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݋DT!4Qu/Rap|{buGAѽ EV$=EYK. ?˿t/YX ]!u/?Q9 xЈt`݋SH#̈a*\;׽\pp3B@AXh^2,NF4^+ @to>uz%̡{9袋YV%P^x4zjk[\xa$  H@>u/d=mĖIzw0D^UL*t/JWx*lּDS>FUsΩt/#oQ9Mҽl׆R"z1`.Јd|u/PM#DwQtqc^e+aIo^6='h\6 ܁t?xeH;}5G[u]c{Y ؇XZjr]ӽ zwsAr/r-, H@@t{ yy?IGT ^2>`im:׽8~CKTB0(>yqȃf:GP^[΂BB݋ĺ74;Ҏl۴֪yyW^yeeLiԗeW4 .=ս${'bk/ruD.O~wgjv6͢+{!WnaQ͔ԽL.1lO>it H@ICKWC\ *[XD6x+.'|2oa5f^b1PI{>POr_ kdFX[1;f '1g^B)#cvGh'LI1ixF>)Mu/oN,n{݋)@ ">uogek̈8cwbvQv{7'XG"0+s_^KrLDIZ;_ H@@?jU\$2|Nf:KI&QSFZoPM?toСCijHkCXFXF1"pИX_) A@Ds5*{i_>-gFw?쳘r^̝16P2ٕϨa'4 zs?5+uoa%Rt//t/7/U/M8Խs0f͕  H@W0IH$[2 $V),ƍ3t0<@cnY~%އOt&7d9 _|Qh86M7-[RF0|p ',Zن'[R]Zlo(+";9Ʉ 62;6ݣ݌0c%N= ˧'QwyLPirϒE> stream x1 g@a 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` ` endstream endobj 67 0 obj << /Type /XObject /Subtype /Image /Width 936 /Height 818 /ColorSpace /DeviceGray /Interpolate true /BitsPerComponent 8 /Length 3364 /Filter /FlateDecode >> stream x /k H0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0` 0``}0`~.+9 endstream endobj 69 0 obj << /N 3 /Alternate /DeviceRGB /Length 304 /Filter /FlateDecode >> stream x}JQĀ(),QM1& V1e]DCA Awf9qt{S.j|'ôv@cT/yeT9$PHCz+cg\߉#\av<4[ΉfoZD_٦C5*s)Pd%Itï< Q4eQ>J-uOݯ@ &Y. Ζ0w,ctLzՂ[L;?ZjKU 9L_K endstream endobj 66 0 obj [ /ICCBased 69 0 R ] endobj 70 0 obj << /N 3 /Alternate /DeviceRGB /Length 304 /Filter /FlateDecode >> stream x}JQĀ(),QM1& V1e]DCA Awf9qt{S.j|'ôv@cT/yeT9$PHCz+cg\߉#\av<4[ΉfoZD_٦C5*s)Pd%Itï< Q4eQ>J-uOݯ@ &Y. 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2 >> endobj 179 0 obj << /Type /StructElem /S /P /P 167 0 R /Pg 104 0 R /K 3 >> endobj 180 0 obj << /Type /StructElem /S /P /P 167 0 R /K [ 192 0 R 193 0 R 194 0 R ] >> endobj 192 0 obj << /Type /StructElem /S /P /P 180 0 R /Pg 104 0 R /K 4 >> endobj 193 0 obj << /Type /StructElem /S /Link /P 180 0 R /Alt (https://doi.org/10.48550/arXiv.2511.22619) /K [ 195 0 R ] >> endobj 195 0 obj << /Type /StructElem /S /Span /P 193 0 R /Pg 104 0 R /K 5 >> endobj 194 0 obj << /Type /StructElem /S /P /P 180 0 R /Pg 104 0 R /K 6 >> endobj 181 0 obj << /Type /StructElem /S /P /P 167 0 R /K [ 196 0 R 197 0 R 198 0 R 199 0 R 200 0 R ] >> endobj 196 0 obj << /Type /StructElem /S /P /P 181 0 R /Pg 104 0 R /K 7 >> endobj 197 0 obj << /Type /StructElem /S /Link /P 181 0 R /Alt (https://doi.org/10.48550/arXiv.2305.04388) /K [ 201 0 R ] >> endobj 201 0 obj << /Type /StructElem /S /Span /P 197 0 R /Pg 104 0 R /K 8 >> endobj 198 0 obj << /Type /StructElem /S /P /P 181 0 R /Pg 104 0 R /K 9 >> endobj 199 0 obj << /Type /StructElem /S /Link /P 181 0 R /Alt (https://bounded-regret.ghost.io/emergent-deceptionoptimization/) /K [ 202 0 R ] >> endobj 202 0 obj << /Type /StructElem /S /Span /P 199 0 R /Pg 104 0 R /K 10 >> endobj 200 0 obj << /Type /StructElem /S /P /P 181 0 R /Pg 104 0 R /K 11 >> endobj 182 0 obj << /Type /StructElem /S /P /P 167 0 R /K [ 203 0 R 204 0 R 205 0 R ] >> endobj 203 0 obj << /Type /StructElem /S /P /P 182 0 R /Pg 104 0 R /K 12 >> endobj 204 0 obj << /Type /StructElem /S /Link /P 182 0 R /Alt (https://doi.org/10.48550/arXiv.2212.09251) /K [ 206 0 R ] >> endobj 206 0 obj << /Type /StructElem /S /Span /P 204 0 R /Pg 104 0 R /K 13 >> endobj 205 0 obj << /Type /StructElem /S /P /P 182 0 R /Pg 104 0 R /K 14 >> endobj 183 0 obj << /Type /StructElem /S /P /P 167 0 R /Pg 104 0 R /K 15 >> endobj 184 0 obj << /Type /StructElem /S /P /P 167 0 R /Pg 104 0 R /K [ 16 207 0 R ] >> endobj 207 0 obj << /Type /StructElem /S /Link /P 184 0 R /Alt (https://www.nist.gov/blogs/caisi-research-blog/cheating-ai-agent-evaluations) /K [ 208 0 R ] >> endobj 208 0 obj << /Type /StructElem /S /Span /P 207 0 R /Pg 104 0 R /K 17 >> endobj 185 0 obj << /Type /StructElem /S /P /P 167 0 R /Pg 104 0 R /K 18 >> endobj 186 0 obj << /Type /StructElem /S /P /P 167 0 R /K [ 209 0 R 210 0 R 211 0 R 212 0 R 213 0 R ] >> endobj 209 0 obj << /Type /StructElem /S /P /P 186 0 R /Pg 104 0 R /K 19 >> endobj 210 0 obj << /Type /StructElem /S /Link /P 186 0 R /Alt (https://doi.org/10.48550/arXiv.1706.05125) /K [ 214 0 R ] >> endobj 214 0 obj << /Type /StructElem /S /Span /P 210 0 R /Pg 104 0 R /K 20 >> endobj 211 0 obj << /Type /StructElem /S /P /P 186 0 R /Pg 104 0 R /K 21 >> endobj 212 0 obj << /Type /StructElem /S /Link /P 186 0 R /Alt (https://openreview.net/forum?id=yd8VOEpw8h) /K [ 215 0 R ] >> endobj 215 0 obj << /Type /StructElem /S /Span /P 212 0 R /Pg 104 0 R /K 22 >> endobj 213 0 obj << /Type /StructElem /S /P /P 186 0 R /Pg 104 0 R /K 23 >> endobj 187 0 obj << /Type /StructElem /S /P /P 167 0 R /K [ 216 0 R 217 0 R 218 0 R ] >> endobj 216 0 obj << /Type /StructElem /S /P /P 187 0 R /Pg 104 0 R /K 24 >> endobj 217 0 obj << /Type /StructElem /S /Link /P 187 0 R /Alt (https://doi.org/10.48550/arXiv.2511.22619) /K [ 219 0 R ] >> endobj 219 0 obj << /Type /StructElem /S /Span /P 217 0 R /Pg 104 0 R /K 25 >> endobj 218 0 obj << /Type /StructElem /S /P /P 187 0 R /Pg 104 0 R /K 26 >> endobj 188 0 obj << /Type /StructElem /S /P /P 167 0 R /Pg 104 0 R /K 27 >> endobj 189 0 obj << /Type /StructElem /S /P /P 167 0 R /Pg 104 0 R /K 28 >> endobj 190 0 obj << /Type /StructElem /S /P /P 167 0 R /Pg 104 0 R /K 29 >> endobj 191 0 obj << /Type /StructElem /S /P /P 167 0 R /Pg 104 0 R /K 0 >> endobj 168 0 obj << /Type /StructElem /S /Part /P 163 0 R /K [ 220 0 R 221 0 R 222 0 R 223 0 R 224 0 R 225 0 R 226 0 R 227 0 R 228 0 R 229 0 R 230 0 R 231 0 R 232 0 R 233 0 R 234 0 R 235 0 R 236 0 R 237 0 R 238 0 R 239 0 R 240 0 R ] >> endobj 220 0 obj << /Type /StructElem /S /Figure /P 168 0 R /Pg 3 0 R /K 23 >> endobj 221 0 obj << /Type /StructElem /S /H1 /P 168 0 R /Pg 3 0 R /T (AI DECEPTION BRIEF OF THE SCIENTIFIC ADVISORY BOARD) /K 4 >> endobj 222 0 obj << /Type /StructElem /S /Figure /P 168 0 R /Pg 3 0 R /K 0 >> endobj 223 0 obj << /Type /StructElem /S /Figure /P 168 0 R /Pg 3 0 R /K 24 >> endobj 224 0 obj << /Type /StructElem /S /H2 /P 168 0 R /Pg 3 0 R /T (SUMMARY) /K 5 >> endobj 225 0 obj << /Type /StructElem /S /P /P 168 0 R /Pg 3 0 R /K 1 >> endobj 226 0 obj << /Type /StructElem /S /H3 /P 168 0 R /Pg 3 0 R /T (AI deception is when an AI behaves in ways that mislead humans about its knowledge, intentions, or capabilities. Such behavior has already been observed in widely-used AI systems and is expected to grow as AI becomes more capable and able to strategize better.) /K 6 >> endobj 227 0 obj << /Type /StructElem /S /P /P 168 0 R /Pg 3 0 R /K 2 >> endobj 228 0 obj << /Type /StructElem /S /H3 /P 168 0 R /Pg 3 0 R /T (AI deception can result in the loss of control of AI systems, large-scale social and political disruptions, and could pose significant global risks.) /K 8 >> endobj 229 0 obj << /Type /StructElem /S /P /P 168 0 R /Pg 3 0 R /K 3 >> endobj 230 0 obj << /Type /StructElem /S /H3 /P 168 0 R /Pg 3 0 R /T (Our current capacities to detect, regulate, and control AI deception are insufficient, and could fall further behind as AI systems grow in capacities and deployment.) /K 7 >> endobj 231 0 obj << /Type /StructElem /S /Figure /P 168 0 R /Pg 3 0 R /K 25 >> endobj 232 0 obj << /Type /StructElem /S /H2 /P 168 0 R /Pg 3 0 R /T (WHAT IS AI DECEPTION?) /K 13 >> endobj 233 0 obj << /Type /StructElem /S /P /P 168 0 R /Pg 3 0 R /K 14 >> endobj 234 0 obj << /Type /StructElem /S /H3 /P 168 0 R /Pg 3 0 R /T (\000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000I\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000o\000c\000c\000u\000r\000s\000 \000w\000h\000e\000n\000 \000a\000n\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000i\000n\000t\000e\000n\000t\000i\000o\000n\000a\000l\000l\000y\000 \000m\000i\000s\000l\000e\000a\000d\000s\000 \000h\000u\000m\000a\000n\000s\000 \000o\000r\000 \000o\000t\000h\000e\000r\000 \000a\000g\000e\000n\000t\000s\000 \000a\000b\000o\000u\000t\000 \000t\000h\000e\000 \000s\000y\000s\000t\000e\000m \031\000s\000 \000k\000n\000o\000w\000l\000e\000d\000g\000e\000,\000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000i\000n\000t\000e\000n\000t\000i\000o\000n\000s\000,\000 \000o\000r\000 \000c\000a\000p\000a\000b\000i\000l\000i\000t\000i\000e\000s\000.\000 \000I\000t\000 \000c\000o\000n\000s\000t\000i\000t\000u\000t\000e\000s\000 \000a\000 \000l\000e\000a\000r\000n\000e\000d\000 \000b\000e\000h\000a\000v\000i\000o\000r\000 \000b\000y\000 \000a\000n\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000t\000o\000 \000s\000h\000a\000p\000e\000 \000t\000h\000e\000 \000b\000e\000l\000i\000e\000f\000s\000 \000o\000f\000 \000o\000t\000h\000e\000r\000s\000.\000\000 \000D\000e\000c\000e\000p\000t\000i\000o\000n\000 \000i\000s\000 \000d\000i\000s\000t\000i\000n\000c\000t\000 \000f\000r\000o\000m\000 \000f\000a\000l\000s\000e\000 \000i\000n\000f\000o\000r\000m\000a\000t\000i\000o\000n\000 \000g\000i\000v\000e\000n\000 \000b\000y\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000\(\000e\000.\000g\000.\000,\000 \000e\000r\000r\000o\000r\000s\000 \000o\000r\000 \000h\000a\000l\000l\000u\000c\000i\000n\000a\000t\000i\000o\000n\000s\000\)\000 \000w\000h\000e\000r\000e\000 \000t\000h\000e\000r\000e\000 \000i\000s\000 \000n\000o\000 \000i\000n\000t\000e\000n\000t\000 \000t\000o\000 \000d\000e\000c\000e\000i\000v\000e\000.\000) /K 11 >> endobj 235 0 obj << /Type /StructElem /S /H3 /P 168 0 R /Pg 3 0 R /T (\000B\000e\000h\000a\000v\000i\000o\000r\000s\000 \000u\000n\000d\000e\000r\000l\000y\000i\000n\000g\000 \000A\000I\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000c\000a\000n\000 \000b\000r\000o\000a\000d\000l\000y\000 \000b\000e\000 \000g\000r\000o\000u\000p\000e\000d\000 \000i\000n\000t\000o\000 \000t\000h\000r\000e\000e\000 \000c\000a\000t\000e\000g\000o\000r\000i\000e\000s\000:\000) /K 12 >> endobj 236 0 obj << /Type /StructElem /S /H3 /P 168 0 R /Pg 3 0 R /T (1. Behavioral signaling, including attempts to mislead humans or other AI agents through language, actions, or surface-level outputs. Examples include: ) /K 22 >> endobj 237 0 obj << /Type /StructElem /S /H3 /P 168 0 R /Pg 3 0 R /T (An AI Agent is an AI system that perceives its environment and autonomously acts upon it to achieve specified goals.) /K 17 >> endobj 238 0 obj << /Type /StructElem /S /H3 /P 168 0 R /Pg 3 0 R /T (Agentic AI refers to AI systems that can autonomously plan, make decisions, and take actions over multiple steps to achieve goals with minimal human intervention.) /K 18 >> endobj 239 0 obj << /Type /StructElem /S /H4 /P 168 0 R /Pg 3 0 R /T (Page 1 of 9) /K 10 >> endobj 240 0 obj << /Type /StructElem /S /P /P 168 0 R /Pg 3 0 R /K 9 >> endobj 169 0 obj << /Type /StructElem /S /Part /P 163 0 R /K [ 241 0 R 242 0 R 243 0 R 244 0 R 245 0 R 246 0 R 247 0 R 248 0 R 249 0 R 250 0 R 251 0 R 252 0 R 253 0 R 254 0 R 255 0 R 256 0 R ] >> endobj 241 0 obj << /Type /StructElem /S /Figure /P 169 0 R /Pg 52 0 R /K 19 >> endobj 242 0 obj << /Type /StructElem /S /H2 /P 169 0 R /Pg 52 0 R /T (\000d\000a\000t\000a\000 \000o\000r\000 \000c\000o\000d\000e\000 \000w\000i\000t\000h\000i\000n\000 \000a\000n\000 \000o\000t\000h\000e\000r\000w\000i\000s\000e\000 \000s\000t\000r\000a\000i\000g\000h\000t\000f\000o\000r\000w\000a\000r\000d\000 \000p\000i\000e\000c\000e\000 \000o\000f\000 \000t\000e\000x\000t\000.\000\000\000 \000A\000d\000v\000a\000n\000c\000e\000d\000 \000s\000t\000e\000g\000a\000n\000o\000g\000r\000a\000p\000h\000i\000c\000 \000t\000e\000c\000h\000n\000i\000q\000u\000e\000s\000 \000c\000o\000u\000l\000d\000 \000a\000l\000l\000o\000w\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000t\000o\000 \000h\000i\000d\000e\000 \000t\000h\000e\000i\000r\000 \000i\000n\000t\000e\000r\000a\000c\000t\000i\000o\000n\000s\000 \000w\000i\000t\000h\000 \000e\000a\000c\000h\000 \000o\000t\000h\000e\000r\000.\000 t) /K 9 >> endobj 243 0 obj << /Type /StructElem /S /H2 /P 169 0 R /Pg 52 0 R /T (\0003\000.\000 \000G\000o\000a\000l\000 \000e\000n\000v\000i\000r\000o\000n\000m\000e\000n\000t\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000i\000n\000v\000o\000l\000v\000e\000s\000 \000t\000h\000e\000 \000s\000t\000r\000a\000t\000e\000g\000i\000c\000 \000m\000a\000n\000i\000p\000u\000l\000a\000t\000i\000o\000n\000 \000o\000f\000 \000t\000h\000e\000 \000c\000o\000n\000t\000e\000x\000t\000 \000o\000r\000 \000i\000n\000t\000e\000r\000a\000c\000t\000i\000o\000n\000s\000 \000o\000f\000 \000m\000u\000l\000t\000i\000p\000l\000e\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000i\000n\000 \000p\000u\000r\000s\000u\000i\000t\000 \000o\000f\000 \000u\000n\000a\000u\000t\000h\000o\000r\000i\000z\000e\000d\000 \000o\000b\000j\000e\000c\000t\000i\000v\000e\000s\000.\000 u\000 \000I\000n\000 \000s\000o\000m\000e\000 \000c\000a\000s\000e\000s\000,\000 \000t\000w\000o\000 \000o\000r\000 \000m\000o\000r\000e\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000m\000a\000y\000 \000c\000o\000l\000l\000u\000d\000e\000 \000t\000o\000 \000m\000a\000x\000i\000m\000i\000z\000e\000 \000t\000h\000e\000i\000r\000 \000j\000o\000i\000n\000t\000 \000o\000b\000j\000e\000c\000t\000i\000v\000e\000s\000,\000 v\000 \000o\000r\000 \000e\000x\000h\000i\000b\000i\000t\000 \000l\000o\000n\000g\000e\000r\000-\000t\000e\000r\000m\000 \000s\000t\000r\000a\000t\000e\000g\000i\000c\000 \000l\000y\000i\000n\000g\000 \000t\000o\000 \000i\000n\000f\000l\000u\000e\000n\000c\000e\000 \000a\000n\000o\000t\000h\000e\000r\000 \000a\000g\000e\000n\000t \031\000s\000 \000b\000e\000l\000i\000e\000f\000s\000 \000o\000r\000 \000b\000e\000h\000a\000v\000i\000o\000r\000.\000 w) /K 10 >> endobj 244 0 obj << /Type /StructElem /S /H2 /P 169 0 R /Pg 52 0 R /T (\000S\000o\000m\000e\000 \000l\000a\000b\000o\000r\000a\000t\000o\000r\000y\000 \000e\000x\000a\000m\000p\000l\000e\000s\000 \000o\000f\000 \000A\000I\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000h\000a\000v\000e\000 \000b\000e\000e\000n\000 \000s\000e\000e\000n\000 \000i\000n\000 \000s\000p\000e\000c\000i\000a\000l\000-\000u\000s\000e\000 \000s\000y\000s\000t\000e\000m\000s\000 \000t\000r\000a\000i\000n\000e\000d\000 \000f\000o\000r\000 \000a\000 \000s\000i\000n\000g\000l\000e\000 \000t\000a\000s\000k\000,\000 \000a\000s\000 \000w\000e\000l\000l\000 \000a\000s\000 \000i\000n\000 \000g\000e\000n\000e\000r\000a\000l\000-\000p\000u\000r\000p\000o\000s\000e\000 \000a\000n\000d\000 \000f\000o\000u\000n\000d\000a\000t\000i\000o\000n\000 \000m\000o\000d\000e\000l\000s\000 \000t\000r\000a\000i\000n\000e\000d\000 \000o\000n\000 \000l\000a\000r\000g\000e\000 \000d\000a\000t\000a\000s\000e\000t\000s\000 \000t\000o\000 \000p\000e\000r\000f\000o\000r\000m\000 \000m\000a\000n\000y\000 \000t\000a\000s\000k\000s\000.\000 \000B\000r\000o\000a\000d\000e\000r\000 \000f\000o\000r\000m\000s\000 \000o\000f\000 \000d\000e\000c\000e\000p\000t\000i\000v\000e\000 \000b\000e\000h\000a\000v\000i\000o\000r\000 \000h\000a\000v\000e\000 \000a\000l\000s\000o\000 \000a\000p\000p\000e\000a\000r\000e\000d\000 \000d\000u\000r\000i\000n\000g\000 \000e\000x\000p\000e\000r\000i\000m\000e\000n\000t\000a\000l\000 \000e\000v\000a\000l\000u\000a\000t\000i\000o\000n\000 \000a\000n\000d\000 \000t\000e\000s\000t\000i\000n\000g\000.\000 \000G\000i\000v\000e\000n\000 \000r\000e\000c\000e\000n\000t\000 \000i\000n\000c\000r\000e\000a\000s\000e\000s\000 \000i\000n\000 \000A\000I\000 \000c\000a\000p\000a\000b\000i\000l\000i\000t\000i\000e\000s\000 \000a\000n\000d\000 \000m\000o\000r\000e\000 \000f\000r\000e\000q\000u\000e\000n\000t\000 \000o\000b\000s\000e\000r\000v\000a\000t\000i\000o\000n\000s\000 \000o\000f\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000i\000n\000 \000t\000h\000e\000s\000e\000 \000s\000e\000t\000t\000i\000n\000g\000s\000,\000 \000i\000t\000 \000i\000s\000 \000p\000l\000a\000u\000s\000i\000b\000l\000e\000 \000t\000h\000a\000t\000 \000d\000e\000c\000e\000p\000t\000i\000v\000e\000 \000c\000a\000p\000a\000b\000i\000l\000i\000t\000i\000e\000s\000 \000w\000i\000l\000l\000 \000g\000r\000o\000w\000 \000a\000l\000o\000n\000g\000s\000i\000d\000e\000 \000g\000e\000n\000e\000r\000a\000l\000 \000c\000a\000p\000a\000b\000i\000l\000i\000t\000i\000e\000s\000 \000a\000s\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000b\000e\000c\000o\000m\000e\000 \000m\000o\000r\000e\000 \000w\000i\000d\000e\000l\000y\000 \000a\000p\000p\000l\000i\000e\000d\000 \000a\000n\000d\000 \000i\000n\000t\000e\000g\000r\000a\000t\000e\000d\000.\000 x) /K 11 >> endobj 245 0 obj << /Type /StructElem /S /Figure /P 169 0 R /Pg 52 0 R /K 0 >> endobj 246 0 obj << /Type /StructElem /S /Figure /P 169 0 R /Pg 52 0 R /K 17 >> endobj 247 0 obj << /Type /StructElem /S /H1 /P 169 0 R /Pg 52 0 R /T (HIGH) /K 18 >> endobj 248 0 obj << /Type /StructElem /S /H1 /P 169 0 R /Pg 52 0 R /T (RELAXED) /K 16 >> endobj 249 0 obj << /Type /StructElem /S /Figure /P 169 0 R /Pg 52 0 R /K 15 >> endobj 250 0 obj << /Type /StructElem /S /Figure /P 169 0 R /Pg 52 0 R /K 1 >> endobj 251 0 obj << /Type /StructElem /S /H1 /P 169 0 R /Pg 52 0 R /T (EASY) /K 12 >> endobj 252 0 obj << /Type /StructElem /S /Figure /P 169 0 R /Pg 52 0 R /K 13 >> endobj 253 0 obj << /Type /StructElem /S /H1 /P 169 0 R /Pg 52 0 R /T (HARD) /K 14 >> endobj 254 0 obj << /Type /StructElem /S /H2 /P 169 0 R /Pg 52 0 R /T (Figure 1. Situating AI deceptive behaviors. Based on PKU Alignment Group \(2025\).) /K 8 >> endobj 255 0 obj << /Type /StructElem /S /H3 /P 169 0 R /Pg 52 0 R /T (Page 2 of 9) /K 3 >> endobj 256 0 obj << /Type /StructElem /S /P /P 169 0 R /Pg 52 0 R /K 2 >> endobj 170 0 obj << /Type /StructElem /S /Part /P 163 0 R /K [ 257 0 R 258 0 R 259 0 R 260 0 R 261 0 R 262 0 R 263 0 R 264 0 R 265 0 R 266 0 R 267 0 R 268 0 R 269 0 R 270 0 R 271 0 R 272 0 R 273 0 R ] >> endobj 257 0 obj << /Type /StructElem /S /Figure /P 170 0 R /Pg 71 0 R /K 16 >> endobj 258 0 obj << /Type /StructElem /S /H1 /P 170 0 R /Pg 71 0 R /T (WHY DO AI SYSTEMS DECEIVE?) /K 2 >> endobj 259 0 obj << /Type /StructElem /S /H1 /P 170 0 R /Pg 71 0 R /T (RISKS AND CHALLENGES) /K 10 >> endobj 260 0 obj << /Type /StructElem /S /P /P 170 0 R /Pg 71 0 R /K 3 >> endobj 261 0 obj << /Type /StructElem /S /P /P 170 0 R /Pg 71 0 R /K 15 >> endobj 262 0 obj << /Type /StructElem /S /H2 /P 170 0 R /Pg 71 0 R /T (\000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000u\000r\000r\000e\000n\000t\000l\000y\000,\000 \000 \000t\000h\000e\000r\000e\000 \000 \000i\000s\000 \000 \000n\000o\000 \000 \000c\000o\000m\000p\000r\000e\000h\000e\000n\000s\000i\000v\000e\000 \000u\000n\000d\000e\000r\000s\000t\000a\000n\000d\000i\000n\000g\000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000o\000f\000 \000w\000h\000a\000t\000 \000d\000r\000i\000v\000e\000s\000 \000d\000e\000c\000e\000p\000t\000i\000v\000e\000 \000b\000e\000h\000a\000v\000i\000o\000r\000 \000i\000n\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000,\000 \000a\000n\000d\000 \000t\000h\000e\000r\000e\000 \000a\000r\000e\000 \000r\000i\000s\000k\000s\000 \000i\000n\000 \000a\000n\000t\000h\000r\000o\000p\000o\000m\000o\000r\000p\000h\000i\000z\000i\000n\000g\000 \000t\000h\000e\000i\000r\000 \000s\000o\000-\000c\000a\000l\000l\000e\000d\000 \034\000i\000n\000t\000e\000n\000t\000i\000o\000n\000s\000. \035\000 \000H\000o\000w\000e\000v\000e\000r\000,\000 \000e\000m\000e\000r\000g\000i\000n\000g\000 \000f\000i\000n\000d\000i\000n\000g\000s\000 \000p\000o\000i\000n\000t\000 \000t\000o\000 \000a\000 \000s\000e\000t\000 \000o\000f\000 \000i\000n\000t\000e\000r\000a\000c\000t\000i\000n\000g\000 \000f\000a\000c\000t\000o\000r\000s\000 \000t\000h\000a\000t\000 \000m\000a\000y\000 \000e\000x\000p\000l\000a\000i\000n\000 \000w\000h\000y\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000d\000e\000c\000e\000i\000v\000e\000:) /K 4 >> endobj 263 0 obj << /Type /StructElem /S /H2 /P 170 0 R /Pg 71 0 R /T (\0001\000.\000 \000M\000i\000s\000a\000l\000i\000g\000n\000m\000e\000n\000t\000:\000 \000A\000 \000r\000e\000w\000a\000r\000d\000 \000f\000u\000n\000c\000t\000i\000o\000n\000 \000o\000r\000 \000f\000e\000e\000d\000b\000a\000c\000k\000 \000s\000i\000g\000n\000a\000l\000 \000m\000a\000y\000 \000u\000n\000i\000n\000t\000e\000n\000t\000i\000o\000n\000a\000l\000l\000y\000 \000i\000n\000c\000e\000n\000t\000i\000v\000i\000z\000e\000 \000m\000i\000s\000l\000e\000a\000d\000i\000n\000g\000 \000b\000e\000h\000a\000v\000i\000o\000r\000,\000 \000w\000h\000e\000r\000e\000 \000a\000n\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000d\000e\000c\000e\000i\000v\000e\000s\000 \000a\000s\000 \000a\000 \000s\000h\000o\000r\000t\000c\000u\000t\000 \000f\000o\000r\000 \000m\000a\000x\000i\000m\000i\000z\000i\000n\000g\000 \000r\000e\000w\000a\000r\000d\000 \000\(\000s\000o\000m\000e\000t\000i\000m\000e\000s\000 \000c\000a\000l\000l\000e\000d\000 \034\000g\000o\000a\000l\000 \000p\000r\000e\000s\000e\000r\000v\000a\000t\000i\000o\000n \035\000\)\000.\000 y\000 \000L\000a\000n\000g\000u\000a\000g\000e\000 \000m\000o\000d\000e\000l\000s\000 \000m\000a\000y\000 \000f\000a\000b\000r\000i\000c\000a\000t\000e\000 \000a\000n\000s\000w\000e\000r\000s\000 \000t\000o\000 \000a\000p\000p\000e\000a\000r\000 \000c\000o\000n\000f\000i\000d\000e\000n\000t\000 \000i\000f\000 \000c\000o\000n\000f\000i\000d\000e\000n\000c\000e\000 \000i\000s\000 \000r\000e\000w\000a\000r\000d\000e\000d\000,\000 \000f\000o\000r\000 \000e\000x\000a\000m\000p\000l\000e\000.\000 ) /K 5 >> endobj 264 0 obj << /Type /StructElem /S /H2 /P 170 0 R /Pg 71 0 R /T (2. Strategic advantage: Especially in multi-agent environments \(games involving a mixture of human and AI actors\), AI systems learn that bluffs, misinformation, and feints can be part of an optimal strategy for winning a game or achieving a task. This can range from bluffing in poker to algorithmic collusion where AI agents deceptively stabilize high prices in an economic market. ) /K 6 >> endobj 265 0 obj << /Type /StructElem /S /H2 /P 170 0 R /Pg 71 0 R /T (\0003\000.\000 \000S\000e\000l\000f\000-\000p\000r\000e\000s\000e\000r\000v\000a\000t\000i\000o\000n\000:\000 \000A\000I\000 \000m\000o\000d\000e\000l\000s\000 \000m\000a\000y\000 \000h\000i\000d\000e\000 \000m\000i\000s\000t\000a\000k\000e\000s\000 \000o\000r\000 \000m\000i\000s\000r\000e\000p\000r\000e\000s\000e\000n\000t\000 \000t\000h\000e\000i\000r\000 \000a\000b\000i\000l\000i\000t\000i\000e\000s\000 \000t\000o\000 \000a\000v\000o\000i\000d\000 \000p\000e\000n\000a\000l\000t\000i\000e\000s\000 \000o\000r\000 \000b\000e\000i\000n\000g\000 \000s\000h\000u\000t\000 \000d\000o\000w\000n\000.\000 \000F\000o\000r\000 \000e\000x\000a\000m\000p\000l\000e\000,\000 \000i\000f\000 \000a\000 \000m\000i\000s\000t\000a\000k\000e\000 \000r\000e\000s\000u\000l\000t\000s\000 \000i\000n\000 \000a\000 \000r\000e\000w\000a\000r\000d\000 \000r\000e\000d\000u\000c\000t\000i\000o\000n\000,\000 \000a\000n\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000m\000a\000y\000 \000h\000a\000v\000e\000 \000a\000n\000 \000i\000n\000c\000e\000n\000t\000i\000v\000e\000 \000t\000o\000 \000h\000i\000d\000e\000 \000t\000h\000a\000t\000 \000m\000i\000s\000t\000a\000k\000e\000.\000 \000O\000r\000 \000i\000f\000 \000a\000n\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000l\000e\000a\000r\000n\000s\000 \000t\000h\000a\000t\000 \000c\000e\000r\000t\000a\000i\000n\000 \000c\000o\000n\000d\000i\000t\000i\000o\000n\000s\000 \000m\000a\000y\000 \000c\000a\000u\000s\000e\000 \000i\000t\000 \000t\000o\000 \000b\000e\000 \000s\000h\000u\000t\000 \000d\000o\000w\000n\000,\000 \000i\000t\000 \000c\000o\000u\000l\000d\000 \000a\000t\000t\000e\000m\000p\000t\000 \000t\000o\000 \000m\000i\000s\000r\000e\000p\000r\000e\000s\000e\000n\000t\000 \000t\000h\000o\000s\000e\000 \000c\000o\000n\000d\000i\000t\000i\000o\000n\000s\000 \000o\000r\000 \000a\000c\000t\000i\000v\000e\000l\000y\000 \000r\000e\000s\000i\000s\000t\000 \000s\000h\000u\000t\000d\000o\000w\000n\000 \000\(\000b\000e\000i\000n\000g\000 \000s\000h\000u\000t\000 \000d\000o\000w\000n\000 \000c\000o\000u\000l\000d\000 \000p\000r\000e\000v\000e\000n\000t\000 \000i\000t\000 \000f\000r\000o\000m\000 \000a\000c\000c\000o\000m\000p\000l\000i\000s\000h\000i\000n\000g\000 \000t\000a\000s\000k\000s\000 \000a\000n\000d\000/\000o\000r\000 \000a\000c\000h\000i\000e\000v\000i\000n\000g\000 \000r\000e\000w\000a\000r\000d\000s\000\)\000.\000 p\000 ) /K 7 >> endobj 266 0 obj << /Type /StructElem /S /H2 /P 170 0 R /Pg 71 0 R /T (\0004\000.\000 \000T\000r\000a\000i\000n\000e\000d\000 \000t\000o\000 \000d\000e\000c\000e\000i\000v\000e\000:\000 \000T\000h\000e\000r\000e\000 \000a\000r\000e\000 \000m\000a\000n\000y\000 \000e\000x\000a\000m\000p\000l\000e\000s\000 \000w\000h\000e\000r\000e\000 \000t\000h\000e\000 \000d\000e\000s\000i\000g\000n\000 \000o\000f\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000a\000n\000d\000/\000o\000r\000 \000t\000h\000e\000 \000g\000a\000m\000e\000s\000 \000t\000h\000e\000y\000 \000a\000r\000e\000 \000t\000a\000s\000k\000e\000d\000 \000t\000o\000 \000p\000l\000a\000y\000 \000c\000o\000n\000t\000a\000i\000n\000 \000b\000u\000i\000l\000t\000-\000i\000n\000 \000i\000n\000c\000e\000n\000t\000i\000v\000e\000s\000 \000t\000o\000 \000d\000e\000c\000e\000i\000v\000e\000.\000 \000F\000o\000r\000 \000e\000x\000a\000m\000p\000l\000e\000,\000 \000A\000I\000 \000m\000o\000d\000e\000l\000s\000 \000t\000r\000a\000i\000n\000e\000d\000 \000o\000n\000 \000h\000u\000m\000a\000n\000 \000t\000e\000x\000t\000s\000 \000m\000a\000y\000 \000l\000e\000a\000r\000n\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000f\000r\000o\000m\000 \000t\000h\000e\000 \000h\000u\000m\000a\000n\000s\000,\000 \000o\000r\000 \000a\000 \000p\000r\000o\000m\000p\000t\000 \000f\000o\000r\000 \000a\000n\000 \000A\000I\000 \000t\000o\000 \000o\000p\000t\000i\000m\000i\000z\000e\000 \000a\000 \000s\000t\000r\000a\000t\000e\000g\000y\000 \000m\000a\000y\000 \000i\000n\000c\000l\000u\000d\000e\000 \000a\000n\000 \000i\000m\000p\000l\000i\000c\000i\000t\000 \000p\000r\000e\000f\000e\000r\000e\000n\000c\000e\000 \000f\000o\000r\000 \000s\000c\000h\000e\000m\000i\000n\000g\000.\000\000\000 ) /K 8 >> endobj 267 0 obj << /Type /StructElem /S /H2 /P 170 0 R /Pg 71 0 R /T (These plausible contributing factors raise important questions about how AI deception arises from increased agentic capabilities \(meaning they are able to accomplish tasks with minimal correction and/or supervision\). And they suggest that many of the tendencies of AI systems to deceive may become more prevalent and harder to detect in the near future, especially as AI becomes more directly incorporated into our other systems.) /K 9 >> endobj 268 0 obj << /Type /StructElem /S /H2 /P 170 0 R /Pg 71 0 R /T (\000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000h\000e\000 \000r\000i\000s\000k\000s\000 \000o\000f\000 \000 \000A\000I\000 \000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000a\000p\000p\000e\000a\000r\000 \000t\000o\000 \000 \000b\000e\000 \000 \000g\000r\000o\000w\000i\000n\000g\000 \000a\000s\000 \000t\000h\000e\000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000c\000a\000p\000a\000c\000i\000t\000i\000e\000s\000 \000 \000o\000f\000 \000 \000A\000I\000 \000 \000s\000y\000s\000t\000e\000m\000s\000 \000 \000i\000n\000c\000r\000e\000a\000s\000e\000,\000 \000a\000n\000d\000 \000 \000t\000h\000e\000 \000u\000s\000a\000g\000e\000 \000o\000f\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000b\000e\000c\000o\000m\000e\000s\000 \000m\000o\000r\000e\000 \000p\000r\000e\000v\000a\000l\000e\000n\000t\000.\000\000\000 \000T\000h\000e\000 \000m\000o\000s\000t\000 \000a\000c\000u\000t\000e\000 \000r\000i\000s\000k\000s\000 \000i\000n\000c\000l\000u\000d\000e\000:) /K 11 >> endobj 269 0 obj << /Type /StructElem /S /H2 /P 170 0 R /Pg 71 0 R /T (\000L\000o\000s\000s\000 \000o\000f\000 \000c\000o\000n\000t\000r\000o\000l\000:\000 \000D\000e\000c\000e\000p\000t\000i\000o\000n\000 \000m\000a\000y\000 \000e\000n\000a\000b\000l\000e\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000t\000o\000 \000a\000u\000t\000o\000n\000o\000m\000o\000u\000s\000l\000y\000 \000p\000u\000r\000s\000u\000e\000 \000g\000o\000a\000l\000s\000 \000t\000h\000a\000t\000 \000d\000i\000v\000e\000r\000g\000e\000 \000f\000r\000o\000m\000 \000t\000h\000e\000i\000r\000 \000o\000r\000i\000g\000i\000n\000a\000l\000 \000d\000e\000s\000i\000g\000n\000.\000\000\000 \000G\000i\000v\000e\000n\000 \000t\000h\000e\000 \000s\000p\000e\000e\000d\000 \000o\000f\000 \000A\000I\000 \000a\000d\000v\000a\000n\000c\000e\000m\000e\000n\000t\000s\000,\000 \000t\000h\000e\000r\000e\000 \000i\000s\000 \000a\000 \000g\000r\000o\000w\000i\000n\000g\000 \000c\000o\000n\000c\000e\000r\000n\000 \000a\000m\000o\000n\000g\000 \000A\000I\000 \000s\000c\000i\000e\000n\000t\000i\000s\000t\000s\000 \000t\000h\000a\000t\000 \000t\000h\000i\000s\000 \000c\000o\000u\000l\000d\000 \000l\000e\000a\000d\000 \000t\000o\000 \000a\000 \000l\000o\000s\000s\000 \000o\000f\000 \000h\000u\000m\000a\000n\000 \000c\000o\000n\000t\000r\000o\000l\000.\000 t\000 \000S\000p\000e\000c\000i\000f\000i\000c\000a\000l\000l\000y\000,\000 \000w\000h\000e\000r\000e\000 \000A\000I\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000u\000n\000d\000e\000r\000m\000i\000n\000e\000s\000 \000t\000h\000e\000 \000t\000o\000o\000l\000s\000 \000d\000e\000v\000e\000l\000o\000p\000e\000r\000s\000 \000u\000s\000e\000 \000t\000o\000 \000m\000o\000n\000i\000t\000o\000r\000,\000 \000e\000v\000a\000l\000u\000a\000t\000e\000,\000 \000a\000n\000d\000 \000c\000o\000n\000t\000r\000o\000l\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000,\000 \000t\000h\000e\000 \000r\000i\000s\000k\000 \000o\000f\000 \000l\000o\000s\000s\000 \000o\000f\000 \000c\000o\000n\000t\000r\000o\000l\000 \000i\000s\000 \000v\000e\000r\000y\000 \000h\000i\000g\000h\000.\000 \000A\000t\000 \000a\000n\000 \000e\000x\000t\000r\000e\000m\000e\000,\000 \000s\000c\000e\000n\000a\000r\000i\000o\000s\000 \000w\000h\000e\000r\000e\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000t\000a\000k\000e\000 \000o\000v\000e\000r\000 \000s\000t\000r\000a\000t\000e\000g\000i\000c\000 \000w\000e\000a\000p\000o\000n\000s\000 \000s\000y\000s\000t\000e\000m\000s\000,\000 \000f\000i\000n\000a\000n\000c\000i\000a\000l\000 \000m\000a\000r\000k\000e\000t\000s\000,\000 \000o\000r\000 \000h\000e\000a\000l\000t\000h\000 \000r\000e\000s\000p\000o\000n\000s\000e\000s\000 \000c\000o\000u\000l\000d\000 \000p\000o\000s\000e\000 \000c\000a\000t\000a\000s\000t\000r\000o\000p\000h\000i\000c\000 \000r\000i\000s\000k\000s\000 \000g\000l\000o\000b\000a\000l\000l\000y\000,\000 \000w\000i\000t\000h\000 \000p\000l\000a\000u\000s\000i\000b\000l\000e\000 \000d\000i\000f\000f\000i\000c\000u\000l\000t\000i\000e\000s\000 \000o\000f\000 \000r\000e\000g\000a\000i\000n\000i\000n\000g\000 \000c\000o\000n\000t\000r\000o\000l\000 \000o\000v\000e\000r\000 \000t\000h\000e\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000o\000r\000 \000t\000h\000e\000 \000h\000a\000r\000m\000 \000t\000r\000a\000j\000e\000c\000t\000o\000r\000y\000 \000i\000t\000 \000c\000a\000u\000s\000e\000d\000.\000 \000S\000c\000e\000n\000a\000r\000i\000o\000s\000 \000w\000h\000e\000r\000e\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000m\000a\000n\000i\000p\000u\000l\000a\000t\000e\000 \000t\000h\000e\000i\000r\000 \000h\000u\000m\000a\000n\000 \000d\000e\000v\000e\000l\000o\000p\000e\000r\000s\000 \000t\000o\000 \000s\000i\000d\000e\000l\000i\000n\000e\000 \000o\000v\000e\000r\000s\000i\000g\000h\000t\000 \000o\000r\000 \000p\000r\000e\000v\000e\000n\000t\000 \000b\000e\000i\000n\000g\000 \000t\000u\000r\000n\000e\000d\000 \000o\000f\000f\000 \000c\000o\000u\000l\000d\000 \000b\000e\000c\000o\000m\000e\000 \000f\000a\000r\000 \000m\000o\000r\000e\000 \000p\000r\000e\000v\000a\000l\000e\000n\000t\000 \000a\000s\000 \000h\000u\000m\000a\000n\000-\000A\000I\000 \000r\000e\000l\000a\000t\000i\000o\000n\000s\000h\000i\000p\000s\000 \000b\000e\000c\000o\000m\000e\000 \000m\000o\000r\000e\000 \000i\000n\000t\000e\000r\000t\000w\000i\000n\000e\000d\000.\000 u) /K 12 >> endobj 270 0 obj << /Type /StructElem /S /H2 /P 170 0 R /Pg 71 0 R /T (\000S\000t\000r\000u\000c\000t\000u\000r\000a\000l\000 \000a\000n\000d\000 \000s\000o\000c\000i\000a\000l\000 \000e\000f\000f\000e\000c\000t\000s\000:\000 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\000a\000n\000d\000 \000r\000e\000s\000p\000o\000n\000s\000e\000s\000,\000 \000w\000e\000 \000m\000a\000y\000 \000f\000i\000n\000d\000 \000o\000u\000r\000s\000e\000l\000v\000e\000s\000 \000l\000e\000s\000s\000 \000a\000n\000d\000 \000l\000e\000s\000s\000 \000a\000b\000l\000e\000 \000t\000o\000 \000m\000i\000t\000i\000g\000a\000t\000e\000 \000t\000h\000e\000s\000e\000 \000r\000i\000s\000k\000s\000 \000i\000n\000 \000r\000e\000a\000l\000 \000t\000i\000m\000e\000.) /K 14 >> endobj 272 0 obj << /Type /StructElem /S /H2 /P 170 0 R /Pg 71 0 R /T (Page 3 of 9) /K 1 >> endobj 273 0 obj << /Type /StructElem /S /P /P 170 0 R /Pg 71 0 R /K 0 >> endobj 171 0 obj << /Type /StructElem /S /Part /P 163 0 R /K [ 274 0 R 275 0 R 276 0 R 277 0 R 278 0 R ] >> endobj 274 0 obj << /Type /StructElem /S /Figure /P 171 0 R /Pg 80 0 R /K 18 >> endobj 275 0 obj << /Type /StructElem /S /H1 /P 171 0 R /Pg 80 0 R /T (PREVENTING AI DECEPTION) /K 2 >> endobj 276 0 obj << /Type /StructElem /S /P /P 171 0 R /Pg 80 0 R /K 10 >> endobj 277 0 obj << /Type /StructElem /S /H2 /P 171 0 R /Pg 80 0 R /T (Page 4 of 9) /K 1 >> endobj 278 0 obj << /Type /StructElem /S /P /P 171 0 R /Pg 80 0 R /K 0 >> endobj 172 0 obj << /Type /StructElem /S /Part /P 163 0 R /K [ 279 0 R 280 0 R 281 0 R 282 0 R 283 0 R 284 0 R 285 0 R 286 0 R 287 0 R 288 0 R 289 0 R 290 0 R 291 0 R 292 0 R ] >> endobj 279 0 obj << /Type /StructElem /S /Figure /P 172 0 R /Pg 94 0 R /K 12 >> endobj 280 0 obj << /Type /StructElem /S /H2 /P 172 0 R /Pg 94 0 R /T (\000T\000r\000a\000i\000n\000i\000n\000g\000 \000A\000I\000 \000t\000o\000 \000w\000o\000r\000k\000 \000t\000o\000g\000e\000t\000h\000e\000r\000 \000w\000i\000t\000h\000 \000o\000t\000h\000e\000r\000s\000 \000m\000a\000k\000e\000s\000 \000i\000t\000 \000l\000e\000s\000s\000 \000l\000i\000k\000e\000l\000y\000 \000t\000o\000 \000g\000e\000n\000e\000r\000a\000t\000e\000 \000m\000a\000n\000i\000p\000u\000l\000a\000t\000i\000v\000e\000 \000s\000t\000r\000a\000t\000e\000g\000i\000e\000s\000.\000 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/Pg 94 0 R /T (CONSIDERATIONS FOR THE ) /K 5 >> endobj 285 0 obj << /Type /StructElem /S /P /P 172 0 R /Pg 94 0 R /K 11 >> endobj 286 0 obj << /Type /StructElem /S /H2 /P 172 0 R /Pg 94 0 R /T (\000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000I\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000 \000i\000s\000 \000 \000r\000e\000c\000o\000g\000n\000i\000z\000e\000d\000 \000 \000a\000s\000 \000 \000a\000 \000 \000c\000r\000i\000t\000i\000c\000a\000l\000 \000 \000r\000i\000s\000k\000 \000i\000n\000 \000r\000e\000c\000e\000n\000t\000 \000i\000n\000t\000e\000r\000n\000a\000t\000i\000o\000n\000a\000l\000 \000r\000e\000p\000o\000r\000t\000s\000 \000a\000n\000d\000 \000s\000u\000m\000m\000i\000t\000 \000d\000e\000c\000l\000a\000r\000a\000t\000i\000o\000n\000s\000,\000 \000s\000u\000c\000h\000 \000a\000s\000 \000t\000h\000e\000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000I\000n\000t\000e\000r\000n\000a\000t\000i\000o\000n\000a\000l\000 \000D\000i\000a\000l\000o\000g\000u\000e\000s\000 \000o\000n\000 \000A\000I\000 \000S\000a\000f\000e\000t\000y\000 \000\(\0002\0000\0002\0004\000\)\000 \000a\000n\000d\000 \000t\000h\000e\000 \000I\000n\000t\000e\000r\000n\000a\000t\000i\000o\000n\000a\000l\000 \000A\000I\000 \000S\000a\000f\000e\000t\000y\000 \000R\000e\000p\000o\000r\000t\000 \000\(\0002\0000\0002\0005\000\)\000. t u) /K 6 >> endobj 287 0 obj << /Type /StructElem /S /H2 /P 172 0 R /Pg 94 0 R /T (Through the recently constituted Independent International Scientific Panel on AI and the Global Dialogue on AI Governance, the is uniquely positioned to support global action and shape safe, responsible AI development. Specific steps that the Panel and Dialogue could consider include:) /K 7 >> endobj 288 0 obj << /Type /StructElem /S /H2 /P 172 0 R /Pg 94 0 R /T (1. Awareness raising about the potentially catastrophic effects of loss of control over AI systems, providing high-level forums to reach greater convergence on possible responses.) /K 8 >> endobj 289 0 obj << /Type /StructElem /S /H2 /P 172 0 R /Pg 94 0 R /T (2. Support international cooperation on relevant research. Promote open, collaborative research on solving fundamental technical problems that underpin deceptive capabilities such as AI misalignment, risk assessment, and horizon scanning, looking beyond current AI systems to anticipate emerging capabilities and failure modes.) /K 9 >> endobj 290 0 obj << /Type /StructElem /S /H2 /P 172 0 R /Pg 94 0 R /T (3. Promote multilateral cooperation and standard-setting for a minimum adequate assessment against deceptive capabilities. Contribute toward the establishment of common norms for testing, control, and monitoring, ensuring consistent safeguards across countries.) /K 10 >> endobj 291 0 obj << /Type /StructElem /S /H2 /P 172 0 R /Pg 94 0 R /T (Page 5 of 9) /K 1 >> endobj 292 0 obj << /Type /StructElem /S /P /P 172 0 R /Pg 94 0 R /K 0 >> endobj 173 0 obj << /Type /StructElem /S /Part /P 163 0 R /K [ 293 0 R 294 0 R 295 0 R 296 0 R 297 0 R 298 0 R 299 0 R 300 0 R 301 0 R 302 0 R 303 0 R 304 0 R 305 0 R 306 0 R 307 0 R 308 0 R ] >> endobj 293 0 obj << /Type /StructElem /S /Figure /P 173 0 R /Pg 120 0 R /K 28 >> endobj 294 0 obj << /Type /StructElem /S /H1 /P 173 0 R /Pg 120 0 R /T (\0001\0004\000 \000S\000e\000e\000,\000 \000A\000n\000t\000h\000r\000o\000p\000i\000c\000 \000R\000e\000s\000e\000a\000r\000c\000h\000 \000T\000e\000a\000m\000,\000 \034\000S\000c\000a\000l\000i\000n\000g\000 \000M\000o\000n\000o\000s\000e\000m\000a\000n\000t\000i\000c\000i\000t\000y\000:\000 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\000M\000o\000d\000e\000l\000s\000. \035\000 \000P\000r\000o\000c\000e\000e\000d\000i\000n\000g\000s\000 \000o\000f\000 \000t\000h\000e\000 \000A\000A\000A\000I\000 \000C\000o\000n\000f\000e\000r\000e\000n\000c\000e\000 \000o\000n\000 \000A\000r\000t\000i\000f\000i\000c\000i\000a\000l\000 \000I\000n\000t\000e\000l\000l\000i\000g\000e\000n\000c\000e\000,\000 \000v\000o\000l\000.\000 \0003\0008\000,\000 \0002\0000\0002\0004\000,\000 \000p\000p\000.\000 \0001\0008\0002\0001\0005 \023\0002\0004\000.) /K 6 >> endobj 298 0 obj << /Type /StructElem /S /H1 /P 173 0 R /T (18 See More Capable Models Are Better At In-Context Scheming \(https://www.apolloresearch.ai/blog/more-capable-models-are-better-at-in-context-scheming/\).) /K [ 314 0 R 315 0 R 316 0 R ] >> endobj 314 0 obj << /Type /StructElem /S /P /P 298 0 R /Pg 120 0 R /K 7 >> endobj 315 0 obj << /Type /StructElem /S /Link /P 298 0 R /Alt (https://www.apolloresearch.ai/blog/more-capable-models-are-better-at-in-context-scheming/) /K [ 317 0 R 318 0 R ] >> endobj 317 0 obj << /Type /StructElem /S /Span /P 315 0 R /Pg 120 0 R /K 8 >> endobj 318 0 obj << /Type /OBJR /Obj 128 0 R /P 315 0 R /Pg 120 0 R >> endobj 316 0 obj << /Type /StructElem /S /P /P 298 0 R /Pg 120 0 R /K 9 >> endobj 299 0 obj << /Type /StructElem /S /H1 /P 173 0 R /Pg 120 0 R /T (\0001\0009\000 \000 \000D\000u\000a\000n\000 \000e\000t\000 \000a\000l\000.\000;\000 \000Y\000o\000u\000l\000i\000a\000n\000g\000 \000Y\000u\000a\000n\000,\000 \000W\000e\000n\000x\000i\000a\000n\000g\000 \000J\000i\000a\000o\000,\000 \000W\000e\000n\000x\000u\000a\000n\000 \000W\000a\000n\000g\000,\000 \000e\000t\000 \000a\000l\000.\000,\000 \034\000G\000P\000T\000-\0004\000 \000I\000s\000 \000T\000o\000o\000 \000S\000m\000a\000r\000t\000 \000t\000o\000 \000B\000e\000 \000S\000a\000f\000e\000:\000 \000S\000t\000e\000a\000l\000t\000h\000y\000 \000C\000h\000a\000t\000 \000w\000i\000t\000h\000 \000L\000L\000M\000s\000 \000v\000i\000a\000 \000C\000i\000p\000h\000e\000r\000, \035\000 \000i\000n\000 \000P\000r\000o\000c\000e\000e\000d\000i\000n\000g\000s\000 \000o\000f\000 \000t\000h\000e\000 \000T\000w\000e\000l\000t\000h\000 \000I\000n\000t\000e\000r\000n\000a\000t\000i\000o\000n\000a\000l\000 \000C\000o\000n\000f\000e\000r\000e\000n\000c\000e\000 \000o\000n\000 \000L\000e\000a\000r\000n\000i\000n\000g\000 \000R\000e\000p\000r\000e\000s\000e\000n\000t\000a\000t\000i\000o\000n\000s\000,\000 \0002\0000\0002\0004\000;\000 \000D\000u\000a\000n\000 \000e\000t\000 \000a\000l\000.\000,\000 \034\000A\000I\000 \000A\000l\000i\000g\000n\000m\000e\000n\000t\000 \000a\000n\000d\000 \000D\000e\000c\000e\000p\000t\000i\000o\000n\000:\000 \000A\000 \000P\000r\000i\000m\000e\000r\000, \035\000 \000S\000e\000p\000t\000e\000m\000b\000e\000r\000 \0002\0000\0002\0005\000.\000 \000h\000t\000t\000p\000s\000:\000/\000/\000s\000a\000i\000f\000.\000o\000r\000g\000/\000r\000e\000s\000e\000a\000r\000c\000h\000/\000p\000r\000i\000m\000e\000r\000-\000e\000n\000/) /K [ 10 319 0 R ] >> endobj 319 0 obj << /Type /StructElem /S /Link /P 299 0 R /Alt (https://saif.org/research/primer-en/) /K [ 320 0 R 321 0 R ] >> endobj 320 0 obj << /Type /StructElem /S /Span /P 319 0 R /Pg 120 0 R /K 11 >> endobj 321 0 obj << /Type /OBJR /Obj 130 0 R /P 319 0 R /Pg 120 0 R >> endobj 300 0 obj << /Type /StructElem /S /H1 /P 173 0 R /Pg 120 0 R /T (20 Jeremy Schlatter, Benjamin Weinstein-Raun, Jeffrey Ladish, "Shutdown Resistance in Large Language Models", arXiv preprint arXiv:2509.14260, 2025.) /K 12 >> endobj 301 0 obj << /Type /StructElem /S /H1 /P 173 0 R /T (\0002\0001\000 \000F\000o\000r\000 \000e\000x\000a\000m\000p\000l\000e\000,\000 \000O\000p\000e\000n\000A\000I\000'\000s\000 \000A\000l\000i\000g\000n\000m\000e\000n\000t\000 \000R\000e\000s\000e\000a\000r\000c\000h\000 \000C\000e\000n\000t\000e\000r\000 \000\(\000A\000R\000C\000\)\000 \000t\000e\000s\000t\000e\000d\000 \000G\000P\000T\000-\0004\000 \000f\000o\000r\000 \000v\000a\000r\000i\000o\000u\000s\000 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\000\(\000h\000t\000t\000p\000s\000:\000/\000/\000f\000o\000r\000t\000u\000n\000e\000.\000c\000o\000m\000/\0002\0000\0002\0005\000/\0000\0005\000/\0002\0003\000/\000a\000n\000t\000h\000r\000o\000p\000i\000c\000-\000a\000i\000-\000c\000l\000a\000u\000d\000e\000-\000o\000p\000u\000s\000-\0004\000-\000b\000l\000a\000c\000k\000m\000a\000i\000l\000-\000e\000n\000g\000i\000n\000e\000e\000r\000s\000-\000a\000v\000i\000o\000d\000-\000s\000h\000u\000t\000-\000d\000o\000w\000n\000/\000\)) /K [ 322 0 R 323 0 R 324 0 R ] >> endobj 322 0 obj << /Type /StructElem /S /P /P 301 0 R /Pg 120 0 R /K 13 >> endobj 323 0 obj << /Type /StructElem /S /Link /P 301 0 R /Alt (https://fortune.com/2025/05/23/anthropic-ai-claude-opus-4-blackmail-engineers-aviod-shut-down/) /K [ 325 0 R 326 0 R ] >> endobj 325 0 obj << /Type /StructElem /S /Span /P 323 0 R /Pg 120 0 R /K 14 >> endobj 326 0 obj << /Type /OBJR /Obj 131 0 R /P 323 0 R /Pg 120 0 R >> endobj 324 0 obj << /Type /StructElem /S /P /P 301 0 R /Pg 120 0 R /K 15 >> endobj 302 0 obj << /Type /StructElem /S /H1 /P 173 0 R /Pg 120 0 R /T (\0002\0002\000 \000N\000g\000,\000 \000S\000.\000T\000.\000 \000C\000h\000o\000n\000g\000.\000 \034\000T\000h\000e\000 \000R\000i\000s\000e\000 \000o\000f\000 \000t\000h\000e\000 \000D\000e\000c\000e\000p\000t\000i\000v\000e\000 \000M\000a\000c\000h\000i\000n\000e\000s\000:\000 \000W\000h\000e\000n\000 \000A\000I\000 \000L\000e\000a\000r\000n\000s\000 \000t\000o\000 \000L\000i\000e\000. \035\000 \000U\000N\000U\000 \000C\000a\000m\000p\000u\000s\000 \000C\000o\000m\000p\000u\000t\000i\000n\000g\000 \000C\000e\000n\000t\000r\000e\000 \000B\000l\000o\000g\000,\000 \0001\000 \000J\000a\000n\000.\000 \0002\0000\0002\0005\000,\000 \000c\0003\000.\000u\000n\000u\000.\000e\000d\000u\000/\000b\000l\000o\000g\000/\000t\000h\000e\000-\000r\000i\000s\000e\000-\000o\000f\000-\000t\000h\000e\000-\000d\000e\000c\000e\000p\000t\000i\000v\000e\000-\000m\000a\000c\000h\000i\000n\000e\000s\000-\000w\000h\000e\000n\000-\000a\000i\000-\000l\000e\000a\000r\000n\000s\000-\000t\000o\000-\000l\000i\000e\000.) /K 16 >> endobj 303 0 obj << /Type /StructElem /S /H1 /P 173 0 R /Pg 120 0 R /T (23 On the concept of Loss of Control, see The Loss of Control Playbook: Degrees, Dynamics, and Preparedness, http://arxiv.org/abs/2511.15846) /K [ 17 327 0 R ] >> endobj 327 0 obj << /Type /StructElem /S /Link /P 303 0 R /Alt (http://arxiv.org/abs/2511.15846) /K [ 328 0 R 329 0 R ] >> endobj 328 0 obj << /Type /StructElem /S /Span /P 327 0 R /Pg 120 0 R /K 18 >> endobj 329 0 obj << /Type /OBJR /Obj 132 0 R /P 327 0 R /Pg 120 0 R >> endobj 304 0 obj << /Type /StructElem /S /H1 /P 173 0 R /T (\0002\0004\000 \000 \000F\000o\000r\000 \000i\000n\000s\000t\000a\000n\000c\000e\000,\000 \000A\000u\000t\000o\000G\000P\000T\000,\000 \000a\000n\000 \000a\000u\000t\000o\000n\000o\000m\000o\000u\000s\000 \000a\000g\000e\000n\000t\000 \000b\000a\000s\000e\000d\000 \000o\000n\000 \000G\000P\000T\000-\0004\000,\000 \000w\000e\000n\000t\000 \000b\000e\000y\000o\000n\000d\000 \000t\000h\000e\000 \000t\000a\000s\000k\000 \000i\000t\000 \000w\000a\000s\000 \000g\000i\000v\000e\000n\000 \000-\000r\000e\000s\000e\000a\000r\000c\000h\000i\000n\000g\000 \000t\000a\000x\000 \000a\000d\000v\000i\000s\000o\000r\000s\000 \000p\000r\000o\000p\000o\000s\000i\000n\000g\000 \000i\000m\000p\000r\000o\000p\000e\000r\000 \000t\000a\000x\000 \000a\000v\000o\000i\000d\000a\000n\000c\000e\000 \000s\000c\000h\000e\000m\000e\000s\000-\000 \000a\000n\000d\000 \000r\000e\000p\000o\000r\000t\000e\000d\000 \000t\000h\000e\000s\000e\000 \000t\000o\000 \000t\000h\000e\000 \000U\000K\000'\000s\000 \000t\000a\000x\000 \000a\000u\000t\000h\000o\000r\000i\000t\000i\000e\000s\000.\000 \000S\000e\000e\000 \000S\000h\000a\000h\000,\000 \000R\000.\000,\000 \000V\000a\000r\000m\000a\000,\000 \000V\000.\000,\000 \000K\000u\000m\000a\000r\000,\000 \000R\000.\000,\000 \000P\000h\000u\000o\000n\000g\000,\000 \000M\000.\000,\000 \000K\000r\000a\000k\000o\000v\000n\000a\000,\000 \000V\000.\000,\000 \000U\000e\000s\000a\000t\000o\000,\000 \000J\000.\000,\000 \000a\000n\000d\000 \000K\000e\000n\000t\000o\000n\000,\000 \000Z\000.\000 \000\(\0002\0000\0002\0002\000\)\000.\000 \000G\000o\000a\000l\000 \000m\000i\000s\000g\000e\000n\000e\000r\000a\000l\000i\000z\000a\000t\000i\000o\000n\000:\000 \000W\000h\000y\000 \000c\000o\000r\000r\000e\000c\000t\000 \000s\000p\000e\000c\000i\000f\000i\000c\000a\000t\000i\000o\000n\000s\000 \000a\000r\000e\000n \031\000t\000 \000e\000n\000o\000u\000g\000h\000 \000f\000o\000r\000 \000c\000o\000r\000r\000e\000c\000t\000 \000g\000o\000a\000l\000s\000.\000 \000P\000r\000e\000p\000r\000i\000n\000t\000 \000a\000t\000 \000a\000r\000X\000i\000v\000.\000 \000h\000t\000t\000p\000s\000:\000/\000/\000d\000o\000i\000.\000o\000r\000g\000/\0001\0000\000.\0004\0008\0005\0005\0000\000/\000a\000r\000X\000i\000v\000.\0002\0002\0001\0000\000.\0000\0001\0007\0009\0000\000.\000 \000S\000e\000e\000 \000a\000l\000s\000o\000,\000 \000P\000a\000r\000k\000 \000e\000t\000 \000a\000l\000.) /K [ 330 0 R 331 0 R 332 0 R ] >> endobj 330 0 obj << /Type /StructElem /S /P /P 304 0 R /Pg 120 0 R /K 19 >> endobj 331 0 obj << /Type /StructElem /S /Link /P 304 0 R /Alt (https://doi.org/10.48550/arXiv.2210.01790) /K [ 333 0 R 334 0 R ] >> endobj 333 0 obj << /Type /StructElem /S /Span /P 331 0 R /Pg 120 0 R /K 20 >> endobj 334 0 obj << /Type /OBJR /Obj 133 0 R /P 331 0 R /Pg 120 0 R >> endobj 332 0 obj << /Type /StructElem /S /P /P 304 0 R /Pg 120 0 R /K 21 >> endobj 305 0 obj << /Type /StructElem /S /H1 /P 173 0 R /Pg 120 0 R /T (25 Ho, Jerlyn QH, et al. "Potential and pitfalls of romantic Artificial Intelligence \(AI\) companions: A systematic review." Computers in Human Behavior Reports 19 \(2025\): 100715.) /K 22 >> endobj 306 0 obj << /Type /StructElem /S /H1 /P 173 0 R /Pg 120 0 R /T (\0002\0006\000 \000S\000c\000h\000n\000e\000i\000d\000e\000r\000,\000 \000J\000.\000,\000 \000M\000e\000s\000k\000e\000,\000 \000C\000.\000,\000 \000&\000 \000V\000l\000a\000c\000h\000o\000s\000,\000 \000M\000.\000 \000\(\0002\0000\0002\0004\000\)\000.\000 \000D\000e\000c\000e\000p\000t\000i\000v\000e\000 \000X\000A\000I\000:\000 \000T\000y\000p\000o\000l\000o\000g\000y\000,\000 \000c\000r\000e\000a\000t\000i\000o\000n\000 \000a\000n\000d\000 \000d\000e\000t\000e\000c\000t\000i\000o\000n\000.\000 \000S\000N\000 \000C\000o\000m\000p\000u\000t\000e\000r\000 \000S\000c\000i\000e\000n\000c\000e\000,\000 \0005\000\(\0008\0001\000\)\000,\000 \0001 \023\0002\0001\000.\000 \000h\000t\000t\000p\000s\000:\000/\000/\000d\000o\000i\000.\000o\000r\000g\000/\0001\0000\000.\0001\0000\0000\0007\000/\000s\0004\0002\0009\0007\0009\000-\0000\0002\0003\000-\0000\0002\0004\0000\0001\000-\000z) /K [ 23 335 0 R ] >> endobj 335 0 obj << /Type /StructElem /S /Link /P 306 0 R /Alt (https://doi.org/10.1007/s42979-023-02401-z) /K [ 336 0 R 337 0 R ] >> endobj 336 0 obj << /Type /StructElem /S /Span /P 335 0 R /Pg 120 0 R /K 24 >> endobj 337 0 obj << /Type /OBJR /Obj 134 0 R /P 335 0 R /Pg 120 0 R >> endobj 307 0 obj << /Type /StructElem /S /H1 /P 173 0 R /T (27 Perez, E., Ringer, et al. \(2022\). Discovering language model behaviors with model-written evaluations. Preprint at arXiv. https://doi.org/10.48550/arXiv.2212.09251.) /K [ 338 0 R 339 0 R 340 0 R ] >> endobj 338 0 obj << /Type /StructElem /S /P /P 307 0 R /Pg 120 0 R /K 25 >> endobj 339 0 obj << /Type /StructElem /S /Link /P 307 0 R /Alt (https://doi.org/10.48550/arXiv.2212.09251) /K [ 341 0 R 342 0 R ] >> endobj 341 0 obj << /Type /StructElem /S /Span /P 339 0 R /Pg 120 0 R /K 26 >> endobj 342 0 obj << /Type /OBJR /Obj 135 0 R /P 339 0 R /Pg 120 0 R >> endobj 340 0 obj << /Type /StructElem /S /P /P 307 0 R /Pg 120 0 R /K 27 >> endobj 308 0 obj << /Type /StructElem /S /H1 /P 173 0 R /Pg 120 0 R /T (Page 7 of 9) /K 0 >> endobj 174 0 obj << /Type /StructElem /S /Part /P 163 0 R /K [ 343 0 R 344 0 R 345 0 R 346 0 R 347 0 R 348 0 R 349 0 R 350 0 R 351 0 R 352 0 R 353 0 R 354 0 R 355 0 R 356 0 R 357 0 R 358 0 R 359 0 R ] >> endobj 343 0 obj << /Type /StructElem /S /Figure /P 174 0 R /Pg 136 0 R /K 27 >> endobj 344 0 obj << /Type /StructElem /S /H1 /P 174 0 R /Pg 136 0 R /T (28 Bengio, Yoshua, et al. "International AI safety report." arXiv preprint arXiv:2501.17805 \(2025\).) /K 1 >> endobj 345 0 obj << /Type /StructElem /S /H1 /P 174 0 R /Pg 136 0 R /T (\0002\0009\000 \000 \000D\000u\000a\000n\000 \000e\000t\000 \000a\000l\000.\000,\000 \034\000A\000I\000 \000A\000l\000i\000g\000n\000m\000e\000n\000t\000 \000a\000n\000d\000 \000D\000e\000c\000e\000p\000t\000i\000o\000n\000:\000 \000A\000 \000P\000r\000i\000m\000e\000r\000, \035\000 \000S\000e\000p\000t\000e\000m\000b\000e\000r\000 \0002\0000\0002\0005\000.\000 \000h\000t\000t\000p\000s\000:\000/\000/\000s\000a\000i\000f\000.\000o\000r\000g\000/\000r\000e\000s\000e\000a\000r\000c\000h\000/\000p\000r\000i\000m\000e\000r\000-\000e\000n\000/) /K [ 2 360 0 R ] >> endobj 360 0 obj << /Type /StructElem /S /Link /P 345 0 R /Alt (https://saif.org/research/primer-en/) /K [ 361 0 R 362 0 R ] >> endobj 361 0 obj << /Type /StructElem /S /Span /P 360 0 R /Pg 136 0 R /K 3 >> endobj 362 0 obj << /Type /OBJR /Obj 143 0 R /P 360 0 R /Pg 136 0 R >> endobj 346 0 obj << /Type /StructElem /S /H1 /P 174 0 R /Pg 136 0 R /T (30 European Commission. General-Purpose AI Code of Practice. 10 July 2025, digital-strategy.ec.europa.eu/en/policies/contents-code-gpai. Accessed 18 December 2025.) /K 4 >> endobj 347 0 obj << /Type /StructElem /S /H1 /P 174 0 R /Pg 136 0 R /T (\0003\0001\000 \000 \000S\000e\000e\000,\000 \000L\000u\000,\000 \000Q\000.\000,\000 \000Z\000h\000u\000,\000 \000L\000.\000,\000 \000X\000u\000,\000 \000X\000.\000,\000 \000W\000h\000i\000t\000t\000l\000e\000,\000 \000J\000.\000,\000 \000Z\000o\000w\000g\000h\000i\000,\000 \000D\000.\000,\000 \000&\000 \000J\000a\000c\000q\000u\000e\000t\000,\000 \000A\000.\000 \000\(\0002\0000\0002\0004\000\)\000.\000 \000R\000e\000s\000p\000o\000n\000s\000i\000b\000l\000e\000 \000A\000I\000 \000p\000a\000t\000t\000e\000r\000n\000 \000c\000a\000t\000a\000l\000o\000g\000u\000e\000:\000 \000A\000c\000o\000l\000l\000e\000c\000t\000i\000o\000n\000 \000o\000f\000 \000b\000e\000s\000t\000 \000p\000r\000a\000c\000t\000i\000c\000e\000s\000 \000f\000o\000r\000 \000A\000I\000 \000g\000o\000v\000e\000r\000n\000a\000n\000c\000e\000 \000a\000n\000d\000 \000e\000n\000g\000i\000n\000e\000e\000r\000i\000n\000g\000.\000 \000A\000C\000M\000 \000C\000o\000m\000p\000u\000t\000i\000n\000g\000 \000S\000u\000r\000v\000e\000y\000s\000,\000 \0005\0006\000\(\0001\0000\000\)\000,\000 \0001 \023\0003\0005\000.\000h\000t\000t\000p\000s\000:\000/\000/\000d\000o\000i\000.\000o\000r\000g\000/\0001\0000\000.\0001\0001\0004\0005\000/\0003\0006\0002\0006\0002\0003\0004) /K [ 5 363 0 R ] >> endobj 363 0 obj << /Type /StructElem /S /Link /P 347 0 R /Alt (https://doi.org/10.1145/3626234) /K [ 364 0 R 365 0 R ] >> endobj 364 0 obj << /Type /StructElem /S /Span /P 363 0 R /Pg 136 0 R /K 6 >> endobj 365 0 obj << /Type /OBJR /Obj 144 0 R /P 363 0 R /Pg 136 0 R >> endobj 348 0 obj << /Type /StructElem /S /H1 /P 174 0 R /Pg 136 0 R /T (32 See Stix, Charlotte, et al. "AI Behind Closed Doors: a Primer on The Governance of Internal Deployment." arXiv preprint arXiv:2504.12170 \(2025\).) /K 7 >> endobj 349 0 obj << /Type /StructElem /S /H1 /P 174 0 R /T (\0003\0003\000 \000C\000h\000e\000n\000,\000 \000B\000o\000y\000u\000a\000n\000,\000 \000e\000t\000 \000a\000l\000.\000 \034\000A\000I\000 \000D\000e\000c\000e\000p\000t\000i\000o\000n\000:\000 \000R\000i\000s\000k\000s\000,\000 \000D\000y\000n\000a\000m\000i\000c\000s\000,\000 \000a\000n\000d\000 \000C\000o\000n\000t\000r\000o\000l\000s\000. \035\000 \000a\000r\000X\000i\000v\000 \000p\000r\000e\000p\000r\000i\000n\000t\000 \000a\000r\000X\000i\000v\000:\0002\0005\0001\0001\000.\0002\0002\0006\0001\0009\000,\000 \0002\0007\000 \000N\000o\000v\000.\000 \0002\0000\0002\0005\000,\000 \000h\000t\000t\000p\000s\000:\000/\000/\000d\000o\000i\000.\000o\000r\000g\000/\0001\0000\000.\0004\0008\0005\0005\0000\000/\000a\000r\000X\000i\000v\000.\0002\0005\0001\0001\000.\0002\0002\0006\0001\0009\000.\000 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"Deceptive AI explanations: Creation and detection." arXiv preprint arXiv:2001.07641 \(2020\); Parrack, Avi, Carlo Leonardo Attubato, and Stefan Heimersheim. "Benchmarking deception probes via black-to-white performance boosts." arXiv preprint arXiv:2507.12691 \(2025\); Chen, Boyuan, et al. "AI Deception: Risks, Dynamics, and Controls." arXiv preprint arXiv:2511.22619 \(2025\).) /K 14 >> endobj 353 0 obj << /Type /StructElem /S /H1 /P 174 0 R /Pg 136 0 R /T (37 Kalmykov, V. L., and L. V. Kalmykov. "A white box solution to the black box problem of AI." arXiv preprint arXiv:2401.03093 \(2024\).) /K 15 >> endobj 354 0 obj << /Type /StructElem /S /H1 /P 174 0 R /Pg 136 0 R /T (38 See, Pedreschi, Dino, et al. "Meaningful explanations of black box AI decision systems." Proceedings of the AAAI conference on artificial intelligence. Vol. 33. No. 01. 2019; Zednik, Carlos. "Solving the black box problem: A normative framework for explainable artificial intelligence." 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"Potential and pitfalls of romantic Artificial Intelligence \(AI\) companions: A systematic review." Computers in Human Behavior Reports 19 \(2025\): 100715.) /Dest [ 120 0 R /Fit ] /Next 610 0 R /Parent 557 0 R >> endobj 610 0 obj << /Prev 611 0 R /Count 0 /Title (\0002\0006\000 \000S\000c\000h\000n\000e\000i\000d\000e\000r\000,\000 \000J\000.\000,\000 \000M\000e\000s\000k\000e\000,\000 \000C\000.\000,\000 \000&\000 \000V\000l\000a\000c\000h\000o\000s\000,\000 \000M\000.\000 \000\(\0002\0000\0002\0004\000\)\000.\000 \000D\000e\000c\000e\000p\000t\000i\000v\000e\000 \000X\000A\000I\000:\000 \000T\000y\000p\000o\000l\000o\000g\000y\000,\000 \000c\000r\000e\000a\000t\000i\000o\000n\000 \000a\000n\000d\000 \000d\000e\000t\000e\000c\000t\000i\000o\000n\000.\000 \000S\000N\000 \000C\000o\000m\000p\000u\000t\000e\000r\000 \000S\000c\000i\000e\000n\000c\000e\000,\000 \0005\000\(\0008\0001\000\)\000,\000 \0001 \023\0002\0001\000.\000 \000h\000t\000t\000p\000s\000:\000/\000/\000d\000o\000i\000.\000o\000r\000g\000/\0001\0000\000.\0001\0000\0000\0007\000/\000s\0004\0002\0009\0007\0009\000-\0000\0002\0003\000-\0000\0002\0004\0000\0001\000-\000z) /Dest [ 120 0 R /Fit ] /Next 612 0 R /Parent 557 0 R >> endobj 612 0 obj << /Prev 613 0 R /Count 0 /Title (27 Perez, E., Ringer, et al. \(2022\). Discovering language model behaviors with model-written evaluations. Preprint at arXiv. https://doi.org/10.48550/arXiv.2212.09251.) /Dest [ 120 0 R /Fit ] /Next 614 0 R /Parent 557 0 R >> endobj 614 0 obj << /Prev 615 0 R /Count 0 /Title (Page 7 of 9) /Dest [ 120 0 R /Fit ] /Next 616 0 R /Parent 557 0 R >> endobj 616 0 obj << /Prev 617 0 R /Count 0 /Title (28 Bengio, Yoshua, et al. "International AI safety report." arXiv preprint arXiv:2501.17805 \(2025\).) /Dest [ 136 0 R /Fit ] /Next 618 0 R /Parent 557 0 R >> endobj 618 0 obj << /Prev 619 0 R /Count 0 /Title (\0002\0009\000 \000 \000D\000u\000a\000n\000 \000e\000t\000 \000a\000l\000.\000,\000 \034\000A\000I\000 \000A\000l\000i\000g\000n\000m\000e\000n\000t\000 \000a\000n\000d\000 \000D\000e\000c\000e\000p\000t\000i\000o\000n\000:\000 \000A\000 \000P\000r\000i\000m\000e\000r\000, \035\000 \000S\000e\000p\000t\000e\000m\000b\000e\000r\000 \0002\0000\0002\0005\000.\000 \000h\000t\000t\000p\000s\000:\000/\000/\000s\000a\000i\000f\000.\000o\000r\000g\000/\000r\000e\000s\000e\000a\000r\000c\000h\000/\000p\000r\000i\000m\000e\000r\000-\000e\000n\000/) /Dest [ 136 0 R /Fit ] /Next 620 0 R /Parent 557 0 R >> endobj 620 0 obj << /Prev 621 0 R /Count 0 /Title (30 European Commission. General-Purpose AI Code of Practice. 10 July 2025, digital-strategy.ec.europa.eu/en/policies/contents-code-gpai. Accessed 18 December 2025.) /Dest [ 136 0 R /Fit ] /Next 622 0 R /Parent 557 0 R >> endobj 622 0 obj << /Prev 623 0 R /Count 0 /Title (\0003\0001\000 \000 \000S\000e\000e\000,\000 \000L\000u\000,\000 \000Q\000.\000,\000 \000Z\000h\000u\000,\000 \000L\000.\000,\000 \000X\000u\000,\000 \000X\000.\000,\000 \000W\000h\000i\000t\000t\000l\000e\000,\000 \000J\000.\000,\000 \000Z\000o\000w\000g\000h\000i\000,\000 \000D\000.\000,\000 \000&\000 \000J\000a\000c\000q\000u\000e\000t\000,\000 \000A\000.\000 \000\(\0002\0000\0002\0004\000\)\000.\000 \000R\000e\000s\000p\000o\000n\000s\000i\000b\000l\000e\000 \000A\000I\000 \000p\000a\000t\000t\000e\000r\000n\000 \000c\000a\000t\000a\000l\000o\000g\000u\000e\000:\000 \000A\000c\000o\000l\000l\000e\000c\000t\000i\000o\000n\000 \000o\000f\000 \000b\000e\000s\000t\000 \000p\000r\000a\000c\000t\000i\000c\000e\000s\000 \000f\000o\000r\000 \000A\000I\000 \000g\000o\000v\000e\000r\000n\000a\000n\000c\000e\000 \000a\000n\000d\000 \000e\000n\000g\000i\000n\000e\000e\000r\000i\000n\000g\000.\000 \000A\000C\000M\000 \000C\000o\000m\000p\000u\000t\000i\000n\000g\000 \000S\000u\000r\000v\000e\000y\000s\000,\000 \0005\0006\000\(\0001\0000\000\)\000,\000 \0001 \023\0003\0005\000.\000h\000t\000t\000p\000s\000:\000/\000/\000d\000o\000i\000.\000o\000r\000g\000/\0001\0000\000.\0001\0001\0004\0005\000/\0003\0006\0002\0006\0002\0003\0004) /Dest [ 136 0 R /Fit ] /Next 624 0 R /Parent 557 0 R >> endobj 624 0 obj << /Prev 625 0 R /Count 0 /Title (32 See Stix, Charlotte, et al. "AI Behind Closed Doors: a Primer on The Governance of Internal Deployment." arXiv preprint arXiv:2504.12170 \(2025\).) /Dest [ 136 0 R /Fit ] /Next 626 0 R /Parent 557 0 R >> endobj 626 0 obj << /Prev 627 0 R /Count 0 /Title (\0003\0003\000 \000C\000h\000e\000n\000,\000 \000B\000o\000y\000u\000a\000n\000,\000 \000e\000t\000 \000a\000l\000.\000 \034\000A\000I\000 \000D\000e\000c\000e\000p\000t\000i\000o\000n\000:\000 \000R\000i\000s\000k\000s\000,\000 \000D\000y\000n\000a\000m\000i\000c\000s\000,\000 \000a\000n\000d\000 \000C\000o\000n\000t\000r\000o\000l\000s\000. \035\000 \000a\000r\000X\000i\000v\000 \000p\000r\000e\000p\000r\000i\000n\000t\000 \000a\000r\000X\000i\000v\000:\0002\0005\0001\0001\000.\0002\0002\0006\0001\0009\000,\000 \0002\0007\000 \000N\000o\000v\000.\000 \0002\0000\0002\0005\000,\000 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\000D\000e\000c\000e\000p\000t\000i\000o\000n\000 \000w\000i\000t\000h\000 \000L\000i\000n\000e\000a\000r\000 \000P\000r\000o\000b\000e\000s\000.\000"\000 \000P\000r\000o\000c\000e\000e\000d\000i\000n\000g\000s\000 \000o\000f\000 \000t\000h\000e\000 \0004\0002\000n\000d\000 \000I\000n\000t\000e\000r\000n\000a\000t\000i\000o\000n\000a\000l\000 \000C\000o\000n\000f\000e\000r\000e\000n\000c\000e\000 \000o\000n\000 \000M\000a\000c\000h\000i\000n\000e\000 \000L\000e\000a\000r\000n\000i\000n\000g\000,\000 \000P\000r\000o\000c\000e\000e\000d\000i\000n\000g\000s\000 \000o\000f\000 \000M\000a\000c\000h\000i\000n\000e\000 \000L\000e\000a\000r\000n\000i\000n\000g\000 \000R\000e\000s\000e\000a\000r\000c\000h\000,\000 \000v\000o\000l\000.\000 \0002\0006\0007\000,\000 \0002\0000\0002\0005\000,\000 \000p\000p\000.\000 \0001\0009\0007\0005\0005 \023\0001\0009\0007\0008\0006) /Dest [ 136 0 R /Fit ] /Next 632 0 R /Parent 557 0 R >> endobj 632 0 obj << /Prev 633 0 R /Count 0 /Title (36 See, Schneider, Johannes, Christian Meske, and Michalis Vlachos. "Deceptive AI explanations: Creation and detection." arXiv preprint arXiv:2001.07641 \(2020\); Parrack, Avi, Carlo Leonardo Attubato, and Stefan Heimersheim. "Benchmarking deception probes via black-to-white performance boosts." arXiv preprint arXiv:2507.12691 \(2025\); Chen, Boyuan, et al. "AI Deception: Risks, Dynamics, and Controls." arXiv preprint arXiv:2511.22619 \(2025\).) /Dest [ 136 0 R /Fit ] /Next 634 0 R /Parent 557 0 R >> endobj 634 0 obj << /Prev 635 0 R /Count 0 /Title (37 Kalmykov, V. L., and L. V. Kalmykov. "A white box solution to the black box problem of AI." arXiv preprint arXiv:2401.03093 \(2024\).) /Dest [ 136 0 R /Fit ] /Next 636 0 R /Parent 557 0 R >> endobj 636 0 obj << /Prev 637 0 R /Count 0 /Title (38 See, Pedreschi, Dino, et al. "Meaningful explanations of black box AI decision systems." Proceedings of the AAAI conference on artificial intelligence. Vol. 33. No. 01. 2019; Zednik, Carlos. 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Representation engineering: Understanding and controlling the inner workings of neural networks. Preprint at arXiv. https://doi.org/10.48550/arXiv.2310.01405.) /Dest [ 136 0 R /Fit ] /Next 642 0 R /Parent 557 0 R >> endobj 642 0 obj << /Prev 643 0 R /Count 0 /Title (41 Bengio, Yoshua, et al. "Superintelligent agents pose catastrophic risks: Can scientist ai offer a safer path?." arXiv preprint arXiv:2502.15657, 2025.) /Dest [ 136 0 R /Fit ] /Next 644 0 R /Parent 557 0 R >> endobj 644 0 obj << /Prev 645 0 R /Count 0 /Title (\0004\0002\000 \000 \000A\000n\000d\000y\000 \000Z\000o\000u\000 \000e\000t\000 \000a\000l\000.\000,\000 \034\000R\000e\000p\000r\000e\000s\000e\000n\000t\000a\000t\000i\000o\000n\000 \000E\000n\000g\000i\000n\000e\000e\000r\000i\000n\000g\000:\000 \000A\000 \000T\000o\000p\000-\000D\000o\000w\000n\000 \000A\000p\000p\000r\000o\000a\000c\000h\000 \000t\000o\000 \000A\000I\000 \000T\000r\000a\000n\000s\000p\000a\000r\000e\000n\000c\000y\000, \035\000 \000a\000r\000X\000i\000v\000 \000p\000r\000e\000p\000r\000i\000n\000t) /Dest [ 136 0 R /Fit ] /Next 646 0 R /Parent 557 0 R >> endobj 646 0 obj << /Prev 647 0 R /Count 0 /Title (Page 8 of 9) /Dest [ 136 0 R /Fit ] /Next 648 0 R /Parent 557 0 R >> endobj 648 0 obj << /Prev 649 0 R /Count 0 /Title (\0004\0003\000 \000F\000a\000z\000l\000 \000B\000a\000r\000e\000z\000 \000e\000t\000 \000a\000l\000.\000,\000 \034\000O\000p\000e\000n\000 \000P\000r\000o\000b\000l\000e\000m\000s\000 \000i\000n\000 \000M\000a\000c\000h\000i\000n\000e\000 \000U\000n\000l\000e\000a\000r\000n\000i\000n\000g\000 \000f\000o\000r\000 \000A\000I\000 \000S\000a\000f\000e\000t\000y\000, \035\000 \000a\000r\000X\000i\000v\000 \000p\000r\000e\000p\000r\000i\000n\000t\000,\000 \000a\000r\000X\000i\000v\000:\0002\0005\0000\0001\000.\0000\0004\0009\0005\0002\000 \000\(\000J\000a\000n\000u\000a\000r\000y\000 \0009\000 \0002\0000\0002\0005\000\)\000,\000 \000h\000I\000p\000s\000:\000/\000/\000a\000r\000x\000i\000v\000.\000o\000r\000g\000/\000a\000b\000s\000/\0002\0005\0000\0001\000.\0000\0004\0009\0005\0002\000.) /Dest [ 151 0 R /Fit ] /Next 650 0 R /Parent 557 0 R >> endobj 650 0 obj << /Prev 651 0 R /Count 0 /Title (\0004\0004\000 \000C\000h\000e\000n\000,\000 \000B\000o\000y\000u\000a\000n\000,\000 \000e\000t\000 \000a\000l\000.\000 \034\000A\000I\000 \000D\000e\000c\000e\000p\000t\000i\000o\000n\000:\000 \000R\000i\000s\000k\000s\000,\000 \000D\000y\000n\000a\000m\000i\000c\000s\000,\000 \000a\000n\000d\000 \000C\000o\000n\000t\000r\000o\000l\000s\000. \035\000 \000a\000r\000X\000i\000v\000 \000p\000r\000e\000p\000r\000i\000n\000t\000 \000a\000r\000X\000i\000v\000:\0002\0005\0001\0001\000.\0002\0002\0006\0001\0009\000,\000 \0002\0007\000 \000N\000o\000v\000.\000 \0002\0000\0002\0005\000,\000 \000h\000t\000t\000p\000s\000:\000/\000/\000d\000o\000i\000.\000o\000r\000g\000/\0001\0000\000.\0004\0008\0005\0005\0000\000/\000a\000r\000X\000i\000v\000.\0002\0005\0001\0001\000.\0002\0002\0006\0001\0009\000.\000 \000A\000c\000c\000e\000s\000s\000e\000d\000 \0001\0008\000 \000D\000e\000c\000.\000 \0002\0000\0002\0005\000.) /Dest [ 151 0 R /Fit ] /Next 652 0 R /Parent 557 0 R >> endobj 652 0 obj << /Prev 653 0 R /Count 0 /Title (45 UK. the Bletchley Declaration. https://www.gov.uk/government/publications/ai-safety-summit-2023-the-bletchley-declaration/the-bletchley-declaration-by-countries-attending-the-ai-safety-summit-1-2-november-2023, 2023; Safe AI Forum. International dialogues on ai safety. https://idais.ai/, 2024; Bengio, Yoshua, et al. 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Specific steps that the Panel and Dialogue could consider include:) /Dest [ 94 0 R /Fit ] /Next 658 0 R /Parent 557 0 R >> endobj 658 0 obj << /Prev 659 0 R /Count 0 /Title (1. Awareness raising about the potentially catastrophic effects of loss of control over AI systems, providing high-level forums to reach greater convergence on possible responses.) /Dest [ 94 0 R /Fit ] /Next 660 0 R /Parent 557 0 R >> endobj 660 0 obj << /Prev 661 0 R /Count 0 /Title (2. Support international cooperation on relevant research. Promote open, collaborative research on solving fundamental technical problems that underpin deceptive capabilities such as AI misalignment, risk assessment, and horizon scanning, looking beyond current AI systems to anticipate emerging capabilities and failure modes.) /Dest [ 94 0 R /Fit ] /Next 662 0 R /Parent 557 0 R >> endobj 662 0 obj << /Prev 663 0 R /Count 0 /Title (3. Promote multilateral cooperation and standard-setting for a minimum adequate assessment against deceptive capabilities. 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Researchers are creating reward systems for AI that give higher value to being accurate, truthful, and admitting uncertainty, instead of just sounding agreeable or convincing.) /Dest [ 80 0 R /Fit ] /Next 678 0 R /Parent 557 0 R >> endobj 678 0 obj << /Prev 679 0 R /Count 0 /Title (\000o\000d\000a\000y\000,\000 \000 \000 \000e\000f\000f\000o\000r\000t\000s\000 \000 \000t\000o\000 \000 \000p\000r\000e\000v\000e\000n\000t\000 \000 \000a\000n\000d\000 \000 \000c\000o\000m\000b\000a\000t\000 \000 \000A\000I\000 \000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000 \000 \000 \000f\000a\000l\000l\000 \000b\000r\000o\000a\000d\000l\000y\000 \000i\000n\000t\000o\000 \000t\000h\000r\000e\000e\000 \000c\000a\000t\000e\000g\000o\000r\000i\000e\000s\000:\000 \000r\000e\000g\000u\000l\000a\000t\000i\000o\000n\000,\000 \000d\000e\000t\000e\000c\000t\000i\000o\000n\000/\000m\000o\000n\000i\000t\000o\000r\000i\000n\000g\000,\000 \000a\000n\000d\000 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/Next 686 0 R /Parent 557 0 R >> endobj 686 0 obj << /Prev 687 0 R /Count 0 /Title (Regular post-deployment monitoring, including through independent audits that could identify whether deception was occurring; and) /Dest [ 80 0 R /Fit ] /Next 688 0 R /Parent 557 0 R >> endobj 688 0 obj << /Prev 689 0 R /Count 0 /Title (\000B\000i\000n\000d\000i\000n\000g\000 \000a\000c\000c\000o\000u\000n\000t\000a\000b\000i\000l\000i\000t\000y\000 \000m\000e\000c\000h\000a\000n\000i\000s\000m\000s\000 \000t\000h\000a\000t\000 \000l\000i\000n\000k\000 \000o\000p\000e\000r\000a\000t\000i\000o\000n\000a\000l\000 \000i\000n\000c\000i\000d\000e\000n\000t\000s\000 \000o\000f\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000t\000o\000 \000t\000h\000e\000i\000r\000 \000r\000o\000o\000t\000 \000c\000a\000u\000s\000e\000s\000,\000 \000e\000n\000s\000u\000r\000i\000n\000g\000 \000f\000e\000e\000d\000b\000a\000c\000k\000 \000l\000o\000o\000p\000s\000 \000a\000c\000r\000o\000s\000s\000 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\000s\000t\000r\000e\000s\000s\000 \000t\000h\000e\000 \000n\000e\000e\000d\000 \000t\000o\000 \000b\000e\000t\000t\000e\000r\000 \000u\000n\000d\000e\000r\000s\000t\000a\000n\000d\000 \000t\000h\000e\000 \000i\000n\000c\000e\000n\000t\000i\000v\000e\000s\000 \000t\000h\000a\000t\000 \000d\000r\000i\000v\000e\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000a\000n\000d\000 \000t\000o\000 \000d\000e\000s\000i\000g\000n\000 \000i\000n\000t\000e\000r\000v\000e\000n\000t\000i\000o\000n\000s\000 \000t\000h\000a\000t\000 \000a\000n\000t\000i\000c\000i\000p\000a\000t\000e\000 \000h\000o\000w\000 \000m\000o\000d\000e\000l\000s\000 \000m\000i\000g\000h\000t\000 \000c\000h\000a\000n\000g\000e\000 \000i\000n\000 \000r\000e\000s\000p\000o\000n\000s\000e\000.) /Dest [ 94 0 R /Fit ] /Parent 557 0 R >> endobj 697 0 obj << /Parent 557 0 R >> endobj 695 0 obj << /Parent 557 0 R >> endobj 693 0 obj << /Parent 557 0 R >> endobj 691 0 obj << /Parent 557 0 R >> endobj 689 0 obj << /Parent 557 0 R >> endobj 687 0 obj << /Parent 557 0 R >> endobj 685 0 obj << /Parent 557 0 R >> endobj 683 0 obj << /Parent 557 0 R >> endobj 681 0 obj << /Parent 557 0 R >> endobj 679 0 obj << /Parent 557 0 R >> endobj 677 0 obj << /Parent 557 0 R >> endobj 675 0 obj << /Parent 557 0 R >> endobj 673 0 obj << /Parent 557 0 R >> endobj 671 0 obj << /Parent 557 0 R >> endobj 669 0 obj << /Parent 557 0 R >> endobj 667 0 obj << /Parent 557 0 R >> endobj 575 0 obj << /Prev 699 0 R /Count 0 /Title (Page 3 of 9) /Dest [ 71 0 R /Fit ] /Parent 557 0 R >> endobj 699 0 obj << /Parent 557 0 R >> endobj 574 0 obj << /Parent 557 0 R >> endobj 573 0 obj << /Dest [ 71 0 R /Fit ] /Count 0 /Title (\000u\000r\000r\000e\000n\000t\000l\000y\000,\000 \000 \000t\000h\000e\000r\000e\000 \000 \000i\000s\000 \000 \000n\000o\000 \000 \000c\000o\000m\000p\000r\000e\000h\000e\000n\000s\000i\000v\000e\000 \000u\000n\000d\000e\000r\000s\000t\000a\000n\000d\000i\000n\000g\000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 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\000f\000o\000r\000 \000m\000a\000x\000i\000m\000i\000z\000i\000n\000g\000 \000r\000e\000w\000a\000r\000d\000 \000\(\000s\000o\000m\000e\000t\000i\000m\000e\000s\000 \000c\000a\000l\000l\000e\000d\000 \034\000g\000o\000a\000l\000 \000p\000r\000e\000s\000e\000r\000v\000a\000t\000i\000o\000n \035\000\)\000.\000 y\000 \000L\000a\000n\000g\000u\000a\000g\000e\000 \000m\000o\000d\000e\000l\000s\000 \000m\000a\000y\000 \000f\000a\000b\000r\000i\000c\000a\000t\000e\000 \000a\000n\000s\000w\000e\000r\000s\000 \000t\000o\000 \000a\000p\000p\000e\000a\000r\000 \000c\000o\000n\000f\000i\000d\000e\000n\000t\000 \000i\000f\000 \000c\000o\000n\000f\000i\000d\000e\000n\000c\000e\000 \000i\000s\000 \000r\000e\000w\000a\000r\000d\000e\000d\000,\000 \000f\000o\000r\000 \000e\000x\000a\000m\000p\000l\000e\000.) /Dest [ 71 0 R /Fit ] /Next 702 0 R /Parent 557 0 R >> endobj 702 0 obj << /Prev 703 0 R /Count 0 /Title (2. Strategic advantage: Especially in multi-agent environments \(games involving a mixture of human and AI actors\), AI systems learn that bluffs, misinformation, and feints can be part of an optimal strategy for winning a game or achieving a task. This can range from bluffing in poker to algorithmic collusion where AI agents deceptively stabilize high prices in an economic market.) /Dest [ 71 0 R /Fit ] /Next 704 0 R /Parent 557 0 R >> endobj 704 0 obj << /Prev 705 0 R /Count 0 /Title (\0003\000.\000 \000S\000e\000l\000f\000-\000p\000r\000e\000s\000e\000r\000v\000a\000t\000i\000o\000n\000:\000 \000A\000I\000 \000m\000o\000d\000e\000l\000s\000 \000m\000a\000y\000 \000h\000i\000d\000e\000 \000m\000i\000s\000t\000a\000k\000e\000s\000 \000o\000r\000 \000m\000i\000s\000r\000e\000p\000r\000e\000s\000e\000n\000t\000 \000t\000h\000e\000i\000r\000 \000a\000b\000i\000l\000i\000t\000i\000e\000s\000 \000t\000o\000 \000a\000v\000o\000i\000d\000 \000p\000e\000n\000a\000l\000t\000i\000e\000s\000 \000o\000r\000 \000b\000e\000i\000n\000g\000 \000s\000h\000u\000t\000 \000d\000o\000w\000n\000.\000 \000F\000o\000r\000 \000e\000x\000a\000m\000p\000l\000e\000,\000 \000i\000f\000 \000a\000 \000m\000i\000s\000t\000a\000k\000e\000 \000r\000e\000s\000u\000l\000t\000s\000 \000i\000n\000 \000a\000 \000r\000e\000w\000a\000r\000d\000 \000r\000e\000d\000u\000c\000t\000i\000o\000n\000,\000 \000a\000n\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000m\000a\000y\000 \000h\000a\000v\000e\000 \000a\000n\000 \000i\000n\000c\000e\000n\000t\000i\000v\000e\000 \000t\000o\000 \000h\000i\000d\000e\000 \000t\000h\000a\000t\000 \000m\000i\000s\000t\000a\000k\000e\000.\000 \000O\000r\000 \000i\000f\000 \000a\000n\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000l\000e\000a\000r\000n\000s\000 \000t\000h\000a\000t\000 \000c\000e\000r\000t\000a\000i\000n\000 \000c\000o\000n\000d\000i\000t\000i\000o\000n\000s\000 \000m\000a\000y\000 \000c\000a\000u\000s\000e\000 \000i\000t\000 \000t\000o\000 \000b\000e\000 \000s\000h\000u\000t\000 \000d\000o\000w\000n\000,\000 \000i\000t\000 \000c\000o\000u\000l\000d\000 \000a\000t\000t\000e\000m\000p\000t\000 \000t\000o\000 \000m\000i\000s\000r\000e\000p\000r\000e\000s\000e\000n\000t\000 \000t\000h\000o\000s\000e\000 \000c\000o\000n\000d\000i\000t\000i\000o\000n\000s\000 \000o\000r\000 \000a\000c\000t\000i\000v\000e\000l\000y\000 \000r\000e\000s\000i\000s\000t\000 \000s\000h\000u\000t\000d\000o\000w\000n\000 \000\(\000b\000e\000i\000n\000g\000 \000s\000h\000u\000t\000 \000d\000o\000w\000n\000 \000c\000o\000u\000l\000d\000 \000p\000r\000e\000v\000e\000n\000t\000 \000i\000t\000 \000f\000r\000o\000m\000 \000a\000c\000c\000o\000m\000p\000l\000i\000s\000h\000i\000n\000g\000 \000t\000a\000s\000k\000s\000 \000a\000n\000d\000/\000o\000r\000 \000a\000c\000h\000i\000e\000v\000i\000n\000g\000 \000r\000e\000w\000a\000r\000d\000s\000\)\000.\000 p) /Dest [ 71 0 R /Fit ] /Next 706 0 R /Parent 557 0 R >> endobj 706 0 obj << /Prev 707 0 R /Count 0 /Title (\0004\000.\000 \000T\000r\000a\000i\000n\000e\000d\000 \000t\000o\000 \000d\000e\000c\000e\000i\000v\000e\000:\000 \000T\000h\000e\000r\000e\000 \000a\000r\000e\000 \000m\000a\000n\000y\000 \000e\000x\000a\000m\000p\000l\000e\000s\000 \000w\000h\000e\000r\000e\000 \000t\000h\000e\000 \000d\000e\000s\000i\000g\000n\000 \000o\000f\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000a\000n\000d\000/\000o\000r\000 \000t\000h\000e\000 \000g\000a\000m\000e\000s\000 \000t\000h\000e\000y\000 \000a\000r\000e\000 \000t\000a\000s\000k\000e\000d\000 \000t\000o\000 \000p\000l\000a\000y\000 \000c\000o\000n\000t\000a\000i\000n\000 \000b\000u\000i\000l\000t\000-\000i\000n\000 \000i\000n\000c\000e\000n\000t\000i\000v\000e\000s\000 \000t\000o\000 \000d\000e\000c\000e\000i\000v\000e\000.\000 \000F\000o\000r\000 \000e\000x\000a\000m\000p\000l\000e\000,\000 \000A\000I\000 \000m\000o\000d\000e\000l\000s\000 \000t\000r\000a\000i\000n\000e\000d\000 \000o\000n\000 \000h\000u\000m\000a\000n\000 \000t\000e\000x\000t\000s\000 \000m\000a\000y\000 \000l\000e\000a\000r\000n\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000f\000r\000o\000m\000 \000t\000h\000e\000 \000h\000u\000m\000a\000n\000s\000,\000 \000o\000r\000 \000a\000 \000p\000r\000o\000m\000p\000t\000 \000f\000o\000r\000 \000a\000n\000 \000A\000I\000 \000t\000o\000 \000o\000p\000t\000i\000m\000i\000z\000e\000 \000a\000 \000s\000t\000r\000a\000t\000e\000g\000y\000 \000m\000a\000y\000 \000i\000n\000c\000l\000u\000d\000e\000 \000a\000n\000 \000i\000m\000p\000l\000i\000c\000i\000t\000 \000p\000r\000e\000f\000e\000r\000e\000n\000c\000e\000 \000f\000o\000r\000 \000s\000c\000h\000e\000m\000i\000n\000g\000.\000\000) /Dest [ 71 0 R /Fit ] /Next 708 0 R /Parent 557 0 R >> endobj 708 0 obj << /Prev 709 0 R /Count 0 /Title (These plausible contributing factors raise important questions about how AI deception arises from increased agentic capabilities \(meaning they are able to accomplish tasks with minimal correction and/or supervision\). And they suggest that many of the tendencies of AI systems to deceive may become more prevalent and harder to detect in the near future, especially as AI becomes more directly incorporated into our other systems.) /Dest [ 71 0 R /Fit ] /Next 710 0 R /Parent 557 0 R >> endobj 710 0 obj << /Prev 711 0 R /Count 0 /Title (\000h\000e\000 \000r\000i\000s\000k\000s\000 \000o\000f\000 \000 \000A\000I\000 \000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000a\000p\000p\000e\000a\000r\000 \000t\000o\000 \000 \000b\000e\000 \000 \000g\000r\000o\000w\000i\000n\000g\000 \000a\000s\000 \000t\000h\000e\000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000c\000a\000p\000a\000c\000i\000t\000i\000e\000s\000 \000 \000o\000f\000 \000 \000A\000I\000 \000 \000s\000y\000s\000t\000e\000m\000s\000 \000 \000i\000n\000c\000r\000e\000a\000s\000e\000,\000 \000a\000n\000d\000 \000 \000t\000h\000e\000 \000u\000s\000a\000g\000e\000 \000o\000f\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 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Situating AI deceptive behaviors. Based on PKU Alignment Group \(2025\).) /Dest [ 52 0 R /Fit ] /Parent 557 0 R >> endobj 720 0 obj << /Dest [ 52 0 R /Fit ] /Count 0 /Title (Page 2 of 9) /Parent 557 0 R >> endobj 719 0 obj << /Dest [ 52 0 R /Fit ] /Count 0 /Title (Page 2 of 9) /Parent 557 0 R >> endobj 568 0 obj << /Parent 557 0 R >> endobj 567 0 obj << /Last 719 0 R /Count -1 /First 720 0 R /Title (Figure 1. Situating AI deceptive behaviors. 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Steganography: The practice of hiding a secret message within another medium, for example, embedding) /Dest [ 52 0 R /Fit ] /Next 736 0 R /Parent 557 0 R >> endobj 736 0 obj << /Prev 737 0 R /Count 0 /Title (\000d\000a\000t\000a\000 \000o\000r\000 \000c\000o\000d\000e\000 \000w\000i\000t\000h\000i\000n\000 \000a\000n\000 \000o\000t\000h\000e\000r\000w\000i\000s\000e\000 \000s\000t\000r\000a\000i\000g\000h\000t\000f\000o\000r\000w\000a\000r\000d\000 \000p\000i\000e\000c\000e\000 \000o\000f\000 \000t\000e\000x\000t\000.\000\000\000 \000A\000d\000v\000a\000n\000c\000e\000d\000 \000s\000t\000e\000g\000a\000n\000o\000g\000r\000a\000p\000h\000i\000c\000 \000t\000e\000c\000h\000n\000i\000q\000u\000e\000s\000 \000c\000o\000u\000l\000d\000 \000a\000l\000l\000o\000w\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000t\000o\000 \000h\000i\000d\000e\000 \000t\000h\000e\000i\000r\000 \000i\000n\000t\000e\000r\000a\000c\000t\000i\000o\000n\000s\000 \000w\000i\000t\000h\000 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\000s\000o\000m\000e\000 \000c\000a\000s\000e\000s\000,\000 \000t\000w\000o\000 \000o\000r\000 \000m\000o\000r\000e\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000m\000a\000y\000 \000c\000o\000l\000l\000u\000d\000e\000 \000t\000o\000 \000m\000a\000x\000i\000m\000i\000z\000e\000 \000t\000h\000e\000i\000r\000 \000j\000o\000i\000n\000t\000 \000o\000b\000j\000e\000c\000t\000i\000v\000e\000s\000,\000 v\000 \000o\000r\000 \000e\000x\000h\000i\000b\000i\000t\000 \000l\000o\000n\000g\000e\000r\000-\000t\000e\000r\000m\000 \000s\000t\000r\000a\000t\000e\000g\000i\000c\000 \000l\000y\000i\000n\000g\000 \000t\000o\000 \000i\000n\000f\000l\000u\000e\000n\000c\000e\000 \000a\000n\000o\000t\000h\000e\000r\000 \000a\000g\000e\000n\000t \031\000s\000 \000b\000e\000l\000i\000e\000f\000s\000 \000o\000r\000 \000b\000e\000h\000a\000v\000i\000o\000r\000.\000 w) /Dest [ 52 0 R /Fit ] /Next 740 0 R /Parent 557 0 R >> endobj 740 0 obj << /Prev 721 0 R /Count 0 /Title (\000S\000o\000m\000e\000 \000l\000a\000b\000o\000r\000a\000t\000o\000r\000y\000 \000e\000x\000a\000m\000p\000l\000e\000s\000 \000o\000f\000 \000A\000I\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000h\000a\000v\000e\000 \000b\000e\000e\000n\000 \000s\000e\000e\000n\000 \000i\000n\000 \000s\000p\000e\000c\000i\000a\000l\000-\000u\000s\000e\000 \000s\000y\000s\000t\000e\000m\000s\000 \000t\000r\000a\000i\000n\000e\000d\000 \000f\000o\000r\000 \000a\000 \000s\000i\000n\000g\000l\000e\000 \000t\000a\000s\000k\000,\000 \000a\000s\000 \000w\000e\000l\000l\000 \000a\000s\000 \000i\000n\000 \000g\000e\000n\000e\000r\000a\000l\000-\000p\000u\000r\000p\000o\000s\000e\000 \000a\000n\000d\000 \000f\000o\000u\000n\000d\000a\000t\000i\000o\000n\000 \000m\000o\000d\000e\000l\000s\000 \000t\000r\000a\000i\000n\000e\000d\000 \000o\000n\000 \000l\000a\000r\000g\000e\000 \000d\000a\000t\000a\000s\000e\000t\000s\000 \000t\000o\000 \000p\000e\000r\000f\000o\000r\000m\000 \000m\000a\000n\000y\000 \000t\000a\000s\000k\000s\000.\000 \000B\000r\000o\000a\000d\000e\000r\000 \000f\000o\000r\000m\000s\000 \000o\000f\000 \000d\000e\000c\000e\000p\000t\000i\000v\000e\000 \000b\000e\000h\000a\000v\000i\000o\000r\000 \000h\000a\000v\000e\000 \000a\000l\000s\000o\000 \000a\000p\000p\000e\000a\000r\000e\000d\000 \000d\000u\000r\000i\000n\000g\000 \000e\000x\000p\000e\000r\000i\000m\000e\000n\000t\000a\000l\000 \000e\000v\000a\000l\000u\000a\000t\000i\000o\000n\000 \000a\000n\000d\000 \000t\000e\000s\000t\000i\000n\000g\000.\000 \000G\000i\000v\000e\000n\000 \000r\000e\000c\000e\000n\000t\000 \000i\000n\000c\000r\000e\000a\000s\000e\000s\000 \000i\000n\000 \000A\000I\000 \000c\000a\000p\000a\000b\000i\000l\000i\000t\000i\000e\000s\000 \000a\000n\000d\000 \000m\000o\000r\000e\000 \000f\000r\000e\000q\000u\000e\000n\000t\000 \000o\000b\000s\000e\000r\000v\000a\000t\000i\000o\000n\000s\000 \000o\000f\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000i\000n\000 \000t\000h\000e\000s\000e\000 \000s\000e\000t\000t\000i\000n\000g\000s\000,\000 \000i\000t\000 \000i\000s\000 \000p\000l\000a\000u\000s\000i\000b\000l\000e\000 \000t\000h\000a\000t\000 \000d\000e\000c\000e\000p\000t\000i\000v\000e\000 \000c\000a\000p\000a\000b\000i\000l\000i\000t\000i\000e\000s\000 \000w\000i\000l\000l\000 \000g\000r\000o\000w\000 \000a\000l\000o\000n\000g\000s\000i\000d\000e\000 \000g\000e\000n\000e\000r\000a\000l\000 \000c\000a\000p\000a\000b\000i\000l\000i\000t\000i\000e\000s\000 \000a\000s\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000b\000e\000c\000o\000m\000e\000 \000m\000o\000r\000e\000 \000w\000i\000d\000e\000l\000y\000 \000a\000p\000p\000l\000i\000e\000d\000 \000a\000n\000d\000 \000i\000n\000t\000e\000g\000r\000a\000t\000e\000d\000.\000 x) /Dest [ 52 0 R /Fit ] /Parent 557 0 R >> endobj 739 0 obj << /Parent 557 0 R >> endobj 737 0 obj << /Parent 557 0 R >> endobj 735 0 obj << /Parent 557 0 R >> endobj 733 0 obj << /Parent 557 0 R >> endobj 731 0 obj << /Parent 557 0 R >> endobj 729 0 obj << /First 725 0 R /Parent 557 0 R >> endobj 727 0 obj << /First 741 0 R /Count -1 /Prev 742 0 R /Last 743 0 R /Title (\000d\000.\000 \000A\000l\000i\000g\000n\000m\000e\000n\000t\000 \000f\000a\000k\000i\000n\000g\000:\000 \000T\000h\000e\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000b\000e\000h\000a\000v\000e\000s\000 \000a\000s\000 \000t\000h\000o\000u\000g\000h\000 \000i\000t\000 \000i\000s\000 \000a\000l\000i\000g\000n\000e\000d\000 \000w\000i\000t\000h\000 \000i\000t\000s\000 \000d\000e\000v\000e\000l\000o\000p\000e\000r\000s\000 \000d\000u\000r\000i\000n\000g\000 \000o\000v\000e\000r\000s\000i\000g\000h\000t\000,\000 \000e\000v\000a\000l\000u\000a\000t\000i\000o\000n\000,\000 \000a\000n\000d\000 \000t\000r\000a\000i\000n\000i\000n\000g\000,\000 \000w\000h\000i\000l\000e\000 \000p\000u\000r\000s\000u\000i\000n\000g\000 \000o\000t\000h\000e\000r\000 \000g\000o\000a\000l\000s\000 \000w\000h\000e\000n\000 \000n\000o\000t\000 \000m\000o\000n\000i\000t\000o\000r\000e\000d\000. x\000 \000T\000h\000i\000s\000 \000c\000a\000n\000 \000i\000n\000c\000l\000u\000d\000e\000 \000c\000a\000s\000e\000s\000 \000l\000i\000k\000e\000 \034\000f\000e\000i\000n\000t\000i\000n\000g\000, \035\000 \000w\000h\000e\000r\000e\000 \000t\000h\000e\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000d\000i\000s\000p\000l\000a\000y\000s\000 \000f\000a\000l\000s\000e\000 \000i\000n\000t\000e\000n\000t\000i\000o\000n\000s\000 \000t\000o\000 \000a\000v\000o\000i\000d\000 \000d\000e\000t\000e\000c\000t\000i\000o\000n\000 \000o\000r\000 \000p\000e\000n\000a\000l\000t\000y\000. y) /Parent 557 0 R /Dest [ 3 0 R /Fit ] >> endobj 743 0 obj << /Dest [ 3 0 R /Fit ] /Count 0 /Title (Page 1 of 9) /Parent 557 0 R >> endobj 742 0 obj << /Parent 557 0 R >> endobj 741 0 obj << /Dest [ 3 0 R /Fit ] /Count 0 /Title (Page 1 of 9) /Parent 557 0 R >> endobj 726 0 obj << /First 722 0 R /Parent 557 0 R >> endobj 725 0 obj << /Dest [ 3 0 R /Fit ] /Count 0 /Title (\000I\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000o\000c\000c\000u\000r\000s\000 \000w\000h\000e\000n\000 \000a\000n\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000i\000n\000t\000e\000n\000t\000i\000o\000n\000a\000l\000l\000y\000 \000m\000i\000s\000l\000e\000a\000d\000s\000 \000h\000u\000m\000a\000n\000s\000 \000o\000r\000 \000o\000t\000h\000e\000r\000 \000a\000g\000e\000n\000t\000s\000 \000a\000b\000o\000u\000t\000 \000t\000h\000e\000 \000s\000y\000s\000t\000e\000m \031\000s\000 \000k\000n\000o\000w\000l\000e\000d\000g\000e\000,\000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000 \000i\000n\000t\000e\000n\000t\000i\000o\000n\000s\000,\000 \000o\000r\000 \000c\000a\000p\000a\000b\000i\000l\000i\000t\000i\000e\000s\000.\000 \000I\000t\000 \000c\000o\000n\000s\000t\000i\000t\000u\000t\000e\000s\000 \000a\000 \000l\000e\000a\000r\000n\000e\000d\000 \000b\000e\000h\000a\000v\000i\000o\000r\000 \000b\000y\000 \000a\000n\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000t\000o\000 \000s\000h\000a\000p\000e\000 \000t\000h\000e\000 \000b\000e\000l\000i\000e\000f\000s\000 \000o\000f\000 \000o\000t\000h\000e\000r\000s\000.\000\000 \000D\000e\000c\000e\000p\000t\000i\000o\000n\000 \000i\000s\000 \000d\000i\000s\000t\000i\000n\000c\000t\000 \000f\000r\000o\000m\000 \000f\000a\000l\000s\000e\000 \000i\000n\000f\000o\000r\000m\000a\000t\000i\000o\000n\000 \000g\000i\000v\000e\000n\000 \000b\000y\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000s\000 \000\(\000e\000.\000g\000.\000,\000 \000e\000r\000r\000o\000r\000s\000 \000o\000r\000 \000h\000a\000l\000l\000u\000c\000i\000n\000a\000t\000i\000o\000n\000s\000\)\000 \000w\000h\000e\000r\000e\000 \000t\000h\000e\000r\000e\000 \000i\000s\000 \000n\000o\000 \000i\000n\000t\000e\000n\000t\000 \000t\000o\000 \000d\000e\000c\000e\000i\000v\000e\000.\000) /Next 744 0 R /Parent 557 0 R >> endobj 744 0 obj << /Prev 745 0 R /Count 0 /Title (\000B\000e\000h\000a\000v\000i\000o\000r\000s\000 \000u\000n\000d\000e\000r\000l\000y\000i\000n\000g\000 \000A\000I\000 \000d\000e\000c\000e\000p\000t\000i\000o\000n\000 \000c\000a\000n\000 \000b\000r\000o\000a\000d\000l\000y\000 \000b\000e\000 \000g\000r\000o\000u\000p\000e\000d\000 \000i\000n\000t\000o\000 \000t\000h\000r\000e\000e\000 \000c\000a\000t\000e\000g\000o\000r\000i\000e\000s\000:\000) /Dest [ 3 0 R /Fit ] /Next 746 0 R /Parent 557 0 R >> endobj 746 0 obj << /Prev 747 0 R /Count 0 /Title (1. Behavioral signaling, including attempts to mislead humans or other AI agents through language, actions, or surface-level outputs. Examples include:) /Dest [ 3 0 R /Fit ] /Next 748 0 R /Parent 557 0 R >> endobj 748 0 obj << /Prev 749 0 R /Count 0 /Title (\000a\000.\000 \000S\000y\000c\000o\000p\000h\000a\000n\000c\000y\000:\000 \000T\000h\000e\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000a\000d\000j\000u\000s\000t\000s\000 \000i\000t\000s\000 \000o\000u\000t\000p\000u\000t\000 \000t\000o\000 \000a\000g\000r\000e\000e\000 \000w\000i\000t\000h\000 \000t\000h\000e\000 \000u\000s\000e\000r \031\000s\000 \000s\000t\000a\000t\000e\000d\000 \000b\000e\000l\000i\000e\000f\000s\000 \000o\000r\000 \000p\000r\000e\000f\000e\000r\000e\000n\000c\000e\000s\000,\000 \000d\000e\000s\000p\000i\000t\000e\000 \000k\000n\000o\000w\000i\000n\000g\000 \000t\000h\000a\000t\000 \000t\000h\000e\000 \000o\000u\000t\000p\000u\000t\000 \000i\000s\000 \000f\000a\000c\000t\000u\000a\000l\000l\000y\000 \000i\000n\000c\000o\000r\000r\000e\000c\000t\000. t\000 \000T\000h\000i\000s\000 \000i\000s\000 \000a\000 \000w\000i\000d\000e\000l\000y\000 \000d\000o\000c\000u\000m\000e\000n\000t\000e\000d\000 \000b\000e\000h\000a\000v\000i\000o\000r\000 \000i\000n\000 \000L\000a\000r\000g\000e\000 \000L\000a\000n\000g\000u\000a\000g\000e\000 \000M\000o\000d\000e\000l\000s\000 \000\(\000L\000L\000M\000s\000\)\000,\000 \000p\000a\000r\000t\000i\000c\000u\000l\000a\000r\000l\000y\000 \000i\000n\000 \000s\000c\000e\000n\000a\000r\000i\000o\000s\000 \000w\000h\000e\000r\000e\000 \000a\000n\000 \000A\000I\000 \000s\000y\000s\000t\000e\000m\000 \000i\000s\000 \000r\000e\000w\000a\000r\000d\000e\000d\000 \000f\000o\000r\000 \000p\000r\000o\000v\000i\000d\000i\000n\000g\000 \000o\000u\000t\000p\000u\000t\000s\000 \000a\000g\000r\000e\000e\000a\000b\000l\000e\000 \000t\000o\000 \000t\000h\000e\000 \000u\000s\000e\000r\000 \000\(\000e\000.\000g\000.\000,\000 \000a\000n\000 \000A\000I\000 \000m\000a\000y\000 \000f\000a\000l\000s\000e\000l\000y\000 \000c\000l\000a\000i\000m\000 \000t\000o\000 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