Dellu ci xibaar yi
YeesalAI Understanding

Gëstukat yu waa Chine dañu wane juróomi jéego ngir gëna suqali IA

Seytukat yu juge ci ByteDance, Daara bu kawe bu Tsinghua ak Laboratuwaaru Xarañteg juntuwaay yu bees yu Shanghai tëraloon nañu ap kartu yoon bu am juroomi pacc ngir sistem yu juntuwaay yu bees yi muna mujje yokk seen njubluwaay.

4 min readRead the original reporting
Source-provided image accompanying Chinese researchers map five stages toward self-improving AI
Rapport buñ joxSource biñ enregistre
Siiwalkat
scmp.com
Lëkkalekaayu cosaan
scmp.comhttps://www.scmp.com/tech/tech-trends/article/3367486/chinese-researchers-chart-five-stage-path-toward-last-ai-built-humans
Xeetu balluwaay
Reportage ci ab këru xibaar — du këyitu pàrti bu njëkk.

Li nu mënuwoon firnde sunu bopp: Lii ñuy wax ci outlet biñ wax moo ko waral. Saytu nu ko ci këyitu pàrti bu njëkk bi. (scmp.com)

KontekstXam lii ci 60 seconde

Tambalil fii

Term yu am solo

Xarañteg xelu masin (IA)
Barab bu yaatu biy tabax sistem yuy def liggéey yuy laaj xàmmee motif yi, xalaat, làkk, wala jël yenn dogal.
Memoire (Memoire agent)
Kontekst buñ denc bi ab ndawu IA di jëfandikoo ci jéego yi wala sesioŋ yi ngir gëna mëna wéy.
Akordement bu baax
Wéyal tàggat ci done yuñ jagleel benn domen ngir méngale xeetu tàggat buñ njëkka tàggat ak benn liggéey buñ jagleel.
Nattal sa boppModèlu IA leeral quiz

Lu xew

South China Morning Post neena ay gëstukat yu juge ci Daara yu kawe yu Siin ak ay sosete xarala yu bees siiwalnañu benn këyit buy leeral jiroom anam yu ñuy yokku sa bopp, li ko dale def ay yeesal yu nit ñi defar ba ci setal bu baax ay pexe yu ñuy jëfandikoo ngir yokk sistem yu juntuwaay yu bees yi. Këyit dafay wane lii ni yoonu gëstu, du produit buñ wane.

South China Morning Post neena ay gëstukat yu juge ci ByteDance, Daara bu kawe bu Tsinghua, Laboratuwaaru Xarañteg Xeex bu Shanghai ak yeneen kurel siiwalnañu " IA bu mujju bi nit ñi tabax: Ci Yokkateg Sa bopp bu Dëgg." Këyit dafa tëral juróomi jéego yu jëm kanam ngir gëna mëna yokk sa bopp, wala RSI. Bi ñuy tàmbali, IA dafay jëfandikoo ay pexe yu nit ñi defar ngir gëna suqali mbir yi. Ginaaw loolu mu tann ay pexe ngir yeesal, xool ban xibaar wala jaar-jaar la soxla, méngale ko ginaaw biñu ko dugalee, ba noppi mujjee setal pexe yi ñuy jëfandikoo ngir gëna suqali IA ci boppam.

Rapport bi dafay wuutale RSI ak chatbot buy seet benn tontu. Ngir yokkute mëna nekk RSI, coppite bi dafa wara wéy lu weesu benn liggéey te sistem yi ci topp ñoo ko wara jël. Gëstukat yi dañu wax ni otomatise pàcci tàggat, jàngat ak mën na wàññi cycle developpement ak wàññi liggéey ak njëgu ordinatër, waaye loolu mooy li bindkat yi wax, duñu wane seen bopp ci rapoor biñ joxe.

Muy nettali itam ay jeegoo yu kompañi chinois yi def. Z.ai neena ñu ni dafay waaja yóbbu lu tollu ci 60 pursaa ci xaalis biy joge ci 5 milyaar ciy dolaar yuñ dajale ngir jëfandikoo modelu GLM yu bees yi ak sistem buy tàggat sa bopp. Gëstukat yi bokk ci MiniMax 2.7 dañu wax ni dañu leeral yeesali mémoire ak jàngat-jàngat yu am doole, ci noonu la DeepSeek defaree ab harness buy jàppale liggéey yu bari, def kode ak jaxasoo ci losisel bi ci biti. misaal yii firndeel wuñu ni benn kompiñi amna RSI bu mujj ci këyit bi.

Ay leeral ci cosaan: scmp.com ↗

Lu tax mu am solo

Otomatise ay paccu gestu juntuwaay yu bees yi munna am njeexital ci ni defarkat yi di taggat ay model yu ëllëk ci anam wu gaaw te yomb, ci noonu lañuy toxal njiitu defar model yi ci nit ñi dem ci sistem yu juntuwaay yu bees yi. Digle bi dafay wane itam benn jafe-jafe kaaraange bu mag: sistem yiy soppi seen anam ngir gëna suqaliku mën nañu soxla test ak saytu bu wóor balaa ñu leen di dugal ci liggéey bi. Rapport bi joxeewul benn firnde buy wane ni amna ñu yegsi ci wàll wi mujj.

Su fekke ni wóorna, sistem yiy otomatise ay paccu gëstu IA mënnañu nekk lu am njariñ ci joŋante bi ndax dina tax defarkat yi def ay jangat yu bari ak gëna suqali ay xeetu ligeey yu nit ñi di gëna néew. Loolu mën na indi jafe-jafe ci gaawaay ak njëgu defar modelu fondasioŋ, ndigam rapoor bi joxeewul benn natt bu moom boppam ci jafe-jafe yooyu.

Digle bi amna solo itam ci kaaraange IA. Gëstukat yi neena ñu RSI dëgg defay laaj ay kaaraange yu tar ak environmaa yi ñuy saytu ngir yeesal yi wane ni wóor nañu te am njariñ laata ñu koy dugal. Rapport biñ joxe du xool boppam kàrtu yoon wi, li liggéeyukaay bi wax, wala njariñu bépp kaaraange buñ nara def.

Interactive Mechanism

Mekanism buy weccoo xalaat: naka lay doxee

Saytu xarala yu bees yi ci ginaaw yokkute bii ci anam wu weccoo xalaat.

Agent Lifecycle Stage:
1
User Intent & Planning: "Audit customer refund request #4092 and settle payment."
2
Tool Calling: Emits structured JSON call crm_get_transaction(id='4092').
3
Guardrail & Verification:🛡️ Paused: High-value action requires human operator sign-off.
4
Final Settlement: Refund recorded, email receipt dispatched, and audit log stored.
Core takeaway: An AI agent is not just a language model—it is a closed loop of planning, tool invocation, and environment feedback. Production systems require self-healing retries and strict human approval guardrails.
Saytu konsept buy weccoo xalaat+10 Points
AI Models Explained Quiz

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

Li nga wara seetaan ci topp

Këyit dafa joxewul kalendriye ngir yegg ci yokkute sa bopp bu dëggu. Amul benn këyit buy firndeel ni ñuy amee produit bi, njëg yi, wala disponibilite bu ñépp mëna am. Li gëna am solo buñu xamul mooy ndax etape yi ñu nara def mën nañu dox bu baax ci biti ingenieur losisel, ba ñaata ordinatër lañu soxla, ak ndax kaaraange yi mën nañu gis yeesali loraange wala yu amul njariñ.

Gëstukat yi joxee wuñu benn kalendriye ngir am RSI dëgg, te South China Morning Post joxeewul benn sistem buy liggéey bu yegg ci mujjentalu sistem bi. Leeral luñu mëna am ci gëstu biñ wax, te kenn bindul njëgu produit bi wala disponibilite bi ci ñépp.

Progress mën na wuute bu baax ci barab bu nekk. Neena ñu bindkat yi dañu jàpp ni ingenieur u losisiel mooy yoon wi gëna leer, waaye robotik ak gis-gis yu gëstukat yi ñoo gëna am jafe-jafe ci wàllu xarala. Disponibilite bu ordinatër bi beneen jafe jafe la: rapoor bi dafa wax benn ekspeer bu wax ni sosete yu Amerik yi deñoo des ay weer ci kanam te amnañu ordinatër yu gina bari, ci jamano jooju gëstukat yu waa Chine ñungi wey di gëna mëna dem ci ay jafe jafe hardware.

Rapport yi ci kanam war nañu xool ndax sistem yi ñuy wax ni dañuy tàggat seen bopp dañu defar ay yokkute yuy yàgg, yuñ mëna defaraat, naka lañuy jàngatee coppite yi, ak ndax nit ñi dañuy wéy di nangu. Amul benn resultaa test buñu joxe ci balluwaay biñ joxe.

Gid ak quiz yu ci méngoo

Model IA leeral nañu koTaggat ci IAAgent IANatt li nga xam — natt quiz IA bu amul faydaSeetal benn baat IA ci sunu glossaireToppal toppukaayu génne xeetu IA
Gis nga lii am njariñ?