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The results indicate that AlphaStack's multi-agent approach significantly enhances the capabilities of underlying LLMs in handling complex code generation tasks. + +\section{Conclusion} +AlphaStack presents a robust solution for autonomous project generation. By leveraging multi-agent systems and iterative self-healing, it effectively bridges the gap between natural language requirements and functional, production-ready code. Future work will focus on expanding language support and integrating more advanced reasoning capabilities into the Planning Agent. + +\end{document} diff --git a/paper/results.png b/paper/results.png new file mode 100644 index 0000000000000000000000000000000000000000..d0de7dc50302d3f08991d71c69c0882c8b5dbdc9 GIT binary patch literal 30541 zcmeFa2UL~Wwl#>kjFe?W1+>J35>!Azf|d##6;N` n-S!B*xUNSMaG%-BC z`Rc_h7KY|#`+4{B^B&x@*}&5Bl7$E#pXtB9g4g_tKHnP+tB-h>#h0YjELd1r&(VK# zLL`C>Sy-;7FpeEjw0YXoU~99yt$Ajqit(%c{4KXtnW{(Kxog$cjc=-J*n2(W;W-hu z+QHQ!y4Fj%LVmTWX+`br%FNxIMvMi=yMIZOZXLU&^RdeC_stL93|-c0OZ^}=R&P<1 z$ChW@`*=ci*<1ekxBwQGeV$s9*0W!+{9HVTzTjUlS7i1Z+YcXJL|?p~{}b*Xe;%>S zVW0hC)#hjO=!>&+=UdKx PXHnv@^*)MW)bMN*p(Po)5XO2-tn3AOR+c5K{%vjYuYz@mp{pf2Vx0lbnoo7kkH^ z?AMo-v@Wq!PcYhsi~I0+f7kna8}lkT#jjP5Pd7{mkN4U4eErJB$;qh{rpUOlh_y1s zqK%p0Rob^&LPFxEi;Gcrbxi7&mJ_k2Oz{8)pNfjg8Xk4U47(9|O-;?(Og0w3-7DA{ z=CDZfO-+ocoIU%@tT8=wq^rvK%e&j-Q)5jD=1t-$si{GE;*}9 ;0Nr+8m#xH`gFA3JJ48s zZ{vY)q8ZL2R-J+SF6MLX=F> 4hUffDdQ;*?8+r-7S_wL<$=k8ra8=GXw z` |M>`{_9*3=QicS zCxS|;mWGVdMV!|*^YQV~+q jImhz>!dH<_h9c`_JKJ?UmeSM$$ z`tDCXl* _kGFX1$kz+K9J4F( z6ARPMNZlY{@C=``TmR!zp{~9u-(MMG_M_#v7sa%zrWKJIDvMTZk{)%k#&vj!* _(leNz{9c=GyMLWFOW>ax^>fnsnUcrubBG!7_y}7Bo$%t`wr<_Jiv ?;&e} zv#(iNiu`qCWo4KA^i%OVooml=^EL78KmYu!Ho@5V`(O*VR%$$U+Hm24CROvdPY;;; zjgNE%Yo=Vud;9k2@{K}@CMFSP4XH2t`!Ctr+ZQx6Xhmuy$yScy_$a+Rv4*~vm&Z8n zy0+ro?NuHbd<+NGEXNFO+mPHOTvmJ19OoJcs^4&QElFa;V5-gm2r*l`Hcf^7v%VOxych^5YT^P)snc zO62tyvscCr&b)T*+Sl&x2zU3NW&Fh(^nC2iz5V#l{XW=IumgukDOy`=hwM}LbL%(o zpLM>{_K^n*SrM)xw~kNy)PR_J%=w$zb{*Srjo}6*FY?S%vTO!kq+aa_`;zTSH~DzK zKJB~&{UQz@JBCD)utjT#O0;&q*KTi3Ev+@{)_H%~-+qggQyF{qYggB9eSQ6wkG>js zOiEa=gpUD^t@1-dvU#}V;TnB^y00r&uE>A>>!#rOcR#VYoKq+|9}{vR=e~OKrRR8_ z+js2Pv0%|6 Xj z$QvE|nWf%!r6mjB-H?!-3?@F7%dq&_kvo6>dAj-iy^%MIINR$}EH)f4d)jEzyu7D2 z;iOuuZj71z=f4(IM5rmy4z};h*nv>!#jB;> `yg2g~_K zxh&t<8CN7;_K-(IKsWbi_JfxWFI~ImRY%pE8;kHh`>~?3oQ~g~FImTHqICeTz*!HG za^n!W^7T(dpx{%F_vL;3DC^CuCEt|kkYGEchfkKde*Jo9Lt2tm9S#xq!Go$+U6o!p zZrpI38c{(6)xLfEc4zVP8#0{tHwnL>D?nsbQB{3Jn=iqr;sl<9{H05;xH>v3!tJI; zs;oY}o|9l$CdrpI8T-*+A{r5`tI26bX|%h>>(Qf-RI4tdsqqn`y2Qvkt9QM~upcuj z4>==Z+3voUSJS4+zv%PZTO(slPT{z;!Tx@m_M#zNI@X*?pMRhI5H~;nX^E*}59F1X z1>St&7HuDeM)V7xysS$y@A8lnFTn>2Ui)@Q(5zk+iRFy0ZeXf)pP7SO8n!S_hq&6z z69K~)ZsOz8=gysbB4QP`LC`1=fusZH+>>i+s7Qh~9)0um>%+dn7LrZZhVF4IM}#1X z6%-W}1r^Sjw=lP) -74~;+KB&%bb^MZ z#~da`l}??yd(FWi5<6WdS|M0A6nVcgcJGDvAqZGTjp-?7O_`B&aL)uts>kZy23{D+ z?W+oi_kQ9((U@VclwoJplKbE&-l_t@vK+bV`?qhR@>z|xZR`%iB~ni$oHA?U4Yzjm zw%eXQ?XK tca;mRy3ybu77U#APh>pt{ z@57YB@8Zd^ArSGmet3Mr#@3dNmzVc_*37gqP{qd4(b4zMj@&RwY)G??{`~3FSq1Hw z^T&@e_ZpT4>P{?Kx^#bieZ5Kk)xJhk>3!ngKF#wPjM7Tmz`QGHT&Y?xIW>jPh`m@~ z(uwa@y6djqt^6U`VInah9SPbc`}|&`$_PV+ER&j8m#nNTnHr!5kC6ic0_C~heEu?O z@|@G(npur&kkghU`ZVLv#XTJ9ZK!kC{opSlp_Yb2;c{;Mdsd0bv(+^ V)!M9CuyDc#rk%)o9ZWka82^Vneiuf7p=eP`6VfG2(M?ui3loY=pb@ zIH7`EY{FN*@>A@Itc%l^JIY-7%P;5O<>Y7-_y`*79TXAS07w!4a9f5{*5sgT!X6=^ z%G}5MgU`h3GK^~qeGc6F~5ZO(nLwQ?WBB_JR`rp8aq z9ygMFxtSx`KhVGCtv2vXoN&~uSFdzUl_FG2LR4d3Sk>HZQ ;bna4I(T_Vx-*jhk} ldbevK1O=D-B^uv0c*krppr>=GRvT@tM$(bd*oz?T(o<~^(}(SB{o;>CMo z^$Lx&WXFADP3saT%$hqo42PVKAa&xx5gPB&Mx#Z}{NB3pZC+kp|G>ar?2FOj3-kNW ze_3nIQWS{;uuJOxrhJbbZcl_vxvj0Oc~oB=PPx)jiVQ(<3qhz0UsihKA_z1h*4D{c$9n3=p_VI0pzP?x}#l`t-gTQm99 z^!GMS;~GTO7s%@wQ=@fx Xg5~pmXVPG(Cld<;d0KPqx7Xv3knkjAiKzdZ6`cW<0Cjz{kibeDgYlm zGSuS@9)$I9zB|>X%tRClwn<0Q_uyK?tticxG0bfJ=xf}t9grG}6o>n{P!?@J Fjs! 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