From 5e5a4b7376fe81f806ade6bc5ea59ba972d43d93 Mon Sep 17 00:00:00 2001
From: minorQAQ <202200120184@mail.sdu.edu.cn>
Date: Wed, 3 Jun 2026 17:58:57 +0800
Subject: [PATCH] =?UTF-8?q?=E5=A4=84=E7=90=86=E5=B7=A5=E5=85=B7=E8=B0=83?=
 =?UTF-8?q?=E7=94=A8=E6=A0=BC=E5=BC=8F=E7=9A=84=E8=A1=A5=E4=B8=81?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../__pycache__/chatbot_agent.cpython-312.pyc | Bin 9574 -> 9712 bytes
 src/agent/__pycache__/llm.cpython-312.pyc     | Bin 24140 -> 25815 bytes
 src/agent/chatbot_agent.py                    |   6 +-
 src/agent/history/data_base/chat_history.db   | Bin 57344 -> 57344 bytes
 .../20260603_172211/ui_messages.json          |  39 +++++++++++
 .../20260603_175632/ui_messages.json          |  39 +++++++++++
 src/agent/llm.py                              |  61 ++++++++++++++++--
 7 files changed, 138 insertions(+), 7 deletions(-)
 create mode 100644 src/agent/history/multi_inputs/20260603_172211/ui_messages.json
 create mode 100644 src/agent/history/multi_inputs/20260603_175632/ui_messages.json

diff --git a/src/agent/__pycache__/chatbot_agent.cpython-312.pyc b/src/agent/__pycache__/chatbot_agent.cpython-312.pyc
index 17813a57f9dc9dbe861aad473cf3ba6404097c4c..5669ab914356c63a3620a108034fb432a131a09a 100644
GIT binary patch
delta 867
zcmZ{iO-vI}5XW~)zqTKg(iUlHi&#+F7!ia*BdLLu5Agt^7lNT(*iu?cOI{ZWNzp5Z
z9wg%jibi9+nHWfk(ZobeP!D>OgK3C~(U^FHgBOj7JCG)F@Ev}cH~;^<H*aUZ5A2*X
zzBd|moV-H6Y7_nI#y={!Q_!oc!Tux%2?Hqy7kh}E8oL=eZc#0nN?J~hUkny7;}y*z
zlm0R6=TrKeI#G#T28&ViAFttn*GgWK_8+fSs=_smO>ZyVlyD#zE%;Sa)nm+QRynae
zr(NalDNE-7m%pLpM94u5;&6fUaFVlBThFmF;6}K-C(F&3jc{4;nlPx{z~9;vU_u|?
zYf_5w35lJQD_FA(O!F6^88`Xk;KyD5QQ(`eb#3^Cb;}oAQQTMGR<F$6Eq~ShuJ3i<
z(%J2XrZvSzXsaP`t>u<~*}ro1dhi*0nSGvJ3T@+4onYQH+d@IbW{~gEsowC=qboG(
zKPjOdp`u#8z)?}7VjXnt>58{7T2Ppm74A#&-do06sih_YjmxWG$0#1gbxR$L;YUjd
zMzPwuTiYh5i+Vv6!_(1BMu<hdN){ojKp4kHTN_Lk#%woL5W$}g$(o>izl<WcXOxeg
z!o`|}p$G}nggHW1M$w!UGE!JdOF~lS<!CCyBoe0x12TGxDq&WPr{#_*SJVo#QhFvS
zEU*RabsmNU#++#fHOXkCtcpMbVwHqJ+;P^_pQ4cdEoLQ9bNlc2QPfW8z$RB6OyYT$
z{fJ*q6!{qzPf6kE{DjxWVq}RB_8LoL-gO4X@q^0=IsD-ogsT{EcS61}=Z-1;^o5JM
z@pwv<-;_>fSPNCU2{a7WMLJJXIF%NoY?P8?Xz_I07AXu6CJ94?JSIFYcu-jKe1^Xy
C+0Kyw

delta 846
zcmZ{h%TE(g6vpS)K4$umVyCs(2l6yE2BJv8NKi~e6c^R7g-nK-u}&#7<n~rtQp6<-
zFp`rfh7i%Xl9kkr3s;~UHzsVzn7Gjxm+}XgIHyfbSa=t|Irlr?y>sq4zi<DX2z(9%
zyqvu%A0qk0+rS?e>8ttNQPNhflDr=?#}_TYh^K9Nn&Xz-Rd-%Ep2eN&Q~f)RhQ8$a
zk0+pW|2#ZvY2H%hS+E&5^E4uGEYwu<B1UkX?@67kdNw(=rOIz|Th1NQa1d@)a&juE
zk{r>=B-h2U2t4LvBnWT#cf6-$%o^r`0n<W1@xz)h4&Q}IatVgK7f2FR@9U1k=$RMp
z=kARM+m(ap#g$u!q42ZxdU~UGyYnE_vy%A%V?MccFBZ=5j(uLph_3w*$%wU@@6btx
zVKo@-9I|V%{LC~9k|GxhlCE03OqqU9R+!~fb%nvl;3qOwTWwu;B<)^usS|Y2{?L8|
z4kYEE=P;gxt6~R{U|P(ODR?CwwWn>_^2w?y&1uD=oYPWHDx-A<p}=l<kmPE=!cSd9
zhUFL&XHmb2r?|S&zFG%Qyb`RRGBCS<D8rNZ=~M|r9Wh~J+;Yh!RX6SWP_v&=V&;57
zuFysJ5<g33;V5pBG{}i4xdV%dSodW-iUXxMsrr8#Pdks>VMG?*Cpt(Dz9!lltrF&`
zZZJtJE2%KOkCu9A^(y8elDw8wY|-whR%Vi78cZ`79YtRsVhM`LEO`Wb$q}-)+n#f#
zv89%GMmJOmr%<E==u0B9h%w9y^#K{Cs?jMFCD`h^G4K$>D~KH8E@BPQjp#x2+OYVM
RIa4hav{Cx9cB=au`3t9W#hL&B

diff --git a/src/agent/__pycache__/llm.cpython-312.pyc b/src/agent/__pycache__/llm.cpython-312.pyc
index 968a909a70826c48ddeaf7ff899b00f3ec2baf60..16446dffe9e184040e95bd8daf877f37818ac80d 100644
GIT binary patch
delta 6106
zcmZ`-3s79wdA@g_?2Bc2EU#TyV1-!0f)F5N&<pgIKyO)ML0K((FKCy2kaI6WQZB}7
zJQ-ywH<C|WV>@l68M~G$rILc%D&w@4GfAtu_811$Lbqz8v~}%dT91^-u}7Is`~T;%
zfaP=<zI)F9pU3|?=ltiq_hbIfKk(WA=x|s$_*FeFk8e77F1v_7e{Sg;P07+wDbER<
zkd^Qxy&-S1EL6tomPC2d7xJ;PHBphQ3{|qSEkSv{U_2QJ1z6plSeC2})h6pgb;)2T
zn5+-gGr9x%G=v(kUvhb9IiqDK8j~wRD|k-FZQ%sxbDWSP`Y!8HERG8`={T|JvR2_j
z&0>q-8mi&Avpn&Fe0*YMXr+)FY8CnTFh~E*ncFVSwO#ZPTQBokRr11cZ9<;d`YQJ)
zx(pSk7FWiP(d$`x>+-)uZ4(NfsJox2FXD^M@e_2pu9R=3T{>@Y4V$YJaILr|)9Wkq
zwh10_P5c=;q4(9W4k+UKg$^6J?{HDwAp9S8bKDrGaPe=Vp!A_`S!0_}o*9@a(I)tw
zsQ-TPj_Q}#I@xS~v6D?c!5e9#p~b3Z?N6r@8zPCs<bc7-^ZAosH%{vd>cD;^h)|Ev
zfUuk%w3K-Zu~>ir;&G%1AfQ(bl9(7E0s4Zamv5T<)bg_4^c1q&=<^Og-#Yn22ha1X
zCg05N)bW1$c}}_MAhP|`<J!^X!(usrYV1EDixSC)a==6mAjuj_Mh3;Od}3H6hp=G}
zQuX3-Sv3(+8cE2K2`E1HBdwE@u1cKg!`y>9zK_-y{BhM9U<YzYKX#5HhzJ7!s&V*)
zFw#%b^y7l9OLrp0Bpx456PXCCLd0bHm>4jV1a^rbr0LV{WuVb1_alRMHBxlg)EJSX
zvDisVWJHLi8%86?NH2Y%G~hsK13JRA{T97d8rh7tRL#+&=~z^hRC7|4Bv6o?#)i3z
zq+}AfHpdd;&a}KaJ(3bO5t1h46f`8AH0@c!m(UkI^<`&pK%*p+*f3FW6enrHHcaMc
z=`TF_nlH}L-+5Zg<H*9vBqxAows{2m?eTuf^UqDLFaL&Z9Gj`Gh#<t|SUMF+goj2W
zWKbgh%orpDrOg3ewTmffgot5g1x?#$uo08tFqB3xWO_fj`h#D7fAW*7-}>nE<&R#w
z{>huKxA`=$qGMFU0BB44u*mn3Z@Zwt+<j@zfQRUg+Be#dAlZ(9@{tI_1VR`<%@R|B
zG#ZnS63s4&bVQI;Lm~zSdYuOAmX3c7n;C_X<gi38VA&KI9)@1zI1Vy|Fdr+bDJC(Y
z7GlOs#Nk9FDiR;I^Z=;lVUh-CYJp2ik)%(Esens!#B)fnr^L}PI@<=`mQ;OG8ierw
z*E(M@hB-5o%8RN6XA2KUK>ipl4E8~!$-z{X9gXtX&>+iTefnw3D~*4Ly_h5Z9!dcN
zc@YVy8!1L$@x-gVEa6`0BdzpDD`WgBTGd)r{pUb|72(Bpe}(Ww-<ObfnkHJS11wya
zVU8iO3?N|B)WXSCQ}pOaYDgmI>07OB?zey>*#PDv$_Fz~+Ez8_b5{eIt(9Nmf(clN
zp6+SSGi^ljb}F{}v?$$8|FFH<)CyF!nErEnF`a7voR3f5TAkMO&(KxtR~$$oPdD1n
z28-Q<=puLs1PrQ8iX?}@d?X@^1eZNq?`n=P0u+egup~y)5FW4~S#(xo6IKe*x7XKh
zLbt0~$;gl>#E3*bz^ZLfOo>`|i5$TWxd?xR;6OlkYmvx;aF#Z76pm}*98bqmq!amF
z2=@_c5SAkBM?llUHbi16IgqW{m6@E0_6uxr8(Zi>3UULh%;mVZsunp0@g#%F+A@0u
z*}p<~s|Zla23X_=D1s~grNd<ypC23y@fmjbEyBM81bD(G)r^9KY}Gs{$`M&6T5z$x
z&Dj1Y2rB?oOL)#mB6)<w|3Wx|@Pw^cP}-Uomc^p!1K9oxgn97@GsUlwwvt}hoX^67
zJf3`Ob2h(x6_BHPfXolQf%V_)&EmKh`Ik5gCu8ihpTg63e0fHl!l#_HA<IpFUSx6V
zWpjov@Un%z?DP~XdO;`XuNX2J$z_aI`0=#ER#+k!2e}Mo%%B*^cEuo=aKX{YjsmAS
zw!k$iMx=SOGAHzyNimViMN?X|DYq)7|7S{0&S7%{e7j8Ho?pUo3a{wq1u%bALt3{r
zi>}DZ_ZkJOU>0mg`561VVxJcyOD>=vY%8a!3g<G=X3j(#xwE>%^&Hm+`i@z~tcpc0
z%uKGB<3+U5pGT**=9ta<I99L7%QIRu&9~<p#%zie)h#q<20YG7I-ZMhV@Aam_fURY
zUa4Jhj5&ntjoe`$Op-0*na_S;s;_S=Sel*boB5786o<s0@$p=WH*kuB<SO=f1wG}@
zFH#&CGw|G(1_B|*b20;DzGF_sDOq8FEXASN!g#W<U&^95iCJ+jrY#B@Tf8#Ua^WlE
z5@f%O1jG(1E^1klX^`SU;~W{6JNw0JFqPB0<ZAl%5|2I8f6S%0XvdEHt;)RMW4TJM
zq&v%>Svts#ndE}Z2uf~7C9onSB+OlTWBCvXmQ0&?Jq71D=QG=}0>u<>q!rcqRwWM;
zQXx+%KxaAfg?TG#v8dA+;{^+WoS9E>e@`bAeovpN^W2#s@QH~@`I=%<>_Qgq@gQ&M
zB6&@j_8>3p^>gxil+t)(M&5<5jGH$6z`}}0D8=Z4ZytVye8eY}T$kY%AU8AB70>+Y
zor`V|b~6ZD3VvP)I#;{{-QjS6+2>YyydC1abdOi@5}o2j_brZ$v$`{l2G~{<SOZm@
zj2kTb`8i_XxgJ<SXI>rUj_Z54Q6BiP4Qapl3L5Duai<I!=AwvbMiGjOl>CecV{XOG
zY`Rf#$6JwGTAWdAtPs{y(W2g~kZ&we^0kP{&*%-th9h*WSSi+qa4rmyouSd?K8sFM
zIIl!0QHqpo^xv7M(5qU!*yrP=P>YXor6?oISK|Sq^*?`~S<qY=%>&+@C$oF^b{q`v
z-L!A_uATcf9VRNwx;dbOTq`ArDVh8k)XDP*=oNO<s#Y1UDdA`nTvVi!PBy^)UAwwA
zbaZv?JFJ?+VPJ&As%bbvBvF8j)GQv4CPoC2gy>XPtBHp|fRx73-8F8)q8R}0ExMSX
zWvfQ0pUhc3Fp`R5rm&`_Z?rbBmgS-+YgWUkk)()8g+}j_metfRTNi-u>V|pdT9U;^
zWgmjms0PfJ0~Oj~cn!2st>ekGASS|?f0Bo&ALgm#I>Ofwjw7&RH7^_`BBV0m=+THA
z)-F3NDbbQPcFM9m<aO-A(oU-+%7Qo$fosu1cC6}%2se&&au{+;m44ps8oz=)eu(fF
z0IEq6BP4oMH4c*W$gr9<0G^0}x>{b1hY<N6Y^Rq-`UB<c_*Sz(py6~%5>@9yiWH8e
z2GXjYL`F3S-pF)iN4aW3twll2<ztvR;uT0WC8A+ShUu}L>tZa|F(xB2$YP12ONEFW
zQLX5f@En<yQ{WDA3q`Uq^UpDj$0CUlQFXwOTD)Mms5&_c>L<iVN)*US=p>cX`#XzV
z^U2Y(1oKT|dtq1gc!h!EzIc{<V6a+T_sVK67QNYgyKL3Dnj1&&tlcxccF)Y(eWy3v
zv%98pD_`6A#`X)_FG@EWZ?)X^@40Q?JL@ifY4F_OMC@YjjJxjimb*^(tlK*gITwE^
zbuM+j=bCQD-E>wz>-ByA;L8Wk_sw`$oVDJ~^WMuZo+_!mvj1wR`cmkI^;Y9l?~&WV
z$nE_8M_F8M;km+TSKY-!*T!dDTTYuE==MW0vg?$!U&rORPdgq&bo9Ml&HR1J?;bNg
zGI6C|dTMv;xWQgraj&NCs`ZlfTFXq$Qxn@}J=J$S!D&x$wkCKndhx*d<ZR7~`*kf>
zyDxR$sJ>Y_Q@80}W6NKcTrat??d|R#b>FI;I@mL_IyBSR`_QNlRz5VF8_FJWW^eg}
z9L~GsK{2=Vso!+*Tv6q0ZOepiV)b-U&Hb8X6OMaJmtQ+n^5N3eFK?OHa6Wg|6S(79
zKJ8h4&sQ_MG;q;>;rMKz_Tu(SWj9RIfpzx+!K)>gO0IQYJ9&NQ&GzZ$T{D5*kIaUO
z%FpyBZ`lJqSF;8t47N>}ZWjga)7m}$@raHq+sHo{&`j{fBMAz{zvg(0OSR`b(8Kq4
zkNSAd=f6|lG+o{VoZ^bR9v^UuD;|SUt83oqxzID!(0Oyy%#!UB*1P3_yB`0nzy6ND
zdD`E6ZO@Fqb;5GLqH4l)uQqtK{Zji>YyXrGyFHY=GbB%U49OqXj!f*Btqk6&Y?`iY
zy4EpMxpHE|tiR!ozh&CraxF6BUv<a7cG|yo#=m}I)BR-)6PwRBy|Uwhg{wQpKd{sH
zb{CD`3pQR2fyYfV!F6EaKp9xLw&b^*xw!O;M=LTK&DwKjodw`%BdGOQ8h}{+W@lwr
zGxw8~9f94&+)pbyyzu$iy3Qr=xmBHq*w#_iZ7{s+H9+Ovs?Kcqyw_~$=JoG$Jfb15
zyQJLwexVK+?-%pkCFb`_I@dvEs@Sr-T0gaf-(5}rW6!(enC%d_WO0{xZA&?XgdT)T
z00ASxhXhiAU<bf${8)Nu?nT3><@$B78ImBvbJz~^ddUdDmLOYwYPKLsQ4;GH!|cW9
zWZ?$b_4bU?;64|Bovzz=#DW<=xe4&XUN`;QeeWEZ7mYN)(C}iEk1f6|4uMz4x!bTw
zlLbd$vZz_H<RIL&;kjo)Did&-RCs0n`TkY>k7?0?ez-V)<G_%1af(0-)d?p~DwT$d
z5u6rMILxkes-YiFDea1fHw%J0J~1FPVJAD>*5p_ePLiW(fea!^4;Me}CWsSjuMelN
zbO8ZPL@>?JE?c#;P*jZr@TMVaw@DZB*q!S!mTahNBSJGh`*cA$+w7pqt=D$ADr|&+
z*^=~d@~2N<=bZv?bl(hp2Cu6|_roqd{ewd-CT8j?`ZtF*oBE*X$rbdSo*?!07-@S?
zFz3q=KpN=ro;Bu=v0amOzTu}m74X!T6KV=z@Qh$G^wFz-`tc9G+vW>wARC~nJ+qv^
zQU}5&nh32gaG?0?OvHqi{5Qgj^qtU79m%2gUXO|CoJ;F_-TU)^sTRV6N=mLDkz)y|
zUVANMWfl!;!D6nMIu_P=m{4mkn0U)!&zRb~NeP|k^_H+py$3m7gfaw79Ep#9(Cf>o
zz#`fa-gy#9(n9~Yx1=eGL;(Shb=4pqkI5|hRCqGNhss7R)i}-i!3zTk)2_bK96Wo}
ztksYfj3mUhWG@}<YcoXtiHp#`?5lPrOnlktlaDz3KJ0T${;KaFZ!2(bu~~msX8`;^
DhAY+$

delta 4675
zcmZu!4RBP|6~1@h{wJGcvq>Q2*Zhzy`7?whV4@I2A%YY{#4O<QvhR_+&HnYiw+89k
z25URgiX-$|)QT-moe_pQ;$*Bp?G&t|E&Y{YM(7)7YMuU!qoW{Df9hz@xi1?cbu;<i
zz2}~D@44rmd(OFMPtiaAiWdDL5bzWDeSEAge&W^xMf2&Q11(SYP@)jUo2W`wN2-%G
zks8tWC2Es(kvh@#C+d^eM6MC-f<!~IF~TV=pA!ATL^!!9vMAXWX-l?8+LIlT4nYrq
zOlPDM<&s^IE<r0wT$}8UbW`FWtBF$lU80nzb;l%BiIB)*2T>OvvpXcxqb^Z`6Rm{o
zr>q9_qlw-~uTmQ6Q)xUUnD{S>iw3?q!$0Sv_8p^kSFeF7mnk8&?{V^kBTvQU)!w+l
zhrFTXWnZB#Q_8RES6tPfGp_c;C;0}ciuUmhj+%}^u~rq}_3B_=>i^bVrc|qgag!gC
z>RW{Xs<`}$z$)?(i8;pLe|rTXIbxFdy{IU^>{!&jOsUIHEH<%BslTfK_39<0=7J%y
zT9Y~?7JrmFd9Sl~+Hm?Q4NXtEPD>lwz-X);p#z~4p$p(B341J;p3SJt@<yXtN;9HS
zOUk4(3{)hn451uh9za;KoVuFW$y)hg-&VSK`g7l7l6xr*FXN8~nrPqj$pEFafBH8?
zD;>0vyMlG@J8-y>FAA<*SBK470LwLckD=-;1nsb!-Hs%`mXycTsBsVIvIQCMM5?6j
zGAuV!^=!h>-9V`qKh`(>O0WS}`bX&&2i?jC%MUgV!f?2R$tXOEpdhFKmMe3Qk{x9!
zez|;2%dJRptGhC3X0Vv(Fg2OJTMc{I1d5C!q_|SC2zK;P#U*FW08$*t>XP-CrtS90
zSw%~CP0Dw(2tQmE4xqMS2NS#f9)Gh+4x^DRPi#D`#Z=w$BvoC94YK=@v2>1>F}|aE
zo_i0F*$~fFH`7Y~v+B;J51_b9H<*@T-$I#Uwgh>EhEq6L5KE|XDw~Od78c#f#6j%m
zzMB3z4LNZoy%@l@*(`$bqBS2-df)W=x^ES%K{hKWD~e`l>6Dy^PE5*dOlOVxIoJra
zZVpqcP)+GsrbdMc?5*aINvO1q2is~FiIYR)Th5(YLS<XANw=}R$cHvMI%A_Pe5CE^
zfhdv-5l{=Z1K|;by8tY&no{&h%@}94F%oH6(Jf~}1FJm62ijYvwj-NM$tE*8JB)3&
zoXLO`n}iOFBh0#k<<@ke(-pVyFg25qV=5D#S%njLGAs?}W&0*ufFvoQroutn`u8EB
zFr`jL@jMIQKy^z>>SN&H@3+@iq9+S;SX8xqxLPzLgZ|^ZxnmnR(|0;j-a@p=XU;Ce
z02}kqdw<;h8cGRszYeXilRb<C+#8#ZAY6u8)X*{b)w4eS+dhr<^X~q}g-3w`PG60D
z&m&wVdk|^&^WFUm!@?<qVX{c90SFh^+rq^ycWgYHn$X!#`KkWvDqaSXUH~xbH}$ac
zbmh`6Y2yHp#dUZW??l+gBqXdr7(!Tya3jJnfaM=kjnqyigUKuxOJ`Gx<+_QnG=r@Q
zr~L+hY+xZqkAZSZwdpqp(-O_`n^!E}oJ4uY<fvFpI|(*n3`k+8RiMks4A_^+hRX2j
zi#u<XC|RI@BS&>LmInWUOPRybW(3h1;eT4ub`$!A<xR>Hs-iKS{TaIjV`@sZ#dRip
zGl)_TA_Nf7A8c0@UV4^aKQwR3cK3K%OWC_$i%fq*XhB$run7Te521)@DI;8D8(y4=
zQ0;BxID;G#Xu)2<uJ8%8kmWNpu$}>1wr|^GIQ%Zc%jhC{5x|^-f+n2RdqY9z)a>M7
zh)XDN8Q~p(FlBFJ+cpXkiYyNtm24Qy_C6uogFLSwbOTtv=!}t6b`gp1A$*;!gx40V
zzjANpEDyP#u#XXD)nmdG7m(HqaFy%rVSPCA>GY|ai|B@aXvfg!@;^Kr>|gw~laL?L
zM~IOhA>S`I$%8IJOlmrgp}WE_C;5m0H2Y^#exNwS_Y8aa59fy#DO7PNlHwevn)v&<
zE1!sSP6IE5_?gal0FrkZ|FX!-|2`b5qTAu{w!s29SI%v^3=F(Br^GkhRK^=`3A&_B
z#1y@H(^UzB@zNQdIiH-zbc?A&15$qBT~v2aqLG}}^u){NFwZn|KE<8$E1p$kdp#&n
zV9et$4cE4s1^Ef`-<;p{>vUf|B`NA8rk|CXzIY`TA;n(PpEnOBVuCvUd4q4|tZ1QG
zsDn5IM$;2Ti;G{%XBIM#SvZ$A$F`pM0)C-BM63CeYeOy2%gbH)rYLA1Ffay-U%Va_
zlKe(3@2aZifptDtky#XP<_AKd#=xvT#b&YY*iZMhjFDW)oP#Om8`p(g!Ca}2@V~6B
zEip@HMM7ptyn_cD%L>gPmTyX-8M1912q^CS_Kg-kv93m%8ChPWk^D%0BBl6{Ln%2l
zdp?xxn*ei`2z{P1OH7{<#E=A9cjI0HZZnXdBi_S<w}kldR&R5eS;ib@8Sa0s^<YnL
zI*AWlWfN&6{KK`i{E7A6&HH{iNp?viWRf-#W66xINE2aBN=5{8emq>dp6vq$%M*>t
zi9|FiBADgQ$V^uiNaP-MS1gfLR5rq2+R*R*0(c=u{Aa_uP6;v$PKdRhLsRS|555OM
z+(@Sr(HP99hpX&R5aO?F3azs*|FgKBKbcn4L=^L}2&i@xc^;=1VL}Abr?4v$t6x_Q
zMcpYwZ8wwudDm?XZ4V&BF@$Fjo<leeU`aaEaF1Yj5+Gc`mhk<z)i#UBVYzWtRk5gs
zi42P_%bkctF*m;e-29!}mUp^wcOu5RlClvSw|uyts3IFORBBjFsfrzaDp2IWrgHC0
z;PLS3O$)13xZa=aA#VjM4$M0pY(H}6@u@Sx)qCCN9qs(vx8Li(jgpdzy@B%^Dfew&
zLeKFVHs_?b7F6?-oBO96Qf2d7t?keHkNS`Io@rh7=<s<rscbwuKYV(A_*_%?NaK<6
z!yV_EI^S;Xel~D4aD3;Bqi0%&-s<RnHgYubqVGiDrNGIFH#TiPv-FNL9a}EAq;Ty8
zkEd<HW#Xx<I$uCqmR(#x<~N*c>wVPm=-}!3t>+rTPq#hUc4YK;`<VuA-7$Y^BPF$~
z==nQrJwLg04XJNBTi0{CuID2{E1UmX-E>}p?|&~<lafjx`GV&POU@OS!=7Bw`Apx4
zb{Pr}7n4_R7^;EKtJN!;;q$r_LY!B=rqB6$`%o!#en)x``$EHoo>M*tv`<wOQ0x>+
z*eUi6S4*d==x{Y3zw`Hs$aULb`lHl#hAq$*B_lfmt+0z>L}m2|STRC5m%2MWF;h^x
z>@)*!T3|uA5BV^q=osfkYJ|G!;7B_)`Ku#4-2FIyf`=p4j@gx214zPqB!pvMU5z#3
zq#~uc?WIm26E0<Wwd5F-dGMIHvgq8W3Xg4FO7G`~wvIy0_T|<Ix5#-rcxGGq6cz`T
za}=(YT`YKTR=i6L5*cBOakvojzM;jEsxh8c*iIx#P(s)>1ukS4x_hv77y)<8up+S2
z_E~6IuANXl8+KVzf<qS(R(*=-!M!yhwBUXM(P%6o>v~MZ*a207$j2~3R@hm%0fi7S
zhv^?qui5?_4RpCGPDU;h_*@vJ+#Bt+P29k5jNa_Vl6UuFejs`+KN0OJ`RdWK2L46#
zdipOuxMKt!jR$x1gwYSOUVwi-{*!+{^YC@`;gxn#DFcn|LRf*Yihs0YMY$hU7g589
z#P<;%=BwrPeO5(6PL0LJWi1trrJ359&Kj946yCxFL145>u5hH`=^$&Yl)oX@&=CJX
zt{T8(Yd?T7B8XS8U6bS1t$9%Yr;N_5p(XTA(T<9?2ycA(XeHl1T2oSwl4ve?NhFf+
zc>clYg1bhM7(+OZBTjXfW(X&<;8B9F-EKSfqRUwll&JQTXl8IR1aT+UY2rn2tvD9T
zI|$)7n^13HH*rVoI_H)%WD8#rTUb2lqP2T>Un2OuzzU|bu`RS9RI%FUe{GQy@PAAn
BQ|<r&

diff --git a/src/agent/chatbot_agent.py b/src/agent/chatbot_agent.py
index c964e88..53bd378 100644
--- a/src/agent/chatbot_agent.py
+++ b/src/agent/chatbot_agent.py
@@ -47,9 +47,9 @@ def call_model(state: AgentState) -> dict:
     # ----- 打印工具调用信息 -----
     if hasattr(response, 'tool_calls') and response.tool_calls:
         for tc in response.tool_calls:
-            tool_name = tc.get('name', 'unknown')
-            args = tc.get('args', {})
-            # LangChain 中 tool_call 的 args 可能是 JSON 字符串，尝试解析
+            # tc 是 ToolCall 对象，可直接访问 .name 和 .args
+            tool_name = tc.get('name') if isinstance(tc, dict) else tc.name
+            args = tc.get('args') if isinstance(tc, dict) else tc.args
             if isinstance(args, str):
                 try:
                     args = json.loads(args)
diff --git a/src/agent/history/data_base/chat_history.db b/src/agent/history/data_base/chat_history.db
index 8127b2bf1d8361fa5093388d5094ac830aee7746..597207190745435f4bf94b6f5c87d3a498017d21 100644
GIT binary patch
delta 2399
zcmbVNO>7%Q6n045{CXxRkW|7DlP3LfA=#bXnc0n+BGF3^k&3vWq6KGny$d0UH#oK;
z5NPYDNaRNGp&(SLs8J87mnc<F9D0Boh)cPGgg79Ckl@lIytlh{Hrb{^L~=ZyZ{B;~
z``(*3SMK*-x!?QAGlh$}T#mpe`nz^o_FUXu+Mxq|^bg!2dn2R2(w-B0e@&9nnQ{TQ
zh?S$i&~NB%`Z0ZnF49>#O8zDf$UX8Id7oH&PnHZ47Rj-*Pxlm_U<wn8P_&9FxzN~}
zy<Gce&?pu%C}XM`p?y2WkqoK|O~&YUaX5>rn$barA~Z|~Ruw&Qy<Hs47%N=UW8;<L
zKo-??-f`WZMKxWC(eI1L(rEkjm%b_yaw|uFqd(Al^aj03SLmzMq$S!<{v<z=ugNV?
zDkSZdOEm0iLyq@>Y$?$?vJ?&j9YsbmKqAI)21sNWIt(cDi3EcgB*}gt10;#}@2y<=
zd}*XF_b`{g)4S7iH}~*b>&=O+3&-=hvsYJAi6~&v{`vZJ^;{zeRx7T(x_aKKo%5SD
zx3L`57Myypx#86-ZcuB~g9ux<>-L)0@ahY8bOz1`>s}44=DJX8{sctYx}1sxlC_`z
z;#B*UdSB6Fp4Al4TKJ!9R+IaR;#f^-SIzd#U}^8}?&5Rf*w+2|AV*q-Z%1wq|336!
zD4!2@TbJ__+hb+$|LJhbKlU+Xax&zmtb!|H=vLGB6^NmGZWNE%5J~v3);$JixaRq|
z_BfoENPsg<K`Yg^AR%?OR4%_9(*msOGgx~r*zB`Ldqb4ViB(gE4s*dDM1W|*P$bwm
z5@MQ$gnc12SW8m_H0CG-^Q|fH&voRdyT-va=1_XE<Sef);|Gq`7!tFZhS1R$<0i)A
zF|RO@^Dr^)M?y0l5|62vQb0n&5ojS9gcVgCoERojNIRFp2Qh_iqp&^)NwHFqye`-t
zkTKlX@t_MsUku&~tfr=5O}OKOslgJJAS~nwVNKH%9fI-6bnwKMDR4%*5-Jw&0OiQa
zRIM=C5}t+`F$G*pM~~TdImboknu|qBD-h)<ASJMhS|}Z!s|J*iI}Z5ax)J5>gL=Ae
zW0|A#q0nrUPvg)@X=9Uvh|pD0Z-AU}hot2+6(76uK%c4Lg)=j*ZMU?LHIy!0(r#bL
zgN=1$9n(Dk(!1@}cTa^v!E}V|+=y=T;|U0uuCx-Vp!!e*`S_ma3~zzZu-)*6b-iL5
zQ!kXJ>}qux$4&drBx~QOxD&0#GdMp!Jbb^u96K||A2&T9Kvb9g*28%+u{CxYC*Pyy
zg&{QuHI6R;+{F?Gg$+;Y@Fk>Tpd{SmB~{LIF|WZc5^vv}JRg%aPa)aY9znL4cFt7~
zTO!g8hXyhm-zuI&X3wUKaZ>(tedfXuBe`lfyvn;xul`=eU9~qha9+=K26psgf0TDP
zj<?L2!yJ==JUIoNQW89x<p<MX{?Qv*mf;aB|L4Pj{JXEnLbHx9&fAT~`o{d++~(%y
UY-bA2y1`oX;!Jm5qyHkqzlnCi)&Kwi

delta 297
zcmZoTz}#?vd4e>rA_D^h9~3iA)G%jM+?cS0pM#nIBT$fmXETq$6MjbF%^&6Y1Vlx6
zfkJHjJ`DVi_>b@}<L}_l;`iAss9?cA*~fl|02_Zc1OE&D^ZeWR=kmAkX9H!z`8Q|#
z&rIN9X57NSx`ufP;}%A)iH*O+8`Xtb8MK>>jSP&;49pCS;|-0BO-&3Ye-txdwlq(f
ztavYB^OlW1auWkMnD{OL4LZgr-lQu6)YD>*uIK)AwIGu;GlQ5?Q=rzE(zG-K!<bSt
za|6qmQj^qVptwn@i3L!^$Pg%QYMhz|5=k`$vQv#xfo!l|b2AGQpooc~ImiUVG@ujg
JCeMve1_1D8Q~v+}

diff --git a/src/agent/history/multi_inputs/20260603_172211/ui_messages.json b/src/agent/history/multi_inputs/20260603_172211/ui_messages.json
new file mode 100644
index 0000000..c995483
--- /dev/null
+++ b/src/agent/history/multi_inputs/20260603_172211/ui_messages.json
@@ -0,0 +1,39 @@
+{
+  "version": 2,
+  "turns": [
+    {
+      "user": {
+        "content": [
+          {
+            "type": "text",
+            "text": "帮我打开b站"
+          }
+        ]
+      },
+      "assistant": {
+        "text": "<tool_call>\n<function=browser_control>\n<parameter=action>\nopen\n</parameter>\n<parameter=url>\nhttps://www.bilibili.com\n</parameter>\n</function>\n</tool_call>",
+        "output_type": "text",
+        "autoplay": false,
+        "audio_duration_seconds": null,
+        "audio_relpath": null
+      }
+    },
+    {
+      "user": {
+        "content": [
+          {
+            "type": "text",
+            "text": "现在几点了"
+          }
+        ]
+      },
+      "assistant": {
+        "text": "<tool_call>\n<function=date_query_class>\n</function>\n</tool_call>",
+        "output_type": "text",
+        "autoplay": false,
+        "audio_duration_seconds": null,
+        "audio_relpath": null
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/src/agent/history/multi_inputs/20260603_175632/ui_messages.json b/src/agent/history/multi_inputs/20260603_175632/ui_messages.json
new file mode 100644
index 0000000..999dab1
--- /dev/null
+++ b/src/agent/history/multi_inputs/20260603_175632/ui_messages.json
@@ -0,0 +1,39 @@
+{
+  "version": 2,
+  "turns": [
+    {
+      "user": {
+        "content": [
+          {
+            "type": "text",
+            "text": "现在几点了"
+          }
+        ]
+      },
+      "assistant": {
+        "text": "现在是 2026年6月3日 17:56:36。",
+        "output_type": "text",
+        "autoplay": false,
+        "audio_duration_seconds": null,
+        "audio_relpath": null
+      }
+    },
+    {
+      "user": {
+        "content": [
+          {
+            "type": "text",
+            "text": "帮我打开b站和虎牙"
+          }
+        ]
+      },
+      "assistant": {
+        "text": "好的！从截图中可以看到：\n\n1. **B站已经打开了**：第5个标签页显示的是\"啊哈啊哈！ - bilibili\"\n2. **虎牙也打开了**：当前页面正在浏览虎牙直播网站，可以看到虎牙的Logo、导航栏（首页、直播、分类、视频、游戏等），以及正在播放的直播内容和右侧的推荐直播间\n\n两个网站都已经成功打开。当前显示的是虎牙直播页面，如果您想查看B站，可以点击第5个标签页切换到B站。",
+        "output_type": "text",
+        "autoplay": false,
+        "audio_duration_seconds": null,
+        "audio_relpath": null
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/src/agent/llm.py b/src/agent/llm.py
index 3554e0e..6f29272 100644
--- a/src/agent/llm.py
+++ b/src/agent/llm.py
@@ -12,7 +12,7 @@ from datetime import datetime as dt
 import requests
 from concurrent.futures import ThreadPoolExecutor, as_completed
 
-from langchain_core.messages import HumanMessage, AIMessage, BaseMessage, SystemMessage  
+from langchain_core.messages import HumanMessage, AIMessage, BaseMessage, SystemMessage, ToolCall
 from langchain_core.outputs import ChatResult, ChatGeneration
 from langchain_openai import ChatOpenAI
 
@@ -329,6 +329,19 @@ class ChatQwen(ChatOpenAI):
         return result
 
     def _create_chat_result(self, response, generation_info=None) -> ChatResult:
+        # ---------- 打印原始 tool_calls ----------
+        try:
+            raw = response if isinstance(response, dict) else response.model_dump()
+            print("[RAW_RESPONSE]", json.dumps(raw, indent=2, ensure_ascii=False))
+            choices = raw.get("choices", [])
+            if choices:
+                msg = choices[0].get("message", {})
+                tool_calls = msg.get("tool_calls")
+                if tool_calls:
+                    print("[RAW_TOOLCALLS]", json.dumps(tool_calls, indent=2, ensure_ascii=False))
+        except Exception:
+            pass
+
         result = super()._create_chat_result(response, generation_info)
         try:
             dumped = response if isinstance(response, dict) else response.model_dump(exclude={"choices": {"__all__": {"message": {"parsed"}}}})
@@ -338,6 +351,7 @@ class ChatQwen(ChatOpenAI):
                 lc_msg = result.generations[i].message
                 msg = choice.get("message") or {}
                 ak = lc_msg.additional_kwargs
+                # 优先处理 reasoning 内容
                 merged = ""
                 for key in ("reasoning_content", "reasoning_details", "reasoning"):
                     merged = assistant_text(msg.get(key))
@@ -350,27 +364,66 @@ class ChatQwen(ChatOpenAI):
                     lc_msg.content = merged
                 elif raw_content:
                     lc_msg.content = raw_content
-                # print(f"raw_content={raw_content!r}, merged={merged!r}, final={lc_msg.content!r}")
+
                 content_text = lc_msg.content if isinstance(lc_msg.content, str) else ""
+
+                # 匹配 <tool_call>...</tool_call> 块
                 pattern = re.compile(r'<tool_call>\s*(.*?)\s*</tool_call>', re.DOTALL)
                 matches = pattern.findall(content_text)
                 if matches:
                     tool_calls = []
                     for idx, match in enumerate(matches):
+                        # 先尝试 JSON 解析（兼容旧格式）
                         try:
                             call_data = json.loads(match)
+                            tool_calls.append({
+                                "id": f"call_{idx}",
+                                "type": "function",
+                                "function": {
+                                    "name": call_data.get("name", ""),
+                                    "arguments": json.dumps(call_data.get("arguments", {}))
+                                }
+                            })
+                            continue   # 解析成功，跳过 XML 尝试
                         except json.JSONDecodeError:
+                            pass
+
+                        # 再尝试 XML 解析
+                        func_match = re.search(r'<function=(\w+)>', match)
+                        if not func_match:
                             continue
+                        func_name = func_match.group(1)
+
+                        params = {}
+                        for param_match in re.finditer(r'<parameter=(\w+)>\s*(.*?)\s*</parameter>', match, re.DOTALL):
+                            key = param_match.group(1)
+                            value = param_match.group(2).strip()
+                            # 可选：智能类型转换，先保持简单
+                            params[key] = value
+
                         tool_calls.append({
                             "id": f"call_{idx}",
                             "type": "function",
                             "function": {
-                                "name": call_data.get("name", ""),
-                                "arguments": json.dumps(call_data.get("arguments", {}))
+                                "name": func_name,
+                                "arguments": json.dumps(params)
                             }
                         })
+
                     if tool_calls:
                         ak["tool_calls"] = tool_calls
+                        # 构造 LangChain 的 ToolCall 对象列表
+                        lc_tool_calls = []
+                        for idx, tc in enumerate(tool_calls):
+                            lc_tool_calls.append(
+                                ToolCall(
+                                    id=tc["id"],
+                                    name=tc["function"]["name"],
+                                    args=json.loads(tc["function"]["arguments"])
+                                )
+                            )
+                        lc_msg.tool_calls = lc_tool_calls
+                        # 清理内容中的 XML/JSON 工具调用痕迹
                         cleaned = pattern.sub("", content_text).strip()
                         lc_msg.content = cleaned if cleaned else ""
         except Exception: