Imsuqqlen n AI igerrzen akk i ussegmi yettwabnan i tɣermiwin

Amgerrad n tutlayin deg yiɣerbazen la yettnerni s tɣawla ugar n zik. Ama d aselmad, d anemhal, neɣ d anelmad, ameslay ibanen gar tutlayin d ayen yesɛan azal. Dɣa d aya ay yejjan tuffɣa n umsuqel n AI igerrzen akk i ussegmi ad tili tura d tazwara.

Ahat twalaḍ allalen am Google Translate yettwasqedcen deg tɣuri. Ma yella ttaken-d igmaḍ s tɣawla, s waṭas xuṣṣen deg usnefli d tɣellist n tmenḍawt. Deg tɣuriwin n wass-a, teḥwaǧeḍ ugar n yiwen n wallal n llsas kan—teḥwaǧeḍ allalen n tsuqilt n tmussni, n AI i yiɣerbazen i d-yettaken tisuqqilin s tɣawla yerna ttqadaren lḥeṛma-inek.

Aḍris-a ad k-id-yessiwḍen ɣer yimessuqlen imeqranen s tezmert n LLM i d-yettwaxedmen i ussegmi deg 2025. Yettḥettim akk ayen yellan seg useqdec n tɣuri deg umaḍal n tidet ar tɣellist n yisefka, taɣwalt n yinelmaden, d tɣawsiwin n tsuqilt taɣelnawt. Ɣerr-d akken ad tafeḍ tifrat n AI ikemlen i yiswan-ik n ussegmi.

D acu i d-yeǧǧan asuqel n AI ad yili d ayen yelhan i useqdec n ussegmi d tsuqqilin tiɣelnawin?

Mi ara tefrenḍ asuqel n AI i ussegmi, ilaq ad d-tili tɣuri d tamezwarut. Tazrawt n ACTFL n 2022 tufa-d dakken 74% seg tuccḍiwin n tsuqilt deg yiɣerbazen usan-d seg lqella n tmuɣliwin n tmeslayt neɣ seg lqella n tmuɣliwin n wawalen. Ula d tuccḍa tamecṭuḥt tezmer ad tbeddel anamek n temsirt, ad tessexṣer inelmaden, neɣ ad tessexṣer tiwaculin.

Asseḥbiber n useqdec d ayen yesɛan azal am wakken. S 61% seg yiselmaden ay yettḥulfun ttwaḥettmen s waṭas n wallalen inagduden, yessefk ad yili umsuqel yelhan d ayen isehlen i ulmad yerna d win ay d-yettawin s tɣawla. Tiskanin am tmuɣli n tutlayt s wudem awurman d tmeẓdit zeddigen zemrent ad sneqsent iselmaden akud yesɛan azal.

Iferdisen nniḍen igejdanen llan deg-sen aɛiwen n tutlayt, asdukkel n LMS, d tiskanin n usmel. Nnig n 21% seg yinelmaden n Marikan ttmeslayen tutlayt nniḍen war taglizit deg uxxam, dɣa allalen am MachineTranslation.com—s tallelt n 270+ n tutlayin—ttaken-d aḍris n tɣawsiwin s wazal-nsent. Iferdisen n usnefli am tmeẓdit n umawal d usnefli n tferkit ttɛawanen akken ad ttwaḍemnent tsuqqilin s tɣawla, s usentel, yerna s tɣawla i wakk inelmaden d twaculin

1. Tasuqilt n tmacint.com

Tasuqilt n tmacinin.com d yiwen seg wallalen n tsuqilt n AI i d-yettwasbedden s tɣawla yerna s tɣawla i yiselmaden. Yettwabna i yiɣerbazen, i tesdawiyin, d yiselmaden i iḥwaǧen tisuqqilin s tɣawla, ibanen, yerna ttwakelfent s ugar n 270 n tutlayin.

Deg wul n tmeẓdit-a yella AI Translation Agent, i d-yessuturen iseqsiyen iḥercen akken ad yessemlil lḥess, amawal, d uswir n tɣuri. Yettmektay-d ula d iferdisen-ik iɛeddan ma yella d aseqdac yettwaskelsen, s waya, tisuqqilin ara d-yasen ad ttwaḥerzent yerna ad ttwaḥerzent ugar.

Tamuɣli n snat n tutlayin yettwaferqen tettbeggin-d yal aḍris n uḍris aẓuran d win yettwasuqlen side. Aya yessefsay asenqed d usnefli n yiḥricen igerrzen—d ayen yelhan i yiḍrisen n umahil, i yiḍrisen n yisallen, neɣ i ttawilat n yinelmaden.

Ma yella tesselmadḍ isuḍaf itwilanen, tasekkirt n Tisuqqilin n Yimeslayen Igejdanen tettɛawan-ik ad tafeḍ imeslayen igerrzen akk am “tgo”s.” Yettḥadar asentel s tɣawla deg wakud aydeg yettak-ak aḍfar.

Yal aseqdac yettaf 100,000 n wawalen ilelliyen, s 100,000 niḍen yal aggur i yimiḍanen yettwaskelsen. I yiḍrisen yesɛan azal am yifuyla n usekles neɣ iḍrisen n tɣuri, tzemreḍ ad tessutreḍ Aselkin n Umdan i tɣellist taɣelnawt.

Ama tessuqleḍ i imawlan, inelmaden, neɣ ixeddamen, MachineTranslation.com yettwabna i tɣuri. Yettwaɛzel, yettwasfeḍ, yerna yettḥarab ɣef uɛiwen n yal awal ad d-yaweḍ s abrid yelhan.

2. OpenL 

OpenL yettak-d taɣwalt s tɣawla yerna d tazedgant i tsuqqilin s tɣawla. D allal i d-yesbedden aselkim s useqdec n LLMs n tɣerɣert yeldin yerna ixeddem mliḥ mi ara teḥwaǧeḍ igmaḍ s tɣawla i tɣawsiwin ur nelli ara d tunṣibin.

Xemmem ɣef OpenL d amarag yettwasnen i usuqel n tmuɣliwin s tɣawla neɣ n tɣawsiwin n tɣuri. Yettḥadar ttawilat n ussegmi n tɣawsiwin n tɣawsiwin neɣ n tɣawsiwin n tɣawsiwin am tɣawsiwin n tɣuri, asmekti, neɣ iɣmisen n tɣuri.

Asnas-a ur d-yettas ara s tɣawsiwin n tmeẓẓuɣt neɣ n tmawalt, ihi d ayen yelhan i tsuqqilin n yiwet n tikkelt. Amedya, ma yella tessewjadeḍ-d yiwen n ulɣu n ddurt i imawlan, ixeddem ccɣel-nni mebla ma yella-d wuguren. Maca, ur yettwaxdem ara i useqdec n ussegmi s tɣuri n tɣuri neɣ i tɣawsiwin n uselmed uslig.

OpenL yettɛawan azal n 25 n tutlayin, ahat ur t-id-yettaf ara i tɣuriwin yemgaraden aṭas. Ur d-yettak ara daɣen aswir n tɣellist am tmeẓdiyin n waṭas n yimuṭuten. Mazal, asefses-is yerra-t d aferdis isehlen i lecɣal n yal ass.

Seqdec OpenL mi ara tebɣiḍ kra s tɣawla yerna s tɣawla. Mačči d taɣerɣert n usmel s lekmal-is maca texdem mliḥ deg yiwen n uswir. Yerna ɣas ma yella ur d-yettakf ara tisuqqilin tiɣelnawin, maca tesɛa nnfeɛ i lmend n uḥraz n teɣwalt.

3. ModernMT 

ModernMT d taɣerɣert n usnerni i d-yelmed seg yisekkilen iɛeddan deg wakud n tidet. Yesseqdac tasnatwilt n LLM akken ad yesselhu tisuqqilin deg ubrid, dɣa d aya ay t-yeǧǧan ad yili d win ay iwatan i yiɣerbazen ay yesɛan lḥeṛs n wahil n uselmed ay la yettnernin.

Ma yella tesseqdaceḍ s lqedd ttawilat n ulmud neɣ tessuqleḍ tiɣriwin n yisalan, amutur-a yettqadar s tɣawla akken ad yeḥrez lḥess d ṣṣenf. Tameẓla-nni n wakud n tidet tettɛawan deg usdukkel gar ttawilat n usiweḍ.

Yiwet n tɣawsa d lexṣaṣ n wallalen n ussegmi. Ur d-ttafeḍ ara tifyar am tira n tferkit neɣ isemras n wawalen igejdanen. Mazal, asenfar n ulmad deg wakud n tidet yerra-t d ayen igerrzen i yiɣerbazen n tɣawsiwin n tɣawsiwin n tɣawsiwin.

ModernMT yettɛawan azal n 90 n tutlayin, yerna yettḥaz amur ameqran seg temnaḍin timeqranin. Yettwassen ladɣa i tesdawiyin i d-yessuffuɣen neɣ i d-yettbeddilen s waṭas iɣbula n ussegmi yettwasnernan. Ttafeḍ igmaḍ yelhan s wakud, ula ma taɣerɣert ur tecfi ara ɣef yimeslayen s tɣawla.

Ur telli ara d tin yelhan i usemres alqayan, maca d tameqqrant i tɣawsa d tɣawsa. Ma yella tqeddceḍ s yiḍrisen n yisalan s waṭas n tutlayin, yettḥadar-d ssawḍen ad sbedden s ufus. I yiɣerbazen ay iḥwajen tisuqqilin tiɣelnawin s tɣawla yerna ttnernint, aya d amḥaddi ijehden.

4. LibreTranslate 

LibreTranslate d taɣerɣert n tsuqilt tamezwarut n tuffɣa i yesdukklen tiwsiwin LLM n uɣbalu yeldin. Yezmer ad yili s lekmal-is deg usmel, anamek-is yezmer ad yeddu deg yiẓeḍwan n uɣerbaz adigan neɣ n daxel war ma yessekles kra n yisefka deg useyyer.

LibreTranslate yettɛawan azal n 30 n tutlayin yerna yettak-d asemres s lekmal-is. Yelha ladɣa i tɣiwanin n uɣerbaz icudden ɣer uḍfar n yisefka d tɣellist. Xas akken ur yesɛi ara kra n wallalen n tira igerrzen, asenfar-nni d aḍfar s lekmal-is n wamek ara ttwaḥerzent tsuqqilin.

Ma yella tasdawit-ik tettḥadar ɣef tɣellist, aya d yiwen seg yiferdisen igerrzen akk yellan. Yettwaḥrez, yettwasfeḍ, yerna yettḥadar isefka-inek s lekmal-nsen deg uxxam. Igerrez i twennaḍin n uɣerbaz yettwasferken s TI.

5. Antrupi Claud 

Claude, yettwasqedcen sɣur Claude 2 d Claude 3, yettwasqedceḍ s tmeẓdiyin n API. Amḍan-a yettwassen s ṣṣut-is aḥerfi, n tmesliwt d usnerni n uswir n tɣawsiwin s telqey, dɣa d aya ay d-yettawin ɣer tɣawsiwin tiɣelnawin d tɣawsiwin n tɣawsiwin.

Iselmaden ḥemmlen tazmert-nnes akken ad ttwaqadren yiswiren yemgerraden n tɣuri d yimesliyen. Ma yella ur yelli ara d ahil ibedden, Claude Asuqel yettemcabi s tɣawla ɣer tmezduɣin am MachineTranslation.com i tmussni yettwasnernan. Igerrez ad yettwaseqdec deg tesnallunt anda lḥess d tɣawsiwin n tɣawsiwin d ayen yesɛan azal ameqqran—am yisalan n yinelmaden neɣ tibratin n tmuɣliwin.

Ma yella aɣerbaz-ik yefka azal i tsuqilt yettwasfeḍen, am tin n umdan i teɣwalt n tɣawsiwin n tɣawsiwin, Claude Translate d afran yelhan. Yelha ladɣa i tɣawsiwin n tɣawsiwin i yessefken tifrat d tḥemla. Yettwaḥrez yerna d aḥeqqi, amzun-a yettkemmil mliḥ d tmeẓdiyin n tesnatwilt n uɣerbaz.

6. Mistral AI

Mistral AI yesseqdac imuḍan n Mistral 7B d Mixtral s ttawilat n usmel yeldin d tmeẓdiyin n tmetti. D ajerred maca yettnerni deg tmeɣra s lmendad n tmeṣkiwt-is ijehden d ttawilat n tmetti.

Imesnulfeyyen d yiselmaden ixeddmen deg tɣuri n tmacinin neɣ deg yimukan n ulmud n tɣara ad sqedcen tazmert-is n usnerni. Yelha akk i yiɣerbazen, isenfaren n tgermant, d tɣuriwin n usnulfu ay yesɛan lḥir ad ssiwḍen ɣer sdat teknoloji n tsuqilt.

Amuḍin-a ur yettwasqedceḍ ara i usseqdec n tɣawsiwin s lqedd, maca d ayen yelhan i usseqdec n ussegmi s tɣawla. I wid iḥemmlen ad sbedden iberdan-nsen n uxeddim d usnerni n wallalen yeldin, Mistral d aferdis igerrzen. Raǧu ugar n tezmmar akken ara tkemmel tmetti ad tt-tesnerni.

7. Gemini 

Gemini yettwasqedcen sɣur Gemini LLM n Google DeepMind, yettak-d tazmert n tsuqilt s waṭas n tɣawsiwin. Yefhem tugniwin, aḍris, d uḍris, dɣa d aya ay t-yeǧǧan ad yili d ayen yelhan i ulmad amsawal d usnulfu n tɣawsiwin s waṭas n tutlayin.

Yettwasdukkel d wallalen n ussegmi n Google, ixeddem mliḥ deg yiɣerbazen s useqdec n Google Classroom neɣ Docs. Xas akken mazal-it deg usnerni, lɛahd-is yella deg usdukkel n ttawilat yemgaraden n teɣwalt deg twennaḍin n ulmud.

Seqdec Gemini Translate akken ad tɛiwneḍ inelmaden yemgaraden s ttawilat n tmuɣli, s tmesliwt s uḍris, d wayen nniḍen. D allal n uxemmem sdat yettwabnan i uzekka n ussegmi s waṭas n tutlayin. Igerrez i tɣuriwin n tmeẓriwin d tmeẓriwin n tmeẓriwin.

Aɣelbeḍ n wuguren icudden: Taɣellist, asileɣ, d usdukkel

Allalen n tsuqilt n AI ttasen-d s lfaydat timeqqranin maca ttawin-d daɣen ccek s wazal-is. Iselmaden d yiɣerbazen yessefk ad ḥadren ɣef lqanun, asileɣ, d usdukkel n teknoloji. Tifrat n temsal-a zik tesbedd-ik i rrbeḥ n tɣuri.

Iɣeblan n tɣellist n yisefka

Mi ara tqadreḍ isalan n yinelmaden, aḥareb ɣef tɣellist d ayen yellan d ayen ilaqen. Nadi x wallalen i yettqadaren ilugan n FERPA d GDPR akken ad texḍuḍ i temsal n lqanun. Ssekneḍ dima ma yella allal yessefray isefka neɣ yettḥadar asekcem n useqdac.

Fren tiɣbula ara k-yeǧǧen ad tesselḥuḍ anekcum d uḥraz n yisefka. Amedya, MachineTranslation.com ur yettḥettim ara asekcem i useqdec n llsas, yettɛawan deg usnefli n uskasi n yisefka. Laman-a deg tɣellist yettekka deg tmuɣli belli imsuqqlen n AI ttwaḥerzen akken ilaq i useqdec n ussegmi mi ara ttwafernen s lḥir.

Asleɣmu n yiselmaden & yettɛawan

Ula d allal igerrzen akk ur yettkemmil ara ma yella iseqdacen ur ssinen ara ad t-sqedcen. Dɣa d aya ay yejjan asileɣ i yiselmaden ed yixeddamen ad yili d ayen yesɛan azal ameqran akken ad d-yesfeḍ tazmert n tsuqilt n AI s lekmal-nnes deg ussegmi.

Iɣerbazen yessefk ad d-ssumren tiɣimiyin n ussileɣ s ufus yerna ad d-ssumren iḍrisen n usbadu s tɣawla neɣ webinars. Tiɣbula am MachineTranslation.com ssefhament almud s tmeẓdit n tmeẓdit d wallalen n tmeẓdit. Mi ara yettwaqqen ɣer tallelt iwatan, allal-nni yettuɣal d agerruj n tidet n tɣuri.

Amek ara tefrenḍ asuqel n AI yelhan i tesdawit-ik

Yal aɣerbaz yesɛa tizwarin yemgaraden, yerna asuqel-ik yessefk ad d-yessken tizwarin-nni. Ma yella tḥemmleḍ aṭas ssuma, taɣellist, neɣ aḍfar n tutlayt, aḍris n tmuɣli s tmuɣli ad k-iɛiwen ad tgeḍ lḥeqq.

Bdu s uḍris n tɣawsiwin-ik timeqranin: aɛiwen n tutlayt, aḍfar n tɣellist, asemres, d usdukkel n LMS. Syin sqedceḍ allalen-ik n tqacuct s useqdec n tɣawsiwin n tɣuri n tidet akken ad tessemqaraḍeḍ igmaḍ. I yiḍrisen n tɣawsiwin s wazal-nsent, xemmem ad tesqedceḍ tiẓegwa i d-yettaken aselkin n umdan i tɣawsiwin n tɣawsiwin s lqanun.

Ma yella tettḥeqriḍ, “D acu-ten yiferdisen n useɣzan n tsuqilt n AI n tqacuct i yiɣerbazen?”, sbedd allalen i yesdukklen tifrat n useqdec d yigemmaḍ n uswir axeddam. Ayen igerrzen akk yettqadar tarbaɛt-ik, inelmaden-ik, d tmuɣli-k n uxeddim. Afran aḥeqqi ass-a yettawi-d s ttawilat n usiwaḍ igerrzen azekka.

Ixemmimen ineggura

Tasuqilt n AI la tettkemmil ṣṣifa n ussegmi, tettallel iselmaden d yinelmaden ad qqnen am zik. Ama tesnefliḍ iɣawasen n temsirin, tettaweḍ ɣer imawlan, neɣ tessemras idlisen n uɣerbaz, allalen-a ssefhamen abrid.

Gar akk iḍrisen, MachineTranslation.com ibedd imi yettak-d asemres yelhan n tsuqqilin tiɣelnawin, tignatin n ussegmi, d usnerni. D allal kan i d-yettwaxedmen s umata s lmendad n yiɣerbazen—ad tesfeḍ ccɣel-ik yerna ad teǧhed taɣwalt-ik.

Fren asuqel ara iqablen lḥeṛma n tɣuri-k, mačči kan d win i ḥemmlen aṭas medden. Nadi ɣef tɣawsiwin timeẓyanin, aḍris n tutlayt, d tɣellist. Imi mi ara d-nini ɣef uɛiwen n yal anelmad akken ad yennerni, ulac ayen yessefken ad yeɣli deg tsuqilt.

Ḥemmel amek ay zemrent tsuqqilin n AI s tɣawla, s tɣawla, yerna s tɣawla, yerna s tɣawla, ad sbeddent taɣwalt-nnek n uɣerbaz. Ɛreḍ MachineTranslation.com ass-a—ur teḥwaǧeḍ ara ajerred akken ad tebduḍ s 100,000 n wawalen ilelliyen.‎