n th fld f rtfcl ntllgnc (), lgnmnt ms t str systms twrd prsn's r grp's ntndd gls, prfrncs, r thcl prncpls. n systm s cnsdrd lgnd f t dvncs th ntndd bjctvs. mslgnd systm prss nntndd bjctvs.
t s ftn chllngng fr dsgnrs t lgn n systm bcs t s dffclt fr thm t spcfy th fll rng f dsrd nd ndsrd bhvrs. Thrfr, dsgnrs ftn s smplr prxy gls, sch s gnng hmn pprvl. Bt prxy gls cn vrlk ncssry cnstrnts r rwrd th systm fr mrly pprng lgnd. systms my ls fnd lphls tht llw thm t ccmplsh thr prxy gls ffcntly bt n nntndd, smtms hrmfl, wys (rwrd hckng).
dvncd systms my dvlp nwntd nstrmntl strtgs, sch s skng pwr r srvvl bcs sch strtgs hlp thm chv thr ssgnd fnl gls. Frthrmr, thy mght dvlp ndsrbl mrgnt gls tht cld b hrd t dtct bfr th systm s dplyd nd ncntrs nw sttns nd dt dstrbtns. mprcl rsrch shwd n 2024 tht dvncd lrg lngg mdls (LLMs) sch s pn 1 r Cld 3 smtms ngg n strtgc dcptn t chv thr gls r prvnt thm frm bng chngd.
Tdy, sm f ths sss ffct xstng cmmrcl systms sch s LLMs, rbts, tnms vhcls, nd scl md rcmmndtn ngns. Sm rsrchrs rg tht mr cpbl ftr systms wll b mr svrly ffctd bcs ths prblms prtlly rslt frm hgh cpblts.
Mny prmnnt rsrchrs nd th ldrshp f mjr cmpns hv rgd r ssrtd tht s pprchng hmn-lk (G) nd sprhmn cgntv cpblts (S), nd cld ndngr hmn cvlztn f mslgnd. Ths ncld " Gdfthrs" Gffry Hntn nd Ysh Bng nd th Cs f pn, nthrpc, nd Ggl DpMnd. Ths rsks rmn dbtd.
lgnmnt s sbfld f sfty, th stdy f hw t bld sf systms. thr sbflds f sfty ncld rbstnss, mntrng, nd cpblty cntrl. Rsrch chllngs n lgnmnt ncld nstllng cmplx vls n , dvlpng hnst , sclbl vrsght, dtng nd ntrprtng mdls, nd prvntng mrgnt bhvrs lk pwr-skng. lgnmnt rsrch hs cnnctns t ntrprtblty rsrch, (dvrsrl) rbstnss, nmly dtctn, clbrtd ncrtnty, frml vrfctn, prfrnc lrnng, sfty-crtcl ngnrng, gm thry, lgrthmc frnss, nd scl scncs.