Ku laabo Warka
AlaabtaAI Understanding warbixin kooban

Garashada waxay sii deysaa qaabka SWE-2 ee Devin

MarkTechPost ayaa soo warisay in Cognition's SWE-2 model codeing laga heli karo gudaha Devin, oo leh heerar la xusho-dedaalka sababaynta laakiin aan lahayn API gooni u taagan ama miisaan furan.

4 min readRead the linked source
Source-provided image accompanying Cognition releases SWE-2 coding model for Devin
Xigasho SourceIsha la duubay
Daabacaha
marktechpost.com
Xidhiidhka isha
marktechpost.comhttps://www.marktechpost.com/2026/09/12/cognition-releases-swe-2-a-kimi-k3-post-trained-coding-model-that-matches-fable-5-1-on-frontiercode-at-64-lower-cost/amp/
Nooca isha
Isha ku xidhan — heerka isha aasaasiga ah lama damin.
Dulucda sheekadaKu fahan tan 60 ilbiriqsi gudahood

Halkan ka bilow

Qodobbada muhiimka ah

API (Interface Programming Interface)
Habka habaysan ee hal nidaam software si uu codsiyada ugu diro ugana helo jawaabaha nidaam kale.
Xoojinta Waxbarashada
Tababbarka abaal-marintu waxay muujisaa halka wakiilku ku barto ficillada kordhinaya soo laabashada muddada dheer.
Tirada
Miisaanka moodeelka oo loo beddelo qaababka saxda ah ee hoose sida 8-bit ama 4-bit.
Is tijaabiMoodooyinka AI Kedis La Sharaxay

Maxaa dhacay

MarkTechPost ayaa sheegaysa in garaadka uu sii daayay SWE-2, oo ah nooc kood ah oo dib loo tababaray Moonshot AI's Kimi K3. Qaabka ayaa laga heli karaa oo keliya gudaha Devin, marka hore iyada oo loo marayo Desktop-ka iyo alaabada CLI. Gelitaanka Devin Web iyo Fusion ayaa lagu soo waramayaa inay soo baxayaan. MarkTechPost wuxuu leeyahay Garashada waxay soo sheegtaa bartilmaameedka iyo natiijooyinka qiimaha, laakiin isbarbardhiggaas si madaxbanaan looma xaqiijin.

MarkTechPost ayaa sheegaysa in Cognition, oo ah shirkadda ka dambeysa Devin, ay sii daysay SWE-2 oo ah moodelkeeda kood ee ugu awoodda badan ilaa maanta. Sida laga soo xigtay wargayska, Garashada ka dib Moonshot AI's Kimi K3, lagu tilmaamay qaab 2.8-trillion-parameter ah oo furan, iyadoo la adeegsanayo barashada xoojinta. MarkTechPost wuxuu leeyahay Garashadu waxay soo sheegtay 50.0% dhibcaha FrontierCode 1.1 Main, gudaha boqolkiiba hal dhibic Fable 5.1 64% qiimo hoose. Natiijooyinkan waxaa laga soo sheegay shirkad; isha ma bixiso xaqiijin madax banaan.

Qaabka looma bixiyo siideyn miisaan-furan ama API taagan. MarkTechPost wuxuu leeyahay SWE-2 waxay ku shaqaysaa oo kaliya gudaha Devin, iyadoo la heli karo Desktop iyo CLI wakhtiga warbixinta iyo Devin Web iyo Fusion soo baxayaan. Isha ma diiwaangeliso qiimaha, shuruudaha u-qalmitaanka, xadka juqraafiga, ama taariikhda la heli karo guud.

Isbeddel dhexe waa dadaal caqli-gal ah oo la dooran karo. MarkTechPost ayaa sheegaysa in Garashadu ay tababartay saddex heerar dadaal oo hal mar ah oo xoojin-waxbarasho ah oo loo qoondeeyay heer kasta ganaax kharash oo kala duwan. Wargeysku waxa kale oo uu sharraxayaa horumarrada la sheegay SWE-1.7, oo ay ku jiraan beddelaadyo yar ka hor inta aan la samayn wax ka beddelka bilowga ah iyo qiimaha hoose ee la soo sheegay ee FrontierCode. Garashada ayaa sheegaysa in moodalku uu hagaajiyay daboolida imtixaanka, agabka isticmaalka agabka, iyo habdhaqanka xaqiijinta, laakiin sheegashooyinkan habdhaqanka si madax banaan uma dhisna isha.

Faahfaahinta isha: marktechpost.com ↗

Maxay muhiim u tahay

SWE-2 waxay ka dhigan tahay isbeddel wax soo saar oo macno leh sababtoo ah waxay siisaa isticmaalayaasha Devin xulashooyin badan oo sababaynta-dadaalka ah waxaana lagu soo waramayaa inay wanaajiso waxqabadka codeynta iyadoo la dhimayo qiimaha iyo sahaminta aan loo baahnayn. Gaarsiinteeda wax ku oolka ah waa xaddidan tahay, si kastaba ha ahaatee: isticmaalayaashu ma geyn karaan moodalka kaabayaashooda ama uma wici karaan API taagan, iyo qiimuhuna laguma diiwaangeliyo isha.

Siideynta la soo sheegay waa arrimo sababtoo ah waxay u dhaqaaqdaa xakamaynta heerka moodeelka ee dadaalka sababaynta ee badeecada cod-bixinta. Haddii qiimaha la soo sheegay iyo kala duwanaanshaha waxqabadku ay ka baxsan yihiin qiimaynta Garashada, horumariyayaashu waxay dooran karaan dhaqan degdeg ah ama ka badan oo ula kac ah iyadoo loo eegayo dhibaatada hawsha halkii ay isticmaali lahaayeen hal goob oo go'an.

Qaabka gelitaanka ayaa sidoo kale xaddidaya muhiimadda degdegga ah ee sii deynta. Ururada u baahan is-martigelin, is dhexgalka tooska ah ee API, ama xakamaynta miisaanka moodeelku ma isticmaali karaan SWE-2 shuruudahaas oo ku salaysan macluumaadka la hayo. Isha ma cadda in mustaqbalka API ama ikhtiyaar geyn ballaaran la qorsheeyay.

Xaalada qiimayntu waa muhiim. MarkTechPost wuxuu leeyahay FrontierCode waa garashada halbeegga u gaar ah iyo in buundooyinka xafiiltama ee isbarbardhigga ay ka yimaadeen qiimeynta garaadka. Isha ayaa sidoo kale xuseysa daciifnimo la taaban karo oo ku taal Terminal-Bench 4, halkaas oo SWE-2 lagu soo warramey inay raacdo nidaamyada kale ee la barbar dhigo ilaa 30 dhibcood. Taasi waxay ka dhigaysaa sii daynta mid cawaaqib leh laakiin maaha caddaynta waxqabadka codaynta si isku mid ah u xooggan.

Interactive Mechanism

Farsamaynta Is-dhexgalka: Sida Dhabta Ay U Shaqeyso

U baadh tignoolajiyada hoose ee ka dambeeya horumarkan si isdhexgal leh.

Thinking Budget (Test-Time Tokens):1,024 tokens
Complex Accuracy79%Math & Code Logic
Latency3.2sTime to first full output
Inference Cost$0.0092Per query estimated
Reasoning StyleStep VerificationInternal chain depth
Active Thinking Trace:
1Deconstruct user problem into formal constraints
2Propose candidate hypotheses & step-by-step calculation
3Self-correction: Backtrack and refute subtle edge cases
4Exhaustive consistency check & final output synthesis
Core takeaway: Test-time compute fundamentally changes AI economics. Instead of only scaling during pre-training, giving reasoning models more tokens at inference time allows them to systematically solve PhD-level STEM problems.
Hubinta Fikradda Is-dhexgalka+10 Points
AI Models Explained Quiz

Which component of an AI application is the machine-learning model itself?

Maxaa la daawan doona xiga

U fiirso tijaabinta madax-bannaan ee SWE-2 ee ku saabsan koodaynta bartilmaameedyada, helitaanka cad iyo macluumaadka qiimaha, iyo caddaynta isticmaalayaasha ee ku saabsan haddii goobaha dadaalladu ay soo saaraan wax-soo-saarka qiimaha-wax-qabadka ee mashaariicda software-ka dhabta ah.

Natiijooyinka bar-tilmaameedka madax-bannaan waa in ay caddeeyaan in faa'iidooyinka la soo sheegay ee SWE-2 ay ku sii jiraan degaannada codaynta, kaydka, luqadaha, iyo qalabka qiimaynta. Feejignaan gaar ah waa in la aadaa Terminal-Bench 4 iyo in la tijaabiyo cabbiraadda la dhammaystiray, isbeddellada saxda ah ee aan ahayn dhammaystirka hawsha oo keliya.

Isticmaalayaashu waa inay daawadaan dukumeenti xaqiijinaya goorta Devin Web iyo Fusion ay helayaan SWE-2, kuwaas oo heerarka dadaalka laga heli karo badeecad kasta, iyo sida isticmaalka loo dallaco. MarkTechPost ma bixiso qiime ama siyaasad gelitaan oo faahfaahsan.

Siidaynta farsamada ee dheeraadka ah waxay gacan ka geysan kartaa qiimaynta hababka xoojinta-barashada, tayada xaqiijiyaha, xulashooyinka qiyaasidda, iyo natiijooyinka badbaadada la sheegay. MarkTechPost waxa ay soo warinaysaa in garaadka uu dib u dhigay qiimaynta kalsoonida, laakiin isha ma cadda sida ay u matalaan imtixaanadaas isticmaalka koodhaynta wax soo saarka ama ay si madaxbanaan u soo saaraan natiijooyinkooda.

Tilmaamaha la xidhiidha & su'aalaha

Moodooyinka AI ayaa la sharaxayWakiilada AITababarka AIPrompt EngineeringTijaabi waxaad taqaan - isku day kedis AI oo bilaash ahKa raadi erey AI qaamuuskeenaRaac qaabka AI raadraaca sii deynta
Tan faa'iido ma u heshay?