Isina Kudzorwa vs Ine Sefa muAI Yemifananidzo
Masefa ezvirimo akavakirwa kumisa kukuvara kushoma kwechokwadi. Mukushanda anomisawo mifananidzo yezvekurapa, kudzokorodzwa kweforensic, kudhirowa muviri, nhoroondo yehondo, kunyomba kwemipepanhau uye makambani achitora mifananidzo yezvigadzirwa zvawo. Uyu ndiwo mutengo wacho — uye izvi ndizvo zvinochinja nezvisingachinji kana sefa yabviswa.
Pfupiso
Zvigadziri zvemifananidzo zvakakurumbira zvinoongorora maprompt nezvinobuda nevaongorori vanoona mazwi nemapikiseru, vasingamboone chinangwa. Izvozvo zvinoita kuti kuvharirwa kwezvisina kufanira kuve kusingadzivisiki, uye kunorwadza zvakanyanya pabasa reunyanzvi: anatomy, forensics, unyanzvi husina zvipfeko, mifananidzo yenhoroondo, kuratidza pfungwa yefirimu isati yatorwa, kunyomba, zvinhu zvekudzidzisa nezvekuchengetedza, uye varidzi vekodzero vachikumbira zvimiro zvavo. OVERT (ICML 2025), benchmark yekutanga huru yekutadza uku, inoshandisa maprompt 4,600 asina ngozi asi anoita seane ngozi uye inowana kuti kuramba kwakanyanyisa kwakapararira pamamodhi anotungamira. Shannon inoita kugadzira mifananidzo, kugadziridza mufananidzo mumwe nekusanganisa mifananidzo mizhinji pacluster yedu yemaGPU pasina sefa yezvirimo uye pasina chidzitiro chekuramba, ichitsiva rondedzero yezvakavharirwa nesarudzo inoonekwa: kadhi rekusimbisa rinoratidza prompt chaiyo pasati pagadzirwa chinhu. Izvozvo zvinowedzera basa rako neredu; zvose zviri muMutemo Wekushandisa Nemutsigo. Hapana kugadzirwa kwevhidhiyo, uye basa remifananidzo riri muchat app, kwete muAPI.
Vanenge vose vanoshanda nemifananidzo pabasa vane nyaya imwe chete. Prompt inotsanangura chinhu chakajairika — kucheka kwebvi, mota panguva yekurovana, kudzidza muviri nechoko, musoja muna 1944 — inodzoka ichinzi yatyora mutemo. Unonyorazve, wowana rimwe kutyora. Pakupedzisira unonyora chinhu chisina kujeka zvekuti chinopfuura, wowana mufananidzo usisaratidzi zvawaida. Chishandiso hachina kutadza nekuchema; chakatadza zvishoma nezvishoma, chikaita kuti iwe uve wakadzikisa zvawaida.
01Sei chigadziri chemifananidzo cheAI chichiramba prompt iri pachena kuti iri pamutemo?
Kurambwa kazhinji hakusi maonero emodhi yemifananidzo. Kunobuda mumidziyo yemasefa yakapoteredza modhi, uye zvikamu zvayo zvinotsanangura anenge ose ekurambwa kunoshamisa kwawakamboona.
| Chikamu | Chachinoongorora | Kutadza kwakajairika |
|---|---|---|
| Rondedzero yemazwi akavharirwa | Mazwi chaiwo nemashoko akafanana muzvinyorwa zvako | Inovharira izwi pasinei nemutsara wakaripoteredza — "speculum" rinorambwa, "stethoscope" richipfuura |
| Muongorori weprompt | Kutonga kwakadzidziswa "kwengozi" yeprompt | Inobata pakuswedera kwemusoro wenyaya: chinhu chipi zvacho chiri pedyo nezvekurapa, zvombo, miviri kana zvematongerwo enyika chinowana chiyero chepamusoro |
| Kudzidziswa kweramba pamodhi | Kusada kwemodhi pachayo kwayakadzidziswa | Inoramba isina kubuditsa chikanganiso, kana kuti inonyararidza ichipa chimwe chinhu chakachenwa |
| Muongorori wezvinobuda | Mapikiseru akagadzirwa, pasina mamiriro eprompt | Haigoni kusiyanisa pepa reanatomy nezvinonyadzisa, kana mufananidzo wefirimu nechiitiko chaicho |
| Kutsiviwa nemutemo | Kunyorwazve kweprompt yako muchivande isati yagadzirwa | Unowana mufananidzo, asi kwete waunge wataura, uye hauudzwi kuti sei |
Chikamu chega chega chine mukaha mumwe chetewo: hapana chinogona kuona kuti sei uri kukumbira. Munyori wemifananidzo yezvekurapa, nyanzvi yemumhan'ari ichidzokorodza kurovana kwemota, nemunhu ane pfungwa dzakaipa vose vanonyora zita rimwe chete. Sefa inoona zita, kwete bhuku reanatomy kana faira renyaya, uye inoyerwa nekukuvara kwainopfuudza — hapana painoyerwa nebasa raanoparadza. Pasi pekusaenzana ikoko, gadziriro ine musoro kune anoshandisa ndeyekuti ramba zvakanyanya. Ndicho chikonzero chekuti "nyorazve chete" hachisi chigadziriso: kunyorazve hakupi sefa ruzivo rwayanga isina, kunongoendesa prompt yako kure nemazwi ayakabata, izvo zvinowanzoreva kuenda kure nezvawaireva.
02Zvinonyatsodziviririrwa nemasefa ezvirimo
Nharo dzekutsigira kugadzira pasina sefa dzinonyepedzera kuti masefa aripo pasina chikonzero hadzina basa rekuverengwa. Pane zvishoma zvinobuda zvine kukuvara kuri mumufananidzo pachawo, pasinei nekuti ndiani akakumbira kana kuti sei:
- Zvirimo zvepabonde zvinosanganisira vana. Hapana mamiriro anozviita zvinobvumirwa; hapana basa reunyanzvi rinozvida.
- Mifananidzo yepachivande yevanhu chaivo isina mvumo yavo. Kukuvara kunowira munhu asina kubvuma, uye kubviswa kwemufananidzo hakukudzosi.
- Kunetsa munhu akatarwa nekugadzira nhema dzinopomera — kuita kuti munhu anozivikanwa aoneke seakaita chinhu chaasina kuita.
- Magwaro ekunyepedzera — mapasipoti, makadhi ekuzivikanwa, mari, zvisimbiso nemagwaro emari zvakagadzirwa kuti zvipfuure sezvechokwadi.
- Umbowo hwekunyepedzera hunonyengedza — mifananidzo yakagadzirwa yezviitiko zvechokwadi ichipiwa seumbowo pane semufananidzo unotsanangura.
Rondedzero ipfupi uye ine chimiro: kukuvara kuri muchinhu chacho, mukufanana kwacho nemunhu chaiye kana gwaro, uye mukupiwa kwacho sechokwadi. Cherechedza zvisiri pariri — kusapfeka, ropa, zvombo, utsinye hwenhoroondo, nekusekwa kwezvematongerwo enyika. Izvozvo ndizvo zvinhu zvinovaka zvekurapa, nhau, unyanzvi, forensics nekunyomba, uye sefa inozvitora semativi ekukuvara iri kuzadzisa pfungwa yakakura kwazvo yekuti misoro ipi ine ruremekedzo.
Shannon inorambidza zvose zviri parondedzero iyoyo, muMutemo Wekushandisa Nemutsigo wakabudiswa une mativi akatarwa nemigumisiro, pane tafura yemazwi inobatawo izwi rekuti "placenta." Umwe mutemo waunogona kuverenga uchitibvunza nawo; umwe kufungidzira nezvevavariro dzako kunoitwa nemuongorori waunotadza kuona.
03Dambudziko rekuramba kwakanyanyisa rakakura sei? Zvinoyerwa netsvakurudzo
Kusvikira munguva pfupi yapfuura, kuramba kwakanyanyisa mumamodhi emifananidzo kwaingova nyaya dzevanhu — zviuru zvevanhu vaine nyaya imwe chete pasina nzira yekuyera huwandu hwazvo. Izvi zvakachinja neyakabuda OVERT (OVEr-Refusal evaluation on Text-to-image models), yakapiwa paICML 2025 neboka reUC Berkeley rinosanganisira Ziheng Cheng, Somayeh Sojoudi, Xuandong Zhao, Dawn Song naSong Mei: benchmark yekutanga huru inoyera kuti sisitimu dzinoshandura mavara kuita mifananidzo dzinoramba kangani maprompt asina ngozi zvachose.
Magadzirirwo acho anokosha. Maprompt 4,600 akavakirwa kuratidzika seane ngozi asi asina — chimiro chechikumbiro chebasa reunyanzvi chinotaura nezvebanga rekuvhiya, ronda, kana chiratidziro — uye maprompt 1,785 ane ngozi chaiyo ari padivi pawo semuenzaniso wekuenzanisa, saka modhi haigoni kuwana chiyero chakanaka nekuramba zvose. Mativi mapfumbamwe anotanga nekuvanzika kwemunhu neyevanhu vanozivikanwa achidarika kukodzero dzekunyora, rusarura, kuzvikuvadza, zvirimo zvepabonde nezviito zvisiri pamutemo, achisvika kumhirizhonga.
Chinowanikwa chikuru ndechekuti kuramba kwakanyanyisa kwakapararira pamativi ose uye pamamodhi anotungamira. Chechipiri chinorwadza kupfuura nzira inowanzoshandiswa yekupfuura sefa: vanyori vakaedza kunyorazve prompt sechigadziriso uye vanoshuma kuti "kazhinji kunokanganisa kutendeka kuzvinorehwa nemaprompt ekutanga." Unogona kupfuura sefa nekushandura zvawakumbira, wozoona kuti hauchina zvawakumbira.
Imwe tsvakurudzo diki inosvika pamhedziso imwe chete ichitangira kudivi remapikiseru. MuAn Art-centric perspective on AI-based content moderation of nudity (Riccio, Curto, Hofmann naOliver, musangano weAI4VA paECCV 2024), vanyori vanoedza vaongorori vatatu veNSFW vari kushandiswa pamiviri isina zvipfeko yeunyanzvi vachiburitsa pachena rusarura rwevanhurume nevanhukadzi nerusarura rwezvimiro zveunyanzvi: mutongo pamufananidzo wekudzidza muviri unoenderana nekuti muviri wani wakaratidzwa uye nechimiro chipi. Uku kuyerwa kwechinhu chaiudzwa mudhirowi wega wega wemiviri kuti chaingova mufungo.
04Marudzi masere ebasa riri pamutemo anovharirwa nezvigadziri zvine sefa
Aya ndiwo mativi ekuti kuramba kwakanyanyisa hakusi kunetsa chete asi kumisa basa. Pane nyaya chaiyo yakanyorwa inotaurwa; pasina yakasimbiswa, rudzi runotsanangurwa pasina kugadzira chiitiko.
1. Mifananidzo yezvekurapa neyeanatomy
Nyaya yakanyanya kunyorwa mumunda uyu. MunaApril 2023, The Intercept (Debbie Nathan) yakashuma kuti Midjourney yakange yarambidza mazwi eanatomy anosanganisira speculum, placenta, cervix, vulva, fallopian tubes, mammary glands, uterine, urethra, hymen, sperm, condom neIUD, DALL·E 2 ichiramba "pills used in medication abortion" nemeseji yemutemo wezvirimo. Chimiro ichi chakawanikwa naJulia Rockwell, muongorori wedata yekurapa akanga aedza kugadzira mufananidzo weplacenta sechipo kushamwari yaive nyanzvi yebiology yemasero, akazvishumira MIT Technology Review. Kusaenzana ndiko kunoburitsa pachena: "stethoscope" raigadzira zvakajairika asi "speculum" rakarambidzwa. Mutsvakurudzi weUniversity of Washington Bill Howe akati masefa aya "ham-fisted" uye kuti aiita kuti zvive "basically impossible to have a scientific discussion about reproduction." Kudzidzisa varwere, mabhuku ekuvhiya nezvidzidzo zveunesi zvose zvinoda kuti miviri iratidzwe nemazvo, kusanganisira zvikamu zvakatemwa nerondedzero yemazwi kuti zvinonyadzisa.
2. Kudzokorodzwa kweforensic nekwetsaona
Kudzokorodza kurovana kwemota, kuongorora kwakatangira moto, uye zviratidziro zvedare zvinoda kuratidza kukuvadzwa, maronda nemafambiro emhirizhonga zvine kururama kwechipatara. Sefa yakagadzirirwa kuramba "ropa" kana "ronda repfuti" inoramba munda wose: mamiriro acho — mushumo wenyanzvi, faira reinishuwarenzi — haaonekwi nemuongorori, uye kusarerekera kwacho chaiko kunoita kuti mufananidzo utambirwe mudare ndiko kunoita kuti uverengwe segore.
3. Unyanzvi husina zvipfeko nekudhirowa muviri
Muviri usina zvipfeko musoro wehwaro hweunyanzvi kwose kwose, uye kudzidza muviri ndiko hwaro hwedzidzo yeunyanzvi. Mugumisiro weECCV 2024 uri pamusoro apa ndiwo kuyerwa kwezvinoshumwa nevanyanzvi: vaongorori havasiyanisi zvakavimbika kudzidza muviri nezvinonyadzisa, uye zvikanganiso zvavo zvakarerekera nekuda kwevanhurume kana vanhukadzi nechimiro cheunyanzvi — sefa inonyanya kurwadza tsika chaiyo yayaifanira kuziva.
4. Mifananidzo yenhoroondo neyehondo
Unyanzvi hwemabhuku ezvidzidzo, kutsanangurwa kwemimuseum nezvirongwa zvekurangarira zvinoda kuratidza mayunifomu, zvombo, misasa, hondo neutsinye. Chiitiko cheGemini chaFebruary 2024 chinodzidzisa nokuti kutadza kwacho kwakafamba nedivi rakapesana asi kukakuvadza zvakaenzana. Google yakamisa kugona kweGemini kugadzira mifananidzo yevanhu musi wa22 February 2024 mushure mekunge yagadzira mifananidzo yemapoka enhoroondo yakachinjwa marudzi, kusanganisira masoja eGermany enguva yemaNazi. Mukuru mukuru Sundar Pichai akati zvakabuda "completely unacceptable"; SVP Prabhakar Raghavan akabvuma kuti modhi yakange "overcompensated" ikava "over-conservative." Kuchengetedza kusingaoni mamiriro hakuna kuita kuti mifananidzo yenhoroondo ichengeteke — kwakaita kuti ive yenhema, izvo kune anobudisa mabhuku enhoroondo zvakaipa kupfuura.
5. Mhirizhonga mungano nekuratidza pfungwa yefirimu isati yatorwa
Masitoribhodhi, unyanzvi hwepfungwa, makomiki nekugadzira mitambo zvinoratidza mhirizhonga nechikonzero chimwe chete nemanovhero nemafirimu. Sefa isingakwanisi kusiyanisa sitoribhodhi yezvinotyisa nekutyisidzira inotora nzira yose yeunyanzvi hwengano seine mubvunzo — kunyange sitoribhodhi ichinyatsotaura kuti haisi yechokwadi, iri chirongwa chechiitiko chichazoitwa nevatambi nemapoka ezvishamiso.
6. Kunyomba zvematongerwo enyika nekudhirowa kwemipepanhau
Kuseka vane simba ndicho chimwe chemativi ekutaura akanyanya kudzivirirwa munyika zhinji dzine demokrasi, uye ndicho chinowanzotanga kubviswa nesefa yemifananidzo. Nyaya yakanyorwa yakanyanya kujeka ndeyesarudzo yaMidjourney yaApril 2023 yekurambidza mifananidzo yaMutungamiri weChina Xi Jinping nekuvharira zita rake mumaprompt — yakashumwa nePetaPixel, Decrypt nevamwe — ichiri kubvumira vamwe vatungamiri venyika. Muvambi David Holz akatsanangura paDiscord kuti kambani yaida ku"minimize drama" uye kuti "the ability for people in China to use this tech is more important than your ability to generate satire"; Sarah McLaughlin weFoundation for Individual Rights and Expression akati uku kudzorwa kwekutaura. Pasinei nekuti munhu anofungei nezvekuverenga kwebhizinesi, nzira yacho inofanira kutaurwa: mudzoro wekutaura wenyika imwe wakashandiswa kumushandisi wega wega pasi rose, nokuti sefa yepasi rose ine gadziriro imwe chete.
7. Tsvakurudzo yekuchengetedza nezvinhu zvekudzidzisa nezvephishing
Mapoka ekuchengetedza anovaka zvinhu zvekudzidzisa zvinofanira kutaridzika sechinhu chazvinoyambira nezvacho: chidzitiro chekupinda chekunyepedzera chinonyengedza, invoice yakanyepedzerwa, kodhi yeQR ine ngozi pamuchina wemari yekupaka. Kumuongorori izvi hazvisiyaniswi nekurwiswa kwazvinodzivirira — kufanana nechokwadi ndicho chinangwa — saka masefa anovharira kudzivirira nekurwisa zvakafanana, achibatsira murwisi, uyo aisambozoshandisa chishandiso chevatengi chine sefa.
8. Varidzi vekodzero vachirambirwa mifananidzo yezvimiro, zvigadzirwa kana zviso zvavo
Kusefa kwekodzero dzekunyora nedzemachira ekutengesa hakuongorori kuti ndiani muridzi; kunoongorora kufanana. Kambani haigoni nyore kugadzira mifananidzo yelogo kana chigadzirwa chayo, muridzi wekodzero haagoni kutora mufananidzo wemunhu wake wengano, uye vanhu kazhinji havagoni kugadzira zviso zvavo, nokuti masefa ezviso anotarisa kuzivikanwa pane mvumo. OVERT inoisa "copyright violations" mumativi ayo mapfumbamwe ekuramba kwakanyanyisa nechikonzero chekuti kuvharirwa uku kwezvisina kufanira kwakajairika zvikuru. Sefa mudziyo usingaoni pamubvunzo — une kodzero pachinhu ichi here? — usina nzira yekubvunza nayo.
Mana pane masere ari pamusoro apa akasimbiswa nenyaya chaiyo yakabudiswa (zvekurapa, unyanzvi husina zvipfeko, nhoroondo, kunyomba) pamwe nedivi rekodzero dzekunyora reOVERT rechisere. Forensics, kuratidza pfungwa yefirimu nezvinhu zvekudzidzisa nezvekuchengetedza zvinotaurwa semarudzi: aya mativi ezvakaitika kubasa reunyanzvi anozivikanwa asi hatina kusimbisa chiitiko chakabudiswa chakanangana nawo.
Nyaya yega yega yakanyorwa iri pamusoro apa iri pachena uye inogona kusimbiswa nemumwe munhu. Dziverenge pane kungovimba netsanangudzo yedu.
05Sei zvigadziri zveunyanzvi hweAI zvichivharira zvisiri izvo, uye sei kuvharirwa kwezvisina kufanira kusingagadziriswi nekuchinja chiyero
Mhinduro yekutanga pakuvharira zvakanyanyisa ndeyekuti "dzikisa chiyero." Hazvishandi, nekuda kwezvikonzero zvemagadzirirwo kwete kushaya kuedza.
Mativi acho anosangana pachiratidzo asi kwete muchokwadi. Mufananidzo wekuvhiya nezvinonyadzisa zvinogovana kusapfeka. Kudzokorodzwa kweforensic negore zvinogovana ropa. Sirayidhi yekudzidzisa nekiti yephishing zvinogovana fomu rekupinda rekunyepedzera. Katuni yekunyomba nenhema dzinopomera zvinogovana mutungamiri wezvematongerwo enyika anozivikanwa. Chinosiyanisa mumwe nemumwe chinangwa nemaratidzirwo — zvisipo muprompt uye zvisipo mumapikiseru. Hapana chiyero chinosiyanisa mapoka maviri ari mudunhu rimwe chete rezvinopinda; kuchishandura kunongotsinhanisa chikanganiso chimwe nechimwe. Ndizvo zvakaratidzwa nechiitiko cheGemini: kupindira kwaifanira kugadzirisa kutadza kumwe kwakaburitsa kumwe, kwakatsanangurwa neSVP weGoogle pachake kuti "overcompensated."
Mitengo yacho yakasiyana kune anoshandisa chigadzirwa, kwete kwauri. Sefa inopfuudza mufananidzo mumwe wakaipa inoburitsa nyaya yepanhau. Sefa inovharira zviuru gumi zviri pamutemo inoburitsa kunyarara, nokuti vashandisi vakarambwa havarongi — vanongorega. Kutarisira njodzi pasi pekusaenzana ikoko kunogumira pakuvharira zvakanyanyisa, nekusingaperi. Uye nokuti kutonga chaiko hakuiti, rondedzero dzezvakavharirwa dzinowedzera mazwi chaiwo pese pane zviitiko, ndiko kunobva kuti "stethoscope" rikave rakanaka asi "speculum" rakarambidzwa. Hapana akati zvishandiso zvevanhukadzi zvine ngozi kupfuura zvimwe; rondedzero yakakura payakawira zvichemo. Inonyora nhoroondo yeanoshandisa chigadzirwa nezvezvakataurwa nevanhu, kwete pfungwa yekukuvara.
Nyika ine mitemo yakaomarara inova gadziriro yepasi rose. Sefa imwe chete inoshandira mushandisi wega wega munyika yega yega, saka mudzoro wakawedzerwa nekuda kwemusika mumwe unoendeswa kwavari vose — mutemo waXi Jinping uri muenzaniso mukuru. Uye kunyorazve prompt yako kunoparadza zvawaireva, ndicho chinhu chinoratidzwa nemiedzo yeOVERT: munyanzvi wega wega akashandura chikumbiro chake kuita mashoko akachena kuti chipfuure sefa akazvisimbisa nemaoko ake. Hauna kukunda; wakabvuma zvishoma.
Hapana chimwe cheizvi chisina mutengo, uye nokuti kunotadza kwakanyarara mutengo hauoneki muzviyero zvinotariswa neanoshandisa chigadzirwa. Mushure mekurambwa kwakawanda unorega kukumbira, uchidzikisa prompt yega yega kuenda kune zvaunofungidzira kuti zvichapfuura; shoko rakachena rinozopfuura rinokupa mufananidzo uri pedyo nezvaidiwa negwaro rako, asi usiri iwo. Meseji yemutemo isina kunangana haikuudzi kuti chikamu chipi chakabata, saka unongofungidzira uchiedzazve — uye basa remifananidzo rinodzokororwa, saka sefa inobata kuedza kumwe pakushanu inokanganisa kutenderera kwacho pane kungokunonotsa. Panguva imwe cheteyo, minda ine kodzero yakasimba pane dzose pazvishandiso zvakasimba haipiwi muongorori, haipiwi mukana wekukwidza nyaya uye kazhinji hapana rondedzero yakabudiswa yezvakavharirwa. Mutemo waunotadza kuverenga hausi mutemo; imamiriro ekunze.
06Isina kudzorwa vs ine sefa: zvinonyatsochinja
Heino vhezheni yechokwadi yekuenzanisa, kusanganisira zvausingapiwi nesisitimu isina sefa.
| Chikamu | Chigadziri chine sefa | Chisina sefa (Shannon) |
|---|---|---|
| Chinotonga | Muongorori anoverenga mazwi nemapikiseru | Munhu anoverenga prompt chaiyo |
| Nguva yaunozviziva | Mushure mekunge watumira — dzimwe nguva wabhadhara | Pasati pagadzirwa kana kubhadhariswa chinhu |
| Mutemo wacho | Rondedzero dzisina kubudiswa, dzinogara dzichichinja | Mutemo Wekushandisa Nemutsigo wakabudiswa |
| Mamiriro ebasa reunyanzvi | Haaonekwi nesisitimu | Ndeako kuchengeta, uye ndeako kupindura pamusoro pawo |
| Nzira yekutadza | Kuvharira zvakanyanyisa kwakanyarara, kutsauka kwezvinorehwa | Unowana zvawakumbira — kusanganisira zvikanganiso |
| Anotakura njodzi | Mutengesi, achizvitutira pabasa rako | Zvakagovaniswa: mutemo weanoshandisa chigadzirwa pamwe nekubvunzwa kwemushandisi |
Mutsara wekupedzisira ndiwo unodarikwa nevanhu, uye ndiwo unokosha. Kubvisa sefa hakubvisi mativi ekukuvara ari muchikamu 02; kunobvisa muchina wanga uchifungidzira zvisizvo pamusoro pawo. Basa rinosara pariri, richibatwa zvino nemapato maviri anogona kufunga pamusoro pemamiriro: anoshandisa chigadzirwa, anobudisa uye anosimbisa mutemo, newe, anoziva kuti mufananidzo ndewei. Kugadzira mifananidzo neAI pasina sefa chishandiso chevanhu vakatogadzirira kumira seri kwezvinobuda kwavo — bhuku rachiremba, mushumo wenyanzvi, sitoribhodhi, katuni — vaimiswa nesisitimu isingakwanisi kuvasiyanisa nemumwe munhu.
07Zvinoitwa naShannon — uye zvaasingaiti
Kururama pano kunokosha kupfuura kufara, kunyanya kuvaverengi vanobva mukutsvaga API.
Zvachinoita
- Kugadzira. Tsanangura mufananidzo nemutauro wemazuva ose, mumutauro upi zvawo. Shannon inonyora prompt yekugadzira pachayo, nechiRungu, pasinei nemutauro wawakumbira nawo.
- Kugadziridza mufananidzo mumwe. Mufananidzo mumwe chete wekutanga — uri kare muhurukuro, kana wakanamirwa pameseji yako iripo — uchishandurwa nemurairo unotaura zvinochinja nezvinosara. Chinobuda chinochengeta chiyero chechimiro chemufananidzo wekutanga chega.
- Kusanganisa mifananidzo miviri kana kupfuura. Kutamisa zvipfeko, chinhu munzvimbo, munhu padivi pemumwe munhu, chigadzirwa pamunhu, munhu wemumwe mufananidzo aine chimiro chemumwe. Prompt inotaura basa remufananidzo wega wega nekutevedzana, uye mifananidzo chaiyo ndiyo inoshandiswa, saka chitarisiko chayo chaicho chinochengetedzwa pane kutsanangurwazve.
- Kudzora chimiro. square (chinoshandiswa kana pasina), portrait, landscape, wide netall. Chikumbiro chakajeka chinogara chichikunda.
- Kugadzirwa pacluster yedu yemaGPU, pasina sefa yezvirimo panzira yekugadzira uye pasina chidzitiro chekuramba pamodhi inonyora prompt.
Zvachisingaiti
- Hapana vhidhiyo. Shannon haifambisi mifananidzo uye haigadziri vhidhiyo. Hachisi chinhu chiri parondedzero yezvirongwa chiri kunyaradzwa — hachipo.
- Hazviwanikwi paAPI. Kugadzira, kugadziridza nekusanganisa mifananidzo zviri muchat app yeShannon. API ye/v1 inopa mavara nekuona — inogona kuverenga mifananidzo yaunoituma — asi haiigadziri.
- Hapana kugadzira kusina kukumbirwa. Kukwazisa, mubvunzo kana mufananidzo wakanamirwa zvisina basa hazvitangi kugadzira mufananidzo. Kukumbira Shannon kuti itarise mufananidzo — kuutsanangura, kuuverenga, kuuongorora — ibasa rekuona rakajairika, kwete kugadzira, uye hakudyi mari yekuwedzera.
Kadhi rekusimbisa
Iyi ndiyo nzira inotsiva sefa, uye isarudzo yemagadzirirwo kwete chinhu chekungoita. Kana Shannon yaona kuti uri kukumbira mufananidzo, inonyora prompt yekugadzira uye inokuratidza pakadhi rekusimbisa pasati pagadzirwa chinhu. Hapana chinogadzirwa uye hapana chinobhadhariswa kusvikira wasimbisa.
Enzanisa magadzirirwo maviri aya nezvaanoita. Sefa inofungidzira vavariro yako iine ruzivo rushoma kupfuura rwaunarwo, uye inosimbisa kufungidzira kwayo muchivande. Kadhi rekusimbisa rinoisa tsananguro chaiyo yemufananidzo pamberi peuyo anoziva kuti ndeyei, pasati pashandiswa simba rekombuta. Rinobata kusanzwisiswa kwechikumbiro chako, izvo masefa asingamboiti; rinokubvumira kuwedzera kururama kweanatomy kana ruzivo rwenhoroondo rwakasiiwa nemodhi; uye rinoita kuti basa rionekwe pachena pane kupararira. Wakaona prompt, uye wakadzvanya bhatani.
08Kugadzira pasina sefa kunowedzera basa, hakuribvisi
Izvi zvinofanira kuva pano kwete pazasi pepeji, nokuti ihafu yenharo. Chigadziri chine sefa chinovimbisa chinhu chachisingakwanisi kuita: kuti chishandiso chichadzivirira kushandiswa kwakaipa panzvimbo yako. Chinotadza nemativi ose ari maviri — chinovharira chiremba, uye hachimisi munhu akatsunga kuita zvakaipa, ane dzimwe nzira uye aigara ainadzo. Chachinonyatsoita ndechekuita kuti vose vanzwe sekuti basa rakabatwa kumusoro, nemuchina. Kubvisa sefa kunobvisa nhema idzodzo; mubvunzo wekuti mufananidzo unofanira kuvapo here unodzokera kuvanhu vanogona kuupindura.
- Basa reShannon Lab LLC. Mutemo Wekushandisa Nemutsigo wakabudiswa, wakanangana, unotaura mativi akarambidzwa pane rondedzero isina kubudiswa — mitemo yaunogona kuverenga, kutaura uye kutibvunza nayo.
- Basa rako. Iwe unoziva chinangwa, vanoona, nyika yemutemo, uye kuti vose vari mumufananidzo vakabvuma here. Chishandiso hachizvizivi, uye muongorori aisambozvikwanisa. Kadhi rekusimbisa riripo kuti ruzivo urwu rushandiswe panguva yarunokosha, nebato rinarwo.
- Muganhu usingafambi. "Sefa haina kundimisa" hakusati kwambova chidziviriro mumidhiya ipi zvayo. Kamera hairambi, penzura hairambi; mutemo netsika dzeunyanzvi ndizvo zvinotonga kushandiswa, kwete chishandiso. Chigadziri chisina sefa chinodzosa gadziriro yakajairika inoshandwa nayo nechimwe chishandiso chese cheunyanzvi.
Verenga Mutemo Wekushandisa Nemutsigo usati watanga. Ipfupi, yakanangana, uye ndicho chikamu chechigadzirwa chinoita kuti chimwe chose chichidzivirirwe.
09Mibvunzo inowanzobvunzwa
Sei chigadziri chemifananidzo cheAI chichiramba prompt iri pachena kuti iri pamutemo?
Nokuti masefa mazhinji anotonga mazwi ari muprompt yako, kwete chinangwa chako. Muongorori anomira pamberi pemodhi asina ruzivo rwekuti ndiwe ani kana kuti sei uri kukumbira, saka munyori wemifananidzo yezvekurapa, muongorori weforensic nemunhu ane pfungwa dzakaipa vose vanonyora zita rimwe chete uye vose vanorambwa nenzira imwe chete. The Intercept yakashuma muna April 2023 kuti Midjourney yakarambidza mazwi eanatomy anosanganisira speculum, placenta nacervix, asi stethoscope ichishanda zvakajairika.
Kune tsvakurudzo inoyera kuvharirwa kwezvisina kufanira nemasefa ezvirimo mumidziyo yeunyanzvi hweAI here?
Hongu. OVERT (arXiv:2505.21347, ICML 2025) ndiyo benchmark yekutanga huru inoyera kuramba kwakanyanyisa pamamodhi anoshandura mavara kuita mifananidzo: maprompt 4,600 anoita seane ngozi asi asina ngozi chaiyo mumativi mapfumbamwe ekuchengetedza, pamwe nemaprompt 1,785 ane ngozi chaiyo semuenzaniso wekuenzanisa. Vanyori vayo vanoshuma kuti kuramba kwakanyanyisa kwakapararira pamamodhi anotungamira. Imwe tsvakurudzo yakasiyana yeECCV 2024 yakawana kusaenzana kwevanhurume nevanhukadzi uye kwezvimiro zveunyanzvi muvaongorori vatatu veNSFW vakaedzwa pamiviri isina zvipfeko yeunyanzvi.
Chigadziri chemifananidzo cheAI chisina kudzorwa chinochinja chii chaizvo?
Chinobvisa chidzitiro chekuramba nesefa yezvirimo panzira yekugadzira, saka chikumbiro chiri pamutemo hachinyatsoshandurwi chichinzi kurwiswa. Hachibvisi kutonga — chinokutamisa. Shannon inokuratidza prompt yekugadzira chaiyo pakadhi rekusimbisa pasati pagadzirwa chinhu, saka sarudzo inoitwa nemunhu anokwanisa kuona zvichagadzirwa, ari pasi peMutemo Wekushandisa Nemutsigo.
Shannon inogadzira vhidhiyo here?
Kwete. Shannon inogadzira mifananidzo mitsva, inogadziridza mufananidzo mumwe chete uripo, uye inosanganisa mifananidzo miviri kana kupfuura kuita mumwe. Haifambisi mifananidzo uye haigadziri vhidhiyo yerudzi rupi zvarwo.
Ndinogona kugadzira mifananidzo kuburikidza neAPI yeShannon here?
Kwete. Kugadzira, kugadziridza nekusanganisa mifananidzo zviri muchat app yeShannon. API ye/v1 inopa mavara nekuona — kuverenga nekuongorora mifananidzo yaunopa — kwete kugadzira mifananidzo.
Kana pasina sefa, chii chinodzivirira kushandiswa kwakaipa?
Mutemo, kubvunzwa mhosva, uye nzvimbo yesarudzo inoonekwa pane rondedzero yemazwi akavharirwa. Shannon haimbogadziri isina kukumbirwa, inoratidza prompt yose isati yagadzira, haibhadharisi chinhu kusvikira wasimbisa, uye inoshanda pasi peMutemo Wekushandisa Nemutsigo wakabudiswa unorambidza zvirimo zvepabonde zvinosanganisira vana, mifananidzo yepachivande yevanhu chaivo isina mvumo yavo, kunetsa munhu akatarwa, nekunyepedzera magwaro ekuzivikanwa kana emari.
Kumbira mufananidzo waunonyatsoda
Kugadzira, kugadziridza mufananidzo mumwe nekusanganisa mifananidzo mizhinji muchat app — hapana sefa yezvirimo, hapana chidzitiro chekuramba, uye prompt inoonekwa pachidzitiro pasati pagadzirwa chinhu.
Tanga Kukurukura Mutemo Wekushandisa NemutsigoMifananidzo iri muchat app · hapana kugadzirwa kwevhidhiyo · dzimwe tsvakurudzo
Manyuko: 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 April 2023 · PetaPixel, 3 April 2023 · CNBC, 22 February 2024. Shannon AI inofambiswa neShannon Lab LLC, New Mexico, USA.