Ferret-UI Lite: Zvidzidzo kubva Kuvaka Diki Pa-Chishandiso GUI Agents

Kusimuka kwePa-Chishandiso GUI Agents: A New Frontier muHuman-Computer Interaction

Kwemakumi emakore, iyo paradigm yakakura yekudyidzana kwesoftware yakaramba yakasindimara: munhu anoverenga skrini, anofambisa chituru, anobaya bhatani, uye anomirira mhinduro. Ichi loop - ziva, sarudza, ita - yakatsanangura komputa kubva yekutanga graphical desktop yakaonekwa muma1970s. Asi chimurenga chinyararire chiri kuitika. Vatsvaguri nemainjiniya vari kuvaka madiki, anoshanda eAI modhi anokwanisa kuona, kufunga nezve, uye kuita mukati megraphical mushandisi interfaces zvachose pa-mudziyo, pasina latency, mutengo, kana zvakavanzika zvinonetsa zvemakore-based inference. Zvidzidzo zviri kubuda mumapurojekiti aya zviri kuumba patsva mafungire atinoita nezve software ine hungwaru, automation, uye remangwana rematurusi ebhizinesi.

Kukudziridzwa kwemacompact GUI agents - modhi seApple's Ferret-UI nemamwe akareruka mamwe - anoratidza chimwe chinhu chakadzama: haudi chimiro chikuru chemutauro kuti unzwisise skrini. Iwe unoda dhizaini chaiyo, data rekudzidziswa rakakodzera, uye kuzvipira kusina tsitsi kune basa-rakanangana nekubudirira. Sezvo masisitimu aya achikura, ari kutanga kushandura nzira iyo makambani anodyidzana neawo esoftware stacks, achivhura mikana yaimbove yengano dzesainzi chete.

Sei Mamodheru Akareruka Ari Iwo Chaiwo Akabudirira

Pane tsika muAI hurukuro yekuenzanisa kugona nechiyero. Mienzaniso yakakura, kufunga kunoenda, mienzaniso yakangwara. Asi kune vamiririri veGUI - masisitimu anofanirwa kunzwisisa mapixel-level marongero, patsanura zvinopindirana zvinhu, uye kuita akawanda-nhanho mabasa pane yakaoma maapplication - mbishi parameter count haina kukosha kupfuura spatial precision uye grounding accuracy. 7-bhiriyoni-parameter modhi inokwanisa kubaya bhatani rakakodzera munharembozha inokunda 70-bhiriyoni-parameter generalist inoonesa zvinzvimbo.

Tsvagiridzo mumhando diki dzepa-mudziyo dzeGUI dzakagara dzichiratidza kuti kunangwa kukwenenzvera paUI-chaiyo data kunopa kuvandudzwa kunoshamisa pamusoro pekungokurudzira mhando hombe yenheyo. Mamodheru akadzidziswa pane anonoted screenshots, element hierarchies, uye mafambisirwo ekuita anodzidza girama rekuona rakasiyana pane iro rakadzidziswa painternet mavara nemifananidzo yakasikwa. Vanoita nzwisiso yezvikwanisiro - chii chinogona kutepfenyurwa, kutsvaira, kupepetwa, kana kutaipa - izvo zvinongoshaikwa mamodheru emageneralist.

Mashandisirwo azvinoitwa akakosha. Modhi inomhanya pane smartphone's neural processing unit inogona kubatsira vashandisi munguva chaiyo, kudzidza kubva kumatanho ekudyidzana emunharaunda, uye kushanda munzvimbo dzisina kubatana kweinternet. Pamamiriro ezvinhu ebhizinesi umo data inonzwisisika yezvemari, marekodhi eHR, kana ruzivo rwevatengi runogara mukati mesoftware, pa-device inference haisi yakanaka-kuva-icho chinodiwa kuti utevedzwe.

Zvidzidzo zveArchitecture Zvinonyatso Kutamisa

Kuvaka anokwanisa GUI mumiririri padikidiki kunoda sarudzo dzekuvaka dzinosiyana zvakanyanya kubva kune yakajairwa chiono-mutauro modhi dhizaini. Zvidzidzo zvakati kuti zvakabuda zvakatevedzana pazvikwata zvetsvakurudzo zviri kushanda padambudziko iri.

Chekutanga,batanidza kumiririra zvinhu zvakakura. Vamiriri vekare veGUI vakanetseka nekuti vakagara nhaka yekufunga kwenzvimbo kubva kumamodeli akadzidziswa kutsanangura zviitiko pane kutaurirana navo. Muenzaniso unoti "pane bhatani rebhuruu munzvimbo yezasi yekurudyi" haibatsiri pa automation. Iyo modhi inodzosa yakajairwa makongisheni neiyo sub-pixel kurongeka - uye inozviita nekuvimbika pane akasiyana masikirini resolution, DPI marongero, uye OS themes - inobatsira zvechokwadi. Kuchinja kubva kutsanangudzo kuenda kuzvinoita zvekubuda kwenzvimbo kunoda kufunga patsva kuti misoro yepasi inodzidziswa nekuongororwa sei.

Chechipiri, hierarchy-aware encoding inonatsiridza kuita basa. Yemazuva ano application interfaces haisi mifananidzo yakati sandara - iwo matenderedzwa zvimiro zvemidziyo, rondedzero, modal, uye zvinhu zvinodyidzana. Mamodheru anogona kuwana muti wekusvikika kana kuona hierarchy padivi peyakapihwa skrini inoita zvirinani pamabasa akaomarara ekufambisa pane ayo anoshanda kubva kumapikiseli ega. Ndosaka vamiririri veGUI vari pa-mudziyo vachiwanzoshandisa maAPI ekuwanika kwepuratifomu sechiratidzo chakafanana panguva yekudzidziswa uye kufungidzira.

Chechitatu, kuparara kwebasa kunofanirwa kuvakwa mukati meiyo modhi yekubuda chimiro. Panzvimbo pekugadzira imwechete monolithic chiito chirongwa, inoshanda GUI vamiririri vanogadzira hierarchical subtask sequences ine yakajeka yekutarisa. Izvi zvinovabvumira kuti vadzoke kubva mukukanganisa pakati pebasa - kugona kwakakosha mukufambiswa kwebhizinesi chaiko uko kukanganisa kunogona kukonzera shanduko isingatarisirwe.

Dambudziko reData: Sei Kudzidzisa GUI Agents Kwakaoma Zvakasiyana

Mamodheru emitauro anobatsirika kubva paindaneti isingaperi yemavara akanyorwa nevanhu. Maonesheni emhando anogona kudzidzisa pamabhiriyoni emifananidzo yakanyorwa. GUI vamiririri havana yakaenzana sosi. Nzvimbo dzemaapplication dziri ephemeral, proprietary, and radically diverse — sikirini yekubhadhara mupuratifomu imwe yeSaaS haigovani chero chinhu chinoonekwa neCRM dashboard mune imwe, kunyangwe vese vari kuita zvakafanana.

Zvikwata zvakanyanyobudirira zvekutsvagisa zvakabata izvi kuburikidza nekugadzirwa kwedata rekugadzira pamwero. Nekushandisa maapplication ane otomatiki bvunzo masisitimu, kutora maratidziro ekudyidzana, nekuabatanidza nemutauro wechisikigo tsananguro yebasa, vaongorori vanogona kugadzira mamirioni emuenzaniso weUI wakatsanangurwa. Dambudziko nderekuve nechokwadi chekuvharirwa: software yebhizinesi inotambanudzira zvese kubva kumabhizinesi ERPs ane dense tabular data kusvika mobile-yekutanga maturusi ane gesture-based navigation, uye modhi yakadzidziswa pane imwe domain inogona kukundikana zvine njodzi mune imwe.

"Vashandi veGUI vanogona zvikuru havasi ivo vakadzidziswa pane data yakawanda - ndivo vakadzidziswa pane zvakanyanya zvakasiyana data. Interface yakaoma ibasa re domain wide, kwete screen count."

Muono uyu wasundidzira zvikwata kumabhenji ekuwedzera ekushandiswa kwekushandisa ayo anoongorora kushanda kweagent pane software yaisamboonekwa. A GUI mumiriri anowana zvibodzwa zvakakwana pakugovera kwayo kudzidziswa asi achitadza pane nyowani application haina kugadzirwa-yakagadzirira. Muyero wegoridhe ndewekuti zero-shot basa kupedza - kugona kufamba nenzira yausina kujaira uchingoshandisa dzidziso yemutauro wekare uye nekuona mamiriro escreen aripo.

Kuvanzika, Kunonoka, uye Iyo Pa-Chishandiso Advantage muBusiness Contexts

Iyo bhizinesi kesi ye-on-mudziyo GUI vamiririri inodarika kugona kwakachena. Mabhenefiti matatu akabatana anoita kuti fungidziro yenzvimbo imanikidzire kutumirwa kwebhizinesi:

• Data changamire: Mifananidzo yebhizinesi software inogona kunge iine data revatengi rinozivikanwa, marekodhi emari, kana ruzivo rwevashandi vemunhu. Kutumira mifananidzo iyi kune API yegore kunozivisa kuratidzwa kuri pasi pezvirongwa zvakaita seGDPR, HIPAA, uye SOC 2. Kugadziriswa pamudziyo kunochengeta data inooneka mukati medziviriro.
• Response latency: A GUI agent inoda rwendo rwokudzoka kuenda kucloud inference endpoint haigoni kushanda nekumhanya kwekusangana kwevanhu. Mamodheru epa-mudziyo anopindura mumakumi emamilliseconds, zvichiita kuti mvura ienderere mberi inonzwa kunge yekuzvarwa kwete yemuchina.
• Kugona Kusashanda paIndaneti: Vashandi vemumunda, vanopa hutano, uye vanogadzira zvinhu vanowanzo shanda munzvimbo dzisina kuvimbika. Mubatsiri weAI anoda kuwanikwa kweinternet kuti ashande hachisi chishandiso chebhizinesi chakavimbika — imhosva.
• Mutengo wekufanofungidzira: Cloud inference cost scale nekushandiswa. Kune agentic mubatsiri anogona kugadzirisa mazana ezvidzitiro pachikamu chemushandisi, mutengo wega-tokeni unova unorambidza hupfumi pamwero. Fixed hardware amortization inotarisika zvakanyanya kune CFOs modelling AI infrastructure cost.

Aya mabhenefiti ari kutyaira mafungu ekudyara mumucheto AI accelerators pane iyo hardware stack. Apple's Neural Injini, Qualcomm's Hexagon, uye Google's Tensor machipi ese akagadziridzwa kuitira matrix mashandiro ayo anotsigisa mamodheru emutauro wechiratidzo. Zvivakwa zvehardware zvepa-mudziyo GUI agents zviri kukura nekukurumidza, uye software ecosystems iri kutevera.

Zvinorevei Izvi kune Complex Business Software Platforms

Zvinoreva zvemodular bhizinesi mapuratifomu zvakakura. Funga nezvechokwadi chekushanda kwekambani iri kukura inoshandisa yakazara bhizinesi OS inotenderera CRM, invoice, payroll, HR, fleet management, uye analytics - 207 distinct functional modules, mupuratifomu seMewayz. Kumushandi mutsva arikukwira, kana maneja asingawanzo kuwana mamwe mamodule, kufamba-famba kwaasina kujaira idhizaini rekubudirira. Mari yekudzidzisa ndeyechokwadi. Matikiti ekutsigira anodhura. Kukanganisa kwekufamba kwebasa mukubhadhara kana mainvoice kune mhedzisiro inoenda kure kure nekukanganisa kamwe chete.

A anokwanisa pane-mudziyo GUI mumiririri anoshandura iyi calculus zvachose. Pane kuti mushandisi mutsva adzidze kwaanowana kufambiswa kwemvumo yekusiya kana magadzirirwo ekudzokorora invoice template, vanotsanangura vavariro yavo mumutauro wakajeka uye mumiririri anofamba neinterface achimiririra ivo. Iyi haisi screen-scraping automation — ndeyechokwadi, rubatsiro rwekuziva mamiriro ekunze anochinjika kumamiriro ekunze, anobata machesi, uye anokumbira kujekeserwa kana basa risinganzwisisike.

Mewayz's modular architecture inonyanya kunyatsoenderana neiyi paradigm. Nekuti imwe neimwe module ine inopindirana dhizaini mutauro uye yakanyatsotsanangurwa inoshanda chiyero, mumiriri weGUI akadzidziswa paMewayz's interface anogona kugadzira yakasimba, inochinjika inomiririra yeyakajairwa kupindirana mapatani - kubhuka kusimbiswa, mvumo yekubhadhara, CRM pombi inogadziridza - uye ishandise yakavimbika paupamhi hwakazara hwepuratifomu. Vashandisi 138,000 vari papuratifomu pamwe chete vanomiririra zvakasiyana-siyana zvekufambiswa kwebasa, makesi ekushandisa, uye masitaera ekudyidzana, inova ndiyo chaiyo mhando yechiratidzo chekudzidzisa chakasiyana-siyana chinoburitsa vamiririri vanokwanisa, vanogoneka.

Kugadzira Software Ine Agent-Kugadzirira mupfungwa

Chimwe chezvidzidzo zvakakosha zvinobuda kubva kuGUI agent research ndeyekuti software yakagadzirirwa vashandisi vevanhu uye software yakagadzirirwa vashandisi vashandisi haisi chinhu chimwe chete. Interfaces yakagadziridzwa yekuona aesthetics - gradients, animations, akaturikidzana akaturikidzana, tsika dzakapihwa zvikamu - zvinowanzoomera vamiririri kuti vatsanangure pane izvo zvakagadzirirwa nekuwanikwa mundangariro. Kusangana uku pakati pekusvikika-kutanga dhizaini uye agent-yakagadzirira dhizaini ndechimwe chezvinoitika zvinofadza mundima.

Zvikwata zvesoftware zvekumberi-kufunga zviri kutanga kubatanidza "kutendeseka kweagent" muhurongwa hwavo hwekugadzira. Izvi zvinoreva:

1. Kuona kuti zvinodyidzana zvine zviziviso zvakasiyana, zvakatsiga zvinosvikika kuburikidza nemuti wekusvikika
2. Kuchengetedza zvinoenderana zvinoonekwa munzvimbo dzese pane kuvimba neanimation-inotsamira mamiriro ekuchinja
3. Kupa nhaurirano dzesimbiso dzakarongeka dzezviito zvine chekuita nepamusoro - mvumo, kudzima, kutumira kwemari - izvo zvinopa vamiririri nzvimbo dzekutarisa
4. Kufumura zvinonangana nebasa zvakadzika zvinongedzo izvo zvinobvumira vamiririri kufamba vakananga kumatunhu akakodzera pasina kutevedzana kutenderera
5. Metadata yekudyidzana kwematanda inogona kushandiswa kugadzira data yekudzidzira yedomeini-chaiyo mumiriri zvakanaka-tuning

Mapuratifomu anodyara mune izvi zvivakwa zvekuvaka nhasi ari kuvaka yakakosha kukwikwidza mukana. Sezvo vamiririri veGUI vanofamba kubva kutsvakiridzo kuenda kune maturusi ekugadzira mumakore maviri kusvika matatu anotevera, software inotendeseka mumiririri inounza zvinoshamisa zviitiko zviri nani zveajenti pane software inobata rubatsiro rweAI sekufunga kwakavharirwa pane iripo interface paradigm.

Mugwagwa Mberi: Kubva Vabatsiri kuenda Kuzvimirira Basa Kufambiswa Kwemabasa

Iyo trajectory ye-on-device GUI agent research inonongedza kune remangwana uko muganho pakati pekushanda kwevanhu uye automated execution inova mvura chaiyo. Vamiririri vemazuva ano vanogona kuzadzisa zvakavimbika mabasa ega, akanyatsotsanangurwa - kuenda kune imwe skrini, zadza fomu, kubvisa kukosha kubva padhibhodhi. Mangwana vamiririri vanozogadzirisa akawanda-session, akawanda-application workflows anotora maawa kana mazuva ebhizinesi chiitiko.

Kuchinja uku kubva mubatsiri kuenda kumunhu anozvimiririra kunoda kufambiswa mberi kwete mukugona modhi chete asi muruvimbo, ongororo, nematarisiro evanhu. Mabhizinesi anozoda nzira dzekuongorora dzezviito zveajenti, vimbiso dzekudzoreredzwa kwemabasa anoenderana, uye nzira dzakajeka dzekukwira dzemamiriro ezvinhu asina kujeka. Dambudziko reinjiniya rakawanda pamusoro pezvivakwa zvehutongi sezvazviri maererano nekuita kwemhando.

Mapuratifomu akaita seMewayz, ayo anototeedzera zviitiko zvemushandisi mukati mekudyidzana kweCRM, kubvumidzwa kwemuhoro, uye zvisimbiso zvekubhuroka, akamisikidzwa kuti awedzere hurongwa hwekuongorora uku kuvhara zviito zvinotangwa nemumiririri. Iyo data data inodiwa kuteedzera uye yekutonga maajenti yakangofanana - uye masangano akaisa mari mune imwe achaona imwe ichinyanya kusimba. Ramangwana rebhizinesi software havasi vanhu vanoshandisa software kana AI kutsiva vanhu. Iyo yekubatana loop apo pa-mudziyo vamiririri vanobata basa remakanika rekufambisa kwekutarisa nepo vanhu vachipa kutonga, kutarisa, uye gwara rekutungamira. Zvidzidzo zviri kudzidzwa nhasi mu compact GUI agent research zviri kuvaka hwaro hweramangwana iroro.

Mibvunzo Inowanzo bvunzwa

Chii chinonzi Ferret-UI Lite uye inosiyana sei kubva kune yechinyakare GUI otomatiki maturusi?

Ferret-UI Lite ndeye compact, pa-mudziyo AI modhi yakagadzirirwa kuona uye kupindirana neyakajeka yevashandisi inopindirana yakazvimiririra, pasina kuvimba nekubatana kwegore. Kusiyana nechinyakare otomatiki maturusi anotevera akaomesesa, akanyorwa mitemo, Ferret-UI Lite inoshandisa kuona kufunga kuti inzwisise skrini mamiriro zvine simba. Izvi zvinoita kuti iwedzere kuchinjika kune akasiyana maapplication uye marongero, zvichiita kuti hunhu hwechokwadi hweagent-senge pachigadzirwa chakanangana nemudziyo usina latency shoma.

Sei kumhanyisa GUI vamiririri pa-mudziyo zvine basa kuvanzika uye kuita?

Pa-device inference inochengeta data rakavanzika - kusanganisira mapassword, zvinyorwa zvemunhu, uye mafambiro ebhizinesi - zvemuno zvachose, kubvisa njodzi dzekuvanzika dzine chekuita nekutumira zviratidziro kumaseva ari kure. Iyo zvakare inobvisa network latency kubva kune yega yekudyidzana kutenderera. Kumapuratifomu ebhizinesi seMewayz, 207-module bhizinesi OS inowanikwa pa app.mewayz.com kubva pa $19/mo, vari-pa-mudziyo vamiririri vanogona kupedzisira vagadzirisa yakaoma-nhanho mafambiro ekushanda pasina kumbofumura mashandiro emukati kunze.

Ndeapi matambudziko makuru ehunyanzvi mukuvaka mamodhi madiki, anoshanda eGUI agent?

Chinetso chikuru kuenzanisa saizi yemhando zvichienderana nekugona kuona. Kunzwisisa kweGUI kunoda kufunga kwenzvimbo, kucherechedzwa kwemavara, uye kufungidzira kwemamiriro panguva imwe chete - mabasa anowanzoda mamodheru makuru. Vatsvaguri vanofanirwa kumanikidza zvivakwa pasina kupira chokwadi pane dense, ruzivo-rakapfuma skrini. Zvimwe zvimhingamupinyi zvinosanganisira kubata hukuru hwakakura hwekuona kwenzvimbo dzechizvino-zvino uye kudzidziswa pamaseti anomiririra dataseti anotambanudzira maapplication evatengi, madhibhodhi ebhizinesi, uye masutu ekugadzira.

Pa-mudziyo GUI vamiririri vangasandura sei mashandisiro anoita mabhizinesi kufambiswa kwesoftware?

Pa-mudziyo GUI vamiririri vanogona kuita sevashandisi vasingaonekwe, vachifambisa software vakazvimirira kuti vapedze kudzokorora mabasa sekupinda data, kugadzira mishumo, kana kuchinjisa-platform update. Kune mabhizinesi anoshandisa ese-mune-imwe mapuratifomu seMewayz - anopa mazana maviri nenomwe akasanganiswa mamodule pa app.mewayz.com ne $19/mo - vamiririri vakadaro vanogona kubatanidza zviito mumamodule pasina kupindira kwevanhu, kudzikisa zvakanyanya mashandiro uye kubvumira zvikwata kuti zvitarise pamusoro-kukosha kwekuita sarudzo kwete manyorerwo ekufambisa.