Kuwedzera AI-Powered Robotics uye Online Chengetedzo: Kubudirira muChaiyo-Robhoti Kudzidzisa uye Kuderedza Kushungurudza
Kubatana kwechangobva kuitika pakati peKAIST neNvidia kwakaguma nekubudirira kwakakosha: kuderedza nguva yekudzidziswa kwerobhoti chaiyo ne31-68% uchishandisa kuenderera mberi kwe-off-policy reinforcement learning (RL). Kubudirira uku kune zvakakosha pakuiswa kwemarobhoti eAI-powered mumaindasitiri akaita sekugadzira, zvinhu, uye hutano. Uyezve, kuunzwa kweOsprey 1.0, yakavhurika-sosi yemitemo injini yekuderedza kushungurudzwa kwechokwadi-nguva, inopa chishandiso chedemocrat kumasangano kuchengetedza vashandisi kubva mukushungurudzwa kwepamhepo. Ichi chinyorwa chinoongorora iyo tekinoroji ruzivo uye inogona kukanganisa mabhindauko aya paindasitiri.
KAIST naNvidia's ACCRUE: A New Standard for Real-Robot Training
ACCRUE's mashandisirwo ekuramba ari off-policy RL yakaseta chiyero chitsva chechaiyo-robhoti kudzidziswa, zvakanyanya kuderedza inodiwa nguva yekudzidziswa. Tafura inotevera inoratidza kuenzanisa pakati pechinyakare RL ne ACCRUE:
| Nzira Yekudzidzisa | Kuderedza Nguva Yekudzidzisa |
|---|---|
| Traditional RL | - |
| ACCRUE (Inoramba Iripo-Policy RL) | 31-68% |
Semuyenzaniso, kambani yakaita se Amazon Robotics inogona kukwidziridza ACCRUE kuti ikurumidze kutumirwa kwemarobhoti eAI-powered mudzimba dzavo dzekuchengetera zvinhu, kuvandudza kushanda nesimba uye kuderedza mitengo.
Osprey 1.0 Vhura-Mabviro Mitemo Injini Yekuchengetedza Pamhepo
Osprey 1.0 inopa chishandiso chakakosha kumasangano kuchengetedza vashandisi vavo kubva mukushungurudzwa kwepamhepo. Iyo inotevera kodhi snippet inoratidza nzira yekutsanangura mutemo wekuona zvinoshungurudza zvemukati uchishandisa Osprey 1.0:
import osprey
# Tsanangura mutemo wekuona zvinoshungurudza zvemukati
mutemo = osprey.Rule(
zita = "Kubatwa Kwekushungurudzwa",
tsananguro = "Inoona zvinoshungurudza zvinyorwa muzvinyorwa zvinogadzirwa nemushandisi",
mamiriro =[
osprey.Condition(
zita = "Keyword Matching",
tsananguro = "Matches keywords ane chekuita nekushungurudzwa",
parameters={
"keywords": ["kushungurudza", "kushungurudza", "spam"]
}
)
],
zviito=[
osprey.Action(
zita = "Mureza Zviri mukati",
tsananguro = "Inoratidza zviri mukati sezvinyadzi",
parameters={
"flag_type": "kushungurudza"
}
)
]
)
# Shandisa mutemo kune-zvinogadzirwa nemushandisi
zvirimo = "Uyu muenzaniso wezvinyorwa zvinoshungurudza"
mhedzisiro = osprey.apply_rule(mutemo, zvirimo)
kana zvabuda:
dhinda ("Zviri mukati zvakaratidzwa sezvine utsinye")
Sezvakataurwa neWired, kushandiswa kweAI-powered mhinduro dzekuchengetedza pamhepo kuri kuramba kuchikosha, uye Osprey 1.0 inhanho yakakosha munzira iyi.
💡 Kiyi Yekutora: Kuunzwa kweOsprey 1.0 kunopa mukana wakakosha kumasangano kuti avandudze kuchengetedzwa kwepamhepo nekushandisa injini dzemitemo yakavhurika. Nekuita demokrasi kuwana maturusi aya, Osprey 1.0 inogona kubatsira kuderedza mutoro wekushungurudzwa kwepamhepo uye kukurudzira nzvimbo yakachengeteka yepamhepo.
Architectural Implications uye Trade-Offs
Kuvandudzwa kwe ACCRUE neOsprey 1.0 kunomutsa mibvunzo yakakosha pamusoro pezvimiro zvezvivakwa uye kutengeserana-offs inobatanidzwa mukugadzira kwavo. Semuyenzaniso, kushandiswa kwekuenderera mberi-off-policy RL mu ACCRUE kungada zvakakosha computational zviwanikwa uye kuchengetedza data. Saizvozvo, kutumirwa kweOsprey 1.0 kungada kunyatsotariswa kweiyo mitemo injini kuita uye scalability.
| System Component | ACCRUE | Osprey 1.0 |
|---|---|---|
| Computational Resources | High | Pakati |
| Data Storage | High | Low |
| Performance | High | High |
⚠️ Architectural Risk: Kutorwa kwe ACCRUE neOsprey 1.0 kunogona kuunza njodzi nyowani dzekuvaka, dzakadai sekuwedzera kuomarara kwekombuta uye zvinodiwa kuchengetedza data. Zvikwata zveinjiniya zvinofanirwa kunyatso ongorora kutengeserana uku uye kugadzira masisitimu azvo zvinoenderana kuti ive nechokwadi chekushanda kwakakwana uye scalability.
Kurudziro yekumhanyisa AI-Powered Robotics uye Online Chengetedzo
Kuti ikurumidze kutorwa kweAI-powered marobhoti uye kugadzirisa kuchengetedzwa kwepamhepo, tinokurudzira zvinotevera:
- Ongorora kushandiswa kwekuenderera mberi-off-policy RL mune chaiyo-robhoti kudzidziswa kudzikisa nguva yekudzidziswa uye kugadzirisa mashandiro.
- Shandisa yakavhurika-sosi mitemo injini seOsprey 1.0 kuvandudza kuchengetedzwa kwepamhepo uye kuderedza mutoro wekushungurudzwa kwepamhepo.
- Nyatsoongorora zvinokonzeresa zvekuvaka uye kutengeserana-offs inosanganisirwa mukugadzira uye kutumira kweaya masisitimu kuti ave nechokwadi chekushanda kwakakwana uye scalability.
Zvinyorwa
- AI Nhau Nhasi - Nyaya dzepamusoro dzeAI uye zvigadziriso zveChina, Gumiguru 15, 2026.
- ExplainX - Nyaya dzepamusoro dzeAI dzakatsanangurwa muna Gumiguru 15, 2026.
- Wired — Nhau nezvinyorwa zvine hungwaru hwekugadzira.
- Amazon Robotics - Robotics mhinduro dzematura uye zvinhu.