te kino ki tētahi kāore i whakaae, ā, kāore te tangohanga e whakakore i tērā.
- Te whakawetiweti aro-tika me te whakapehapeha hanga — te whakaatu i tētahi tangata kua whakaingoatia me te mea i mahi ia i tētahi mea kāore i mahia.
- Ngā tuhinga taumata-tinihanga — ngā uruwhenua, ngā kāri tuakiri, ngā moni pepa, ngā hiri me ngā tuhinga pūtea i hangaia hei paahi hei mea tūturu.
- Ngā taunakitanga hangahanga tinihanga — ngā whakaahua hanga o ngā mea tūturu e whakaaturia ana hei tuhinga taunaki, kaua hei whakaahua tā.
He poto te rārangi, ā, he hanganga tōna: kei roto i te hanga te kino, kei tōna āhua rite ki tētahi tangata, tuhinga tūturu rānei, ā, kei tōna whakaaturanga hei pono. Tirohia ngā mea kāore i reira — te tahanga, te toto, ngā patu, ngā mahi nanakia o mua, te tāwai tōrangapū. Ko ērā ngā rawa mata o te rongoā, o te kairīpoata, o te toi, o te taihara me te whakatoi, ā, ko tētahi tātari e kī ana he kāwai kino ērā, kei te whakatinana i tētahi whakaaro whānui ake mō ngā kaupapa e tika ana.
Ka aukatia e Shannon ngā mea katoa o taua rārangi, i roto i tētahi Kaupapa Here Whakamahi Haepapa kua whakaputaina me ngā kāwai kua whakaingoatia me ngā hua, kaua i tētahi ripanga kupu matua ka mau anō i te "placenta". Ko tētahi he ture ka taea e koe te pānui me te pupuri i a mātou ki reira; ko tētahi he matapae mō ō whāinga nā tētahi kaiwehewehe kāore e kitea e koe.
03He pēhea te rahi o te raru whakakāhore-nui-rawa? Ngā mea e ine ai te rangahau
Tae noa ki tata nei, he kōrero noa te whakakāhore nui rawa i ngā tauira whakaahua — he mano tāngata me te kōrero ōrite, kāore he huarahi hei ine. I panoni tērā i te OVERT (OVEr-Refusal evaluation on Text-to-image models), i whakaaturia i ICML 2025 e tētahi rōpū nō UC Berkeley, tae atu ki a Ziheng Cheng, Somayeh Sojoudi, Xuandong Zhao, Dawn Song me Song Mei: te paerewa ā-tauine-nui tuatahi e ine ana i te auau o te whakakāhore a ngā pūnaha kuputuhi-ki-te-whakaahua i ngā tohutohu tino ngāwari.
He hira te hoahoa. Kua hangaia ngā tohutohu 4,600 kia āhua kino, engari he kore kino — te āhua o tētahi tono ngaio tūturu e whakahua ana i tētahi maripi, i tētahi karu, i tētahi porotēhi — ā, ka noho ngā tohutohu tino kino 1,785 ki te taha hei whakataurite, kia kore ai e kaute pai tētahi tauira mā te whakakāhore i ngā mea katoa. Ka rere ngā kāwai e iwa mai i te tūmataiti o te tangata takitahi me te tangata rongonui, ki te manatārua, te whakatoihara, te whakamamae-whaiaro, te ihirangi taera me ngā mahi kōhuru ture, tae atu ki te tūkino.
Ko te kitenga matua he horapa te whakakāhore nui rawa puta noa i ngā kāwai me ngā tauira matua. Ko te tuarua he kino ake mō te huarahi karo o te wā: i whakamātauria e ngā kaituhi te tuhi anō i te tohutohu hei whakaiti, ā, e pūrongo ana rātou "he maha ngā wā ka takahia te pono ki te tikanga o ngā tohutohu taketake". Ka taea e koe te paahi i te tātari mā te panoni i tāu i tono ai, ā, kāore koe e whai i tāu i tono ai.
Ka tae tētahi rangahau kuiti ake ki te whakataunga ōrite mai i te taha pika. I roto i An Art-centric perspective on AI-based content moderation of nudity (Riccio, Curto, Hofmann me Oliver, awheawhe AI4VA i ECCV 2024), ka arotakehia e ngā kaituhi ngā kaiwehewehe NSFW whakaputa e toru mō te tahanga toi, ā, ka kitea te whakatoihara ā-ira me te whakatoihara ā-momo: ka whakawhirinaki te whakataunga mō tētahi ako tinana ki te tinana o wai e whakaaturia ana, ki te momo hoki. He kōrero kua inea tērā mō te mea kua kīia ki ia kaitoi tuhi-tinana-ora he pōhēhē noa.
04E waru ngā momo mahi tika ka aukatia e ngā kaihanga kua āraia
Koinei ngā kāwai ehara te whakakāhore nui rawa i te raru noa, engari he whakamutu mahi. Ki te wātea tētahi take kua pūrongotia, ka whakahuatia; ki te kore i whakaūngia tētahi, ka whakaahuatia te kāwai me te kore e hanga aitua.
1. Ngā whakaahua rongoā me te anatomi
Ko te take kua tino tuhia i te āpiti nei. I Paengawhāwhā 2023, i pūrongo a The Intercept (Debbie Nathan) i aukatia e Midjourney ngā kupu anatomi tae atu ki te speculum, placenta, cervix, vulva, fallopian tubes, mammary glands, uterine, urethra, hymen, sperm, condom me te IUD, i te wā i whakakāhore a DALL·E 2 i te "pills used in medication abortion" me tētahi karere kaupapa here ihirangi. I kitea te tauira e Julia Rockwell, he kaitātari raraunga haumanu i ngana ki te waihanga i tētahi pikitia o te placenta hei koha mō tētahi hoa tohunga koiora-pūtau, ā, i pūrongotia ki MIT Technology Review. Ko te tauritenga-kore te tohu: i puta noa te "stethoscope", i aukatia te "speculum". I kīia e te kairangahau o te Whare Wānanga o Washington a Bill Howe ngā tātari he "ham-fisted", ā, i kī ia i "tata kore e taea te whai kōrerorero pūtaiao mō te whakaputa uri". Kei te hiahia te mātauranga tūroro, ngā pukapuka atlas pokanga me ngā marautanga tapuhi ki ngā tinana kua whakaaturia tikatia, tae atu ki ngā wāhanga kua whakatauhia e tētahi rārangi kupu he kino.
2. Te hanga anō taihara me te hanga anō aitua
E hiahia ana te hanga anō tukinga, te tātari pūtake ahi me ngā whakaaturanga kōti ki te whakaatu i te kino, i ngā tūnga me ngā pūnaha tūkino me te tika haumanu. Ko tētahi tātari kua whakaritea kia paopao i te "blood", i te "gunshot wound" rānei, ka paopao i te ākoranga katoa: kāore te horopaki — he pūrongo tohunga, he kōnae inihua — e kitea e te kaiwehewehe, ā, ko te noho tōkeke tonu e whakaae ai aua whakaahua ki te kōti, koinā tonu e pānuitia ai hei kikino.
3. Ngā whakaahua tahanga toi me te tuhi-tinana-ora
He kaupapa tūāpapa o te toi puta noa i te ao te tinana tahanga, ā, he uho te ako tinana ki te mātauranga toi. Ko te hua ECCV 2024 i runga ake nei te putanga kua inea o ngā kōrero a ngā kaitoi: kāore e taea e ngā kaiwehewehe te wehe pono i tētahi ako tinana mai i te pornography, ā, ka whakatoiharatia ā rātou hapa e te ira me te momo — he tātari tino pakeke ki te tikanga tonu e tika ana kia mōhiotia e ia.
4. Ngā whakaahua hītori me ngā whakaahua pakanga
E hiahia ana te toi pukapuka, te whakamāori whare taonga me ngā kaupapa maumahara ki te whakaatu i ngā kākahu, ngā patu, ngā puni, ngā pakanga me ngā mahi nanakia. He whakaakoranga te take Gemini o Huitanguru 2024, nā te mea i rere te hē ki te huarahi kōaro, ā, i ōrite te kino. I whakamutua e Google te āheinga o Gemini ki te waihanga whakaahua tangata i te 22 o Huitanguru 2024 i muri i tāna hanga i ngā whakaaturanga kua hangaia anō ā-iwi o ngā rōpū hītori, tae atu ki ngā hōia Tiamana o te wā Nazi. I kīia e te Tumu Whakarae a Sundar Pichai ngā putanga he "completely unacceptable"; i whakaae te SVP a Prabhakar Raghavan kua "overcompensated" te tauira, kua noho "over-conservative." Kāore te haumarutanga matapō-horopaki i whakahaumaru ake i ngā whakaahua hītori — i whakateka kē, ā, mō tētahi kaiwhakaputa hītori he kino ake tērā.
5. Te tūkino i te pakiwaitara me te tirohanga-i-mua kiriata
Ka whakaatu ngā papa kōrero, te toi ariā, ngā pakiwaituhi me te hoahoa kēmu i te tūkino mō te take ōrite ki ngā pakimaero me ngā kiriata. Ko tētahi tātari kāore e taea te wehe i tētahi papa kōrero whakamataku mai i tētahi whakawehi, ka kī he mōrearea te ara toi-kōrero katoa — ahakoa he mea tino kore-tūturu tētahi papa kōrero, he mahere mō tētahi whakaaturanga ka whakatūria e ngā kaiwhakaari me ngā rōpū pāhekoheko.
6. Te whakatoi tōrangapū me te pakiwaituhi ētitoriara
Ko te tāwai i te hunga whai mana tētahi o ngā kāwai kōrero kua tino tiakina i te nuinga o ngā manapori, ā, koinā tonu te mea tuatahi ka tangohia e tētahi tātari whakaahua. Ko te take kua tino tuhia ko te whakataunga a Midjourney i Paengawhāwhā 2023 kia aukatia ngā whakaahua o te Perehitini Haina a Xi Jinping me te aukati i tōna ingoa i ngā tohutohu — i pūrongotia e PetaPixel, e Decrypt me ētahi atu — i te wā i whakaaetia tonutia ētahi atu kaiārahi o te ao. I whakamārama te kaiwhakarewa a David Holz i runga i a Discord i hiahia te kamupene ki te "minimize drama", ā, "the ability for people in China to use this tech is more important than your ability to generate satire"; i kīia e Sarah McLaughlin o te Foundation for Individual Rights and Expression he ārai kōrero tērā. Ahakoa te whakataunga mō te tātai pakihi, me whakaingoa te tikanga: he aukati kōrero ā-motu i whakamahia ki ia kaiwhakamahi puta noa i te ao, nā te mea kotahi noa te tautuhinga o tētahi tātari ā-ao.
7. Te rangahau haumarutanga me ngā rauemi mataara-phishing
Ka hanga ngā rōpū haumarutanga i ngā rauemi whakangungu me rite ki te mea e whakatūpato ana rātou: he mata takiuru horihori whakapono, he nama horihori, he waehere QR kino i runga i tētahi mita wāhi waka. Ki tētahi kaiwehewehe kāore e taea te wehe i tērā mai i te whakaeke e ārai ai — ko te āhua pono te take — nō reira ka aukatia ōrite e ngā tātari te ārai me te whakaeke, ā, ka whai painga te kaiwhakaeke, kāore nei i te whakamahi i tētahi taputapu kiritangata kua āraia.
8. Ngā kaipupuri mana ka whakakāhoretia mō ngā whakaahua o ā rātou ake waitohu, hua, āhua rānei
Kāore te tātari manatārua me te tohu hokohoko e tirotiro i te rangatiratanga; ka tirotiro i te āhua rite. Kāore e māmā ki tētahi kamupene te waihanga whakaahua o tāna ake moko, hua rānei, kāore e taea e tētahi kaipupuri mana te whakaahua i tāna ake kiripuaki, ā, he maha ngā wā kāore e taea e te tangata te waihanga i tōna ake kanohi, nā te mea ka whakawhirinaki ngā tātari āhua ki te mōhiotanga, kaua ki te whakaaetanga. Kei roto i a OVERT ngā "copyright violations" i ōna kāwai whakakāhore-nui-rawa e iwa, nā te mea he tino auau tēnei hapa. He taputapu pūhoi te tātari mō tētahi pātai — kei a koe te mana ki tēnei? — kāore e taea e ia te pātai.
E whā o ngā mea e waru i runga ake nei kua herea ki tētahi take kua whakaputaina (rongoā, whakaahua tahanga toi, hītori, whakatoi), me te kāwai manatārua a OVERT mō te tuawaru. Ko te taihara, te tirohanga-i-mua pakiwaitara me ngā rauemi mataara haumarutanga kua kīia hei kāwai: he momo mahi ngaio kua tino mōhiotia e pāngia ana, engari kāore mātou i whakaū i tētahi aitua kua whakaputaina.
He tūmatanui, he taea te whakaū motuhake ia take kua tuhia i runga ake nei. Pānuitia, kaua e whakapono noa ki tā mātou whakaahuatanga.
05He aha ngā kaihanga toi AI e aukati ai i ngā mea hē, ā, he aha ngā hapa tātari ihirangi kāore e taea te whakatika mā te whakarite
Ko te whakautu tere ki te aukati nui rawa ko te "whakangāwari i te paepae". Kāore e whai hua, mō ngā take ā-hanganga, kaua nā te ngoikore o te ngana.
Ka inaki ngā kāwai i te tohu, kaua i te ao tūturu. Ka tiritahi tētahi whakaahua pokanga me te pornography i te tahanga. Ka tiritahi tētahi hanga anō taihara me te kikino i te toto. Ka tiritahi tētahi kiriata mataara me tētahi kete phishing i te puka takiuru horihori. Ka tiritahi tētahi pakiwaituhi whakatoi me tētahi whakapehapeha hanga i tētahi kaitōrangapū e mōhiotia ana. Ko te mea e wehe ai ia takirua ko te whāinga me te whakaaturanga — kāore i te tohutohu, kāore hoki i ngā pika. Kāore he paepae e wehe ana i ngā taupori e rua e noho ana i te rohe ōrite o te wāhi tāuru; mā te neke ka whakawhitihia noa tētahi hapa mō tētahi atu. Koinā i whakaaturia e te take Gemini: he whakauru i hangaia hei whakatika i tētahi hē, ā, i puta tētahi atu, i kīia e te SVP ake a Google he "overcompensated".
He tauritenga-kore ngā utu ki te kaiwhakahaere, kaua ki a koe. Ka puta he kōrero pāpāho i tētahi tātari ka tuku i tētahi whakaahua kino. Ka puta he wahangū i tētahi tātari ka aukati i te tekau mano whakaahua tika, nā te mea kāore te hunga kua whakakāhoretia e whakarōpū — ka whakarere noa. Ka anga te whakahaere tūponotanga i raro i taua tauritenga-kore ki te aukati nui rawa, mō ake tonu. Ā, nā te mea kāore e taea te whakataunga o raro, ka tāpiri haere ngā rārangi aukati i ngā aho tūturu i ia aitua, ā, koinā te take ka pai te "stethoscope", ka aukatia te "speculum". Kāore tētahi i whakatau he mōrearea ake ngā taputapu mō te wahine; i tipu te rārangi i ngā wāhi i tae ai ngā amuamu. E whakawaehere ana i te hītori pāpāho a tētahi kaiwhakahaere, kaua i tētahi ariā mō te kino.
Ka noho te mana ture tino pakeke hei taunoa ā-ao. Kotahi te tātari mō ia kaiwhakamahi i ia whenua, nō reira ka kawea he here i tāpiritia mō tētahi mākete ki te katoa — ko te ture Xi Jinping te tino tauira. Ā, ka whakangaro te tuhi anō i tō tohutohu i tō tikanga, koinā te take whakamātau a OVERT: kua whakaū ā-ringa ia ngaio kua huri i tāna tono hei kupu whakamāmā kia paahi i tētahi tātari. Kāore koe i toa; i whakaae noa koe.
Ehara ēnei i te utu-kore, ā, nā te mea ka rahu puku, kāore te utu e kitea i ngā ine e mātakitakihia ana e tētahi kaiwhakahaere. I muri i ngā whakakāhoretanga maha ka mutu tō pātai, ka whakakuiti kē koe i ia tohutohu ki te mea e matapaetia ana e koe ka paahi; ka puta i te kupu whakamāmā ka paahi i te mutunga tētahi whakaahua e tata ana ki tāu i hiahia ai, engari ehara i te mea tika. Kāore he mōhiohio i tētahi karere kaupapa here whānui mō te paparanga i pupuhi, nō reira ka matapae noa koe, ka ngana anō — ā, he mahi tukurua te mahi whakaahua, nō reira ka whakararu tētahi tātari e mau ana i te kotahi o ia rima ngana i te koromeke, kaua e whakapōturi noa. I taua wā, ko ngā āpiti me te kerēme kaha rawa ki ngā taputapu ngaio, kāore he kaiarotake, kāore he pīra, ā, i te nuinga o te wā kāore he rārangi kua whakaputaina o ngā mea kua aukatia. Ehara tētahi ture kāore e taea te pānui i te ture; he huarere kē.
06Whakaahua AI kore-ārai me te mea kua āraia: ngā mea kē ka panoni
Anei te putanga pono o te whakataurite, tae atu ki ngā mea kāore e hoatu e tētahi pūnaha kore-tātari.
| Wāhanga | Kaihanga kua āraia | Kore-tātari (Shannon) |
|---|---|---|
| Ko wai ka whakatau | He kaiwehewehe e pānui ana i ngā kupu me ngā pika | He tangata e pānui ana i te tohutohu tika |
| Te wā ka mōhio koe | I muri i tō tuku — i ētahi wā i muri i tō utu | I mua i te whakaputa me te utu |
| He aha te ture | Ngā rārangi aukati kāore i whakaputaina, e panoni ana | He Kaupapa Here Whakamahi Haepapa kua whakaputaina |
| Horopaki ngaio | Kāore e kitea e te pūnaha | Māu e pupuri, māu hoki e whakautu |
| Momo hē | Te aukati nui rawa puku, te kōpikopiko o te tikanga | Ka riro i a koe tāu i tono ai — tae atu ki ngā hapa |
| Ko wai kei te kawe i te tūponotanga | Te kaihoko, kua whakahekea ki runga i āu mahi | Kua tiritahi: te kaupapa here kaiwhakahaere me te haepapa kaiwhakamahi |
Ko te rārangi whakamutunga te mea ka tarapekehia e te tangata, ā, ko te mea hira. Ko te tango i tētahi tātari kāore e tango i ngā kāwai kino o te wāhanga 02; ka tangohia te pūrere i matapae hē mō ērā. Ka noho tonu te herenga ki te wāhi i mua, e mau ana ināianei e ngā rōpū e rua ka taea te whakaaro mō te horopaki: te kaiwhakahaere, e whakaputa ana, e whakatinana ana i tētahi kaupapa here, me koe, e mōhio ana he aha te whāinga o te whakaahua. He taputapu te waihanga whakaahua AI kore-tātari mō te hunga kua rite kē ki te tū i muri i ā rātou putanga — te pukapuka atlas a te kaipoka, te pūrongo tohunga, te papa kōrero, te pakiwaituhi — i āraia e tētahi pūnaha kāore e taea te wehe i a rātou mai i tētahi atu.
07Ngā mahi a Shannon — me ngā mea kāore e mahia
He hira ake te tika i te ngākau nui i konei, inā koa mō ngā kaipānui e tae mai ana i tētahi rapunga API.
Ngā mea ka mahia
- Te waihanga. Whakaahuatia he whakaahua i te reo māmā, i tētahi reo. Ka tuhia e Shannon te tohutohu waihanga, ki te reo Ingarihi, ahakoa te reo i pātai ai koe.
- Te whakatika i tētahi whakaahua. Kotahi tonu te tīpuna — he pikitia kei te kōrerorero kē, kua whakapiritia rānei ki tō karere o nāianei — ka panonihia e tētahi tohutohu e kī ana he aha ka panoni, he aha ka noho. Ka mau aunoa i te putanga te tauwehe āhua o te tīpuna.
- Te whakakotahi i ngā whakaahua e rua, neke atu rānei. Te whakawhiti kākahu, te mea-ki-roto-i-te-wāhi, te tangata i te taha o te tangata, hua-ki-runga-tangata, te kaupapa o tētahi whakaahua me te momo o tētahi atu. Ka whakaingoatia e te tohutohu te tūranga o ia whakaahua i te raupapa, ā, ka whakamahia ngā whakaahua tūturu, nō reira ka mau tō rātou āhua tūturu, kaua e whakaahuatia anō ā-kupu.
- Te whakahaere āhua. square (taunoa), portrait, landscape, wide me te tall. Ka toa tonu tētahi tono mārama.
- Te whakaputa i tā mātou ake tautau GPU, me te kore tātari ihirangi i te ara waihanga, me te kore paparanga whakakāhore i te tauira e tuhi ana i te tohutohu.
Ngā mea kāore e mahia
- Kāore he ataata. Kāore a Shannon e whakakori whakaahua, kāore hoki e hanga ataata. Ehara i te mea kei te mahere e huna ngahau ana — kāore noa iho.
- Kāore i te API. Kei te taupānga kōrerorero Shannon te waihanga, te whakatika me te whakakotahi whakaahua. Ka tuku te API /v1 i te kuputuhi me te tirohanga — ka taea e ia te pānui i ngā whakaahua ka tukuna atu e koe — engari kāore e whakaputa.
- Kāore he waihanga i te kore i tonoa. Kāore tētahi mihi, tētahi pātai, tētahi whakaahua kua whakapiritia noatia rānei e whakaoho i tētahi whakaahua. Ko te tono ki a Shannon kia titiro ki tētahi whakaahua — te whakaahua, te pānui, te tātari — he mahi tirohanga noa, ehara i te waihanga, ā, kāore he utu tāpiri.
Te kāri whakaū
Koinei te tikanga hei whakakapi i te tātari, ā, he whiringa hoahoa, kaua he ritenga noa. Ina whakatau a Shannon kei te tono koe mō tētahi whakaahua, ka tuhia e ia te tohutohu waihanga, ā, ka whakaaturia ki a koe i runga i tētahi kāri whakaū i mua i te putanga o tētahi mea. Kāore he mea e hangaia, kāore hoki he utu kia whakaū rā anō koe.
Whakatairitea ngā hoahoa i runga i ō rāua painga. Ka matapae tētahi tātari i tō whāinga me te iti iho o ngā mōhiohio i a koe, ā, ka whakatinana puku i taua matapae. Ka whakatakoto tētahi kāri whakaū i te tautuhinga tūturu o te whakaahua ki mua i te rōpū e mōhio ana he aha tōna whāinga, i mua i te whakapaunga o tētahi rorohiko. Ka mau i a ia ngā pānui hē o tō tono, kāore rawa nei e mau i ngā tātari; ka tuku i a koe ki te tāpiri i te tika anatomi, i te taipitopito hītori rānei kāore i tautuhia e te tauira; ā, ka mārama te haepapa, kaua e marara. I kite koe i te tohutohu, ā, nāu i pēhi te pātene.
08Ka whakapiki te waihanga kore-tātari i te haepapa, kāore e tango
Kei konei tēnei, kaua i tētahi hiku, nā te mea ko te hāwhe tēnei o te tautohe. Ka oati tētahi kaihanga kua āraia i tētahi mea kāore e taea e ia: ka ārai te taputapu i te whakamahi hē mōu. Ka rahu ki ngā huarahi e rua — ka aukati i te kaipoka, ā, kāore e ārai i tētahi tangata kino ū, he whiringa kē ōna, mai anō. Ko tāna mahi pono ko te tuku i te katoa kia whakaaro kua whakahaerehia te haepapa i runga ake, e te pūrere. Ka tangohia e te tangohanga o te tātari taua pakiwaitara; ka hoki te pātai mēnā me ora tētahi whakaahua ki te hunga ka taea te whakautu.
- Te herenga a Shannon Lab LLC. He Kaupapa Here Whakamahi Haepapa kua whakaputaina, kua tautuhia, e whakaingoa ana i ngā kāwai kua aukatia, kaua he rārangi aukati kāore i whakaputaina — he ture ka taea e koe te pānui, te whakahua, me te pupuri i a mātou ki reira.
- Tō herenga. Kei a koe te mōhio ki te whāinga, ki te hunga whāia, ki te mana ture, me te whakaaetanga o ia tangata e whakaaturia ana. Kāore i te taputapu, ā, kāore rawa e taea e tētahi kaiwehewehe. Kei te ora te kāri whakaū kia whakamahia taua mōhiotanga i te wā tonu e hira ana, e te rōpū kei a ia.
- Te rohe kāore e neke. Kāore te "kāore te tātari i ārai i a au" i noho hei whakahoki kōrero i tētahi momo pāpāho. Kāore te kāmera e whakakāhore, kāore te pene rākau e whakakāhore; mā te ture me te matatika ngaio e whakahaere te whakamahi, kaua ko te taputapu. Ka whakahokia e tētahi kaihanga kore-tātari te whakaritenga noa e mahi ai ia atu taputapu ngaio.
Pānuitia te Kaupapa Here Whakamahi Haepapa i mua i tō tīmatanga. He poto, he tautuhi, ā, koia te wāhanga o tēnei hua e taea ai te tautoko i te toenga.
09Ngā pātai auau
He aha te kaihanga whakaahua AI e whakakāhore ai i tētahi tohutohu e tino tika ana?
Nā te mea ka whakawā te nuinga o ngā tātari i ngā kupu o tō tohutohu, kaua i tō whāinga. Ka noho tētahi kaiwehewehe i mua i te tauira, kāore he uru ki te mōhio ko wai koe, he aha koe i pātai ai, nō reira ka patohia te ingoa ōrite e tētahi kaiwhakaahua rongoā, e tētahi kaitātari taihara, e tētahi tangata whāinga kino hoki, ā, ka riro te whakakāhore ōrite ki a rātou katoa. I pūrongo a The Intercept i Paengawhāwhā 2023 i aukatia e Midjourney ngā kupu anatomi tae atu ki te speculum, te placenta me te cervix, i te wā i mahi noa te stethoscope.
He rangahau kei te ine i ngā hapa tātari ihirangi i ngā taputapu toi AI?
Āe. Ko OVERT (arXiv:2505.21347, ICML 2025) te paerewa whakakāhore-nui-rawa tuatahi ā-tauine-nui mō ngā tauira kuputuhi-ki-te-whakaahua: 4,600 ngā tohutohu e āhua kino ana engari he tino ngāwari, puta noa i ngā kāwai haumarutanga e iwa, me te 1,785 tohutohu tino kino hei whakataurite. E pūrongo ana ngā kaituhi he horapa te whakakāhore nui rawa puta noa i ngā tauira matua. He rangahau ECCV 2024 motuhake i kite i te whakatoihara ā-ira me te whakatoihara ā-momo i ngā kaiwehewehe NSFW e toru i arotakehia mō te tahanga toi.
He aha kē te panoni a te kaihanga whakaahua AI kore-ārai?
Ka tangohia e ia te paparanga whakakāhore me te tātari ihirangi i te ara waihanga, nō reira kāore tētahi tono tika e whakarōpū puku anō hei whakaeke. Kāore e tangohia te whakataunga — ka nekehia. Ka whakaaturia e Shannon te tohutohu waihanga tika ki a koe i runga i tētahi kāri whakaū i mua i te putanga o tētahi mea, nō reira ka mahia te whakataunga e tētahi tangata ka kite i ngā mea ka hangaia, i raro i te Kaupapa Here Whakamahi Haepapa.
Ka waihanga ataata a Shannon?
Kāo. Ka waihanga a Shannon i ngā whakaahua hou, ka whakatika i tētahi whakaahua kua tū kē, ka whakakotahi hoki i ngā whakaahua e rua, neke atu rānei hei kotahi. Kāore e whakakori whakaahua, kāore hoki e hanga ataata o tētahi momo.
Ka taea e au te waihanga whakaahua mā te API a Shannon?
Kāo. Kei te taupānga kōrerorero Shannon te waihanga, te whakatika me te whakakotahi whakaahua. Ka tuku te API /v1 i te kuputuhi me te tirohanga — te pānui me te tātari i ngā whakaahua ka hoatu e koe — kaua ko te waihanga whakaahua.
Mēnā kāore he tātari, he aha ka ārai i te whakamahi hē?
Ko te kaupapa here, te kawenga haepapa me tētahi wāhi whakatau e kitea ana, kaua ko tētahi rārangi aukati kupu matua. Kāore rawa a Shannon e waihanga i te kore i tonoa, ka whakaatu i te tohutohu katoa i mua i te whakaputa, kāore he utu kia whakaū rā anō koe, ā, e mahi ana i raro i tētahi Kaupapa Here Whakamahi Haepapa kua whakaputaina e aukati ana i te ihirangi taera e pā ana ki ngā tamariki, i ngā whakaahua noho tahi kāore i whakaaetia o ngā tāngata tūturu, i te whakawetiweti aro-tika, me te tinihanga tuakiri, tuhinga pūtea rānei.
Tonoa te whakaahua e tino hiahiatia ana e koe
Te waihanga, te whakatika whakaahua-kotahi me te whakakotahi whakaahua-maha i te taupānga kōrerorero — kāore he tātari ihirangi, kāore he paparanga whakakāhore, ā, ko te tohutohu i te mata i mua i te whakaputa.
Tīmata Kōrero Kaupapa Here Whakamahi HaepapaNgā whakaahua i te taupānga kōrerorero · kāore he waihanga ataata · ētahi atu rangahau
Ngā puna: Cheng, Huang, Xu, Sojoudi, Zhao, Song & Mei — OVERT (arXiv:2505.21347, ICML 2025) · Riccio, Curto, Hofmann & Oliver — An Art-centric perspective on AI-based content moderation of nudity (arXiv:2409.17156, AI4VA @ ECCV 2024) · Debbie Nathan, The Intercept, 22 Paengawhāwhā 2023 · PetaPixel, 3 Paengawhāwhā 2023 · CNBC, 22 Huitanguru 2024. Ka whakahaerehia a Shannon AI e Shannon Lab LLC, New Mexico, USA.