{"approach": "224-32-3 ReLU MLP (two Gemm layers, float32, 7,299 parameters), trained from random init (seed 1) by antithetic evolution strategies (24 pairs, sigma 0.05, Adam lr 0.01, fitness = board score + 0.03 x hit difference, centered ranks) in a Rust harness over the repo's own run_match with random spawns. Curriculum: stage 1 = the four built-ins, gate 95% wins on held-out seeds. Only stage 1 was trained: this machine gave one effective CPU core (~8 matches/s against the current rule, about 60/s against Starter), so the 95% gate was never reached and the model never moved on to Starter, the current rule or exploiter stages. It is much weaker than the current entry and should not be uploaded.", "blocked": null, "current_vs_starter": 0.993, "records": {"starter": {"matches": 3000, "score": 0.238}, "builtins": {"matches": 800, "score": 0.691875}, "current": {"matches": 1000, "wins": 1, "losses": 999, "draws": 0, "score": 0.001}, "exploiter": {"matches": 500, "score": 0.5, "how": "ES fine-tune (same settings, 8 matches per candidate) of a copy of the final model against the frozen final model, stopped after 200 s (about 20 generations) because of the single-core limit, not the 10 minutes the brief asks for. It only drew 500 of 500, so it is a weak exploiter. The current rule is a stronger opponent: it beats this model 999 of 1000."}}, "entry": 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DPlHva751Qma8sni1PdKZAD7BbTE+mkhOPpiLlL7iISu+FGu8vipcEr648Ey+Jc5UPgxpVzsy/FI+qUa+vGLoo70VoqW9qjKqPY3sMjzBxJA9KOMZvlvSBL2N0/099pNBvoQt+71i3f+8ffI6vqMTED4wCzS+iOtSPhiAMT5uE6c+nORyvlEC/L6z01Q+5fZRvl9qnr0lWn69dnaQPqut+D6SFME+7Ex+vXkJJr6sAzW8FTVvvfs0oj7TVGM8nmtUvRP+Rz4mEjO+R1Q6vnBgpz3XSks+BJ86vcDX87pWpqy+lsE0vvO4ej1bMEu+Afy8vXZX4j6V3OO9mksZPUVoVj4eLBo+a1qePbFyYb4h68e+XVMCPuYbVbzSKwK9mMwvviWtEj4/+GA+O6orvS4TPD5Iow2+q9uGvkrWEz49byI+SE5oOltGW75MDIk++heLvtMvnL786pM+6OeQvWpx97wIZPs8PRT3PKeNs73XnU++CY+SvHPgTT6oyqC+aPwbvrAxYT7YSQW+XUZDvtCOwL2NYL6+SWfCPeey07zmNzg+DhhFPj4vST5N2Se+alxmvSJ2jz64CMG9PeGjviExgz4aGo67mfxmvd9yZD5DcM69uK9gvRMPxb4hBpQ+3yekvdKqhL1R5aM+bOcUvVNWwL3Cn7e+jwVkPVtrGr38zQq+xtIAvkZwsb2DMHU8gVJ1Pr00hz54Qyy8JIZ5viV/0r38iRg+/0LuvGdFhjy4dDM9YZWlPnejuD3mjrQ9akQFPWJ6Az5n0Lm+mhkrPgjxKz7pvrK9KU1svki5a749c/O9NhsDPolXVz5aP5G+UE8hPSCyXD7c6yC9glpWPhCF2j2YCE4+vYERPeccjL5v0Es+tNqpvjzxCz44DJi+HcfvPIGEdT6CIr28xoi6vFDvYz6M7Py+lv2Tvq9u3rxVEdA9c+xuvq6U3725sns+JuFvvmEGbD6vKW68Nu+gvVmD0D172Ue95JSEvsW/nL0x5+a8/Dw3PuAL/z6Kns28a2XfvSe+7L3KfUk+GEX+vGPiHr6uJBC+i1nEvVxvMT3YTcq9mP1QPa0NLj31JU4+9mY8vVx6xT2aU4k+Gm4kvgp6uT73NHK9od7dvY3wUz5nMKU+Ia7zPS6K2r1FRVo+nFWrPaRULL4qele9EBViPmkrgb38gkQ9gOxRvnaV4TsGDvS7s7FHvcYH2T4GrIu99K9SvkzB4b1nI94+Uhr+vsaGsL3wWsi+DqCZPLMAS773ecY9R3hwvi/KbL2lO3I+QlGSPsoBhb3iDpO9Z3OovRegQz4Yf4i9j084PqLv/r3cFC0+Lj8EvnW61zzThny+Z9lKPZGzTT2m9L4+qqqnvV7/2729LjC+DF0uPhMWJj0DDos94EHtvfBUV71r/Bs8kcxHvgLrtb6bIoA+Fz5DvoI9Jz0lU6y9ydFQPsSfCL5KHnQ+uPOivvDu/jgX19q9WccLv9IFmDwZDCO+RtdFPo/4Qb3z6p09+QK2viEpCb6aOSE9KNlCPidv1j1D1xG9kdtVPquLEj6meBe+9SVJPrKxmT58M3w+Hr01PBastD5gCTy+RWsyvvMQi7y+v98+Yq8ev4zEZD4e3LA+7vSAPDDIkD32lju8I1kGvmBvpzysO0++lLVqviBMhL5fgb89BR50vgbIq7q4S1m9mjBzPpyWaz2ebGg9hlPzvMf0qz2cV5W+7E07vlInS7520kK+v0GhvnoYHb2si5+9gX6yvPyIJb0IanW+xeKsPinxQT0vnda+dPiaveZ/Q778Z6A+Xi6UvjDToT2AjF8+CVk7vbPWhz1gIDI+QKHku2zPKj1aB9+9032vPQZSrrxIj28+q5ervufD1DxyzQu+ZUeKPpXr9zwLX6e+ouTZPkIKLj7njKw8mE4lvglr3j19/xA+XVqHPuw0Jb54RW++DWhlPLQNOT2VC/m9B2XePgq5yj7iw0O9xgClPXdCqz7/aII9RHEcu/wfGz7fSt29DDTpvGQlG75UzcW9iuQyPoOwCT7bbW4+VYPkvKTERb4oFd29SF4yPqYpq74nsJa+sa7BPYQFPT5gRlU+Hg7zvHCyHT9yxzw+YQRMPvwC0z3rhko+95cSvkBkej3GVCU+XQeSPm+mCr6RoMI8h1wLvbkygj6PPio+cEBFvqBbgT6Q67o+w+R+PcDYXr1AkoS+TMasvhktBT4X/+m7FwxivX8cXr4ZB8G86vhTO9ZJsb1gAXa+aW/ova993D2ir5s9SMyHvaz7Qb5dkvE9G/otPkVHnz2IMUG+ljWWPuNm4bxQYpO+kgGQPsYy9bxLoR++9DHzvNlxszyka4W9PCyBvsShOb5SQP09L04ovZOXCL7FNBK+5+0JPvD9dD4ZxLa+lI1UPc80kD18cLg9IN/vujyBuL5QhMC9hPhxvpcR+T3VuIa9eH1jvWDeVz44t0++4/AovnuZVj4KZ/48Z9FAPpxx+706cYS+WqwePbTgDT7d532+PeWrPqHqWzuG0gk+W19Yvcjoc73i5Mk9L93Yvcr5or1Wl2y+jalYvWw/w715cG8+/gsFPrG1Ij7gLL89xjkqvsNi8D1p+nY+P4uhvHiLwr76S5W8A2+SPa2JXL4VhFi+n4uwPbVoTz5p70a9rs1KvsT0Fb6FvMQ+IBd2vvbGnz37KfC9guicvZG0K76th/G97J1ZPiaMfT3CRrG9iJS/PjHw5r6BASu+Rl+JPjuho756IU29cqL3vLk/wT3oQXI9aqSoPZiaFz5FlAs97TMcvnd2973fgsa8ccliPkJCr71xWOG9MP29PFzpXz62Eyy+6BV1vDOYEL6T66i98j/BPRi6BD52cwE903a+vqvSnDy7aMc859A+vqQNdr4Y+OE8z1AOPQ94rb5mXDS99hsBvlrdwb2eQlO+uQ9dPtuJHL6cSA2+kB8VvZNh6b0XLe29b9+pvfG8Sr3XWTs+c06kvcRnAz78dWI+iTctPjjIYD1IxRo9vZ5lvVwTOz4178E7Q6ZvvaOCkT6kW7U8SpWLvYE2hrz/K3M9btFmPfXzCL5eWJ09GMXkPIcwWL2QK6g+6cGPvHZIQbwueZq+LhVQvrtRhb6IMBa+qIIqPadaFj4gqns9tGuMPeFpHb3k2z++hZIOvlfwwb2Wnim+7FW5Ps87BL7+1c07RKRzPkE4UT7dlnI+kKmyPm0waz4LLao85+QHvmYYET1mTBS9MnelPl6YsjyAILW9FCmivjAmxD1ijUg99K+0veSiIL6Hw/U94fGmPrXFrj77uma+HOf2PSu/tTw0grc+0BAqPtXDIj0a0l++TZ4aPZcRWT5EJ6U9TP2HPt15gD65yXM+Sq3DvsewBD5krya+xxEOvlmcAr5oN8Y9/CijvviBhr6SOiW+1HM0PaAZvT24YRk+h7qAPhjJAz6itZC9V+mYPjINtb5z0Bq8ZCFYu1fUtr2sbs69546DvSrN+71oY30+Hiw2Pv8ClDxkWja8XUBxPloKAD5cp3w+xV0KPvnqyj0syRo+uK5RvozgVD3SHxY+gAd2vWckRb3UHWi9Hl+kvrhSm7yAxAq+Sw7CPKnYsL3dtDE+c0MZPl4c2z7Zb2s9V1UFvsMQrDsji72+UnIiOmuq5r05jVE+z4SrPAKWsT1DpXa+W8naPG0jKr7J2Kc8djCbvrwxnb5DSHO+PmBvvn5DSD77ib69unjgvZVGPj7kKCI9QaviPRkWUz4cG76+A4TvvXL0hz2kUh49Sz3+PaalLD7gSA++xADuPaZvRD0eJ469ZMC4vlySDr9/Z4q9UczhvaMvuz3oFtM9UyDKPRJsHLxPoG0+ng0Bv9wAmD6g64g+4XEDPliNDT76fBM+wL44Ph4k8j2y3Dk+4xAQPQgoaT5+zeG9LU3GPbL4UL5KRqu9/Xz0PZpQB74KVyC+WSOqvS3l8r4tBXC+j9ksvdANAr4Ioq+9ysQyvvdF0L1TJfA9tEFIvtGhGz5MHSM+3i8AvhFhCr68i/M8N6UzPXrARj7j8xA8NcKCPs+17T0MiL+9AzBnPXcJTj5J/4I9JIpqvVhD7rwOza++Tjg3vA96Er4TBhA+FeAZPiIp2Dxj3xU9lqwAPoRykDoD4sa9DUnBvDxhnD2M5tQ7axO2vHtJtj0aZoK8+9muvld9LT6JymS99l4zvu2yor32NFK8NFfKvhbEpr6YR0K+ilmFvmWPIb6kpYS+XkoKPq0oeT6wm/49utEPvuXJ1r19qGO96ta0vrIbvb70tBm+GivgvaHnIr08b9+98hFOPO6H+z1lpH2+JXgxvsO46r5EENe9DJyYPqR6/r0g2kS+FBF/voVkUz6G0t09A0Nqvs0ZDD5j9vU9m4SLPpAVlr5gENG9Fa84PbaXRr6w5ka+dGTlvjCzHD3tzyc+IuO8vq7+fT2rtCi+1Th6PECghL51Zo+9f3zDPvGPpj4kbvg99fAbPvF6LL3ToFW+xycQPK8WCD1n6iO9j1YvPRG0AD5J3Iu9hY+6PmLti75GuhY+Oa13Pj5Oiz6aWpU8tqucvkZR6LzW2/k8u2mePQnJ/T1R0Qk+Q+8kvt3hyz1Vuhq+J/q0vffTMT5DsCc+Hnu2vdq59r2uQ08+tjoWvcZqkD6ij7+9QQQlvmhhB730IRQ8yfeevqGpob2SOW294/qgvhMW1bxhlZg+GgG+PQoDJb7Ck2C+mMMUPoI3HD5ov/K+D3bfPA0jqz3pkxG8rlmOvh9zLr49DgC+pErQPqVsYj3+A4G+lFwRPktNcD7NQk29x3AZvkibNb2jNwY+kbIhPj/7Bb3LI4c+RObdPhQVp75WV7282U+ZPSPHdj3inMy9k8cRv4A05Tlu0VA9WHXPPLO4Hb6N+Fg8aqQ3Pq7NYjwSDh0+msXLvU5D6b3NUk29yswdPVIUE71h1KY+IL+EvkJBXL6MAyA9uB1XPrwkZ726MmM+wRvqvaqeDL7LDUu9/KcLPgrpn7y1i5c+CxvYvGF9Lj5FbwG9rCh9PbOgRz2NTGC+uO5kPs9vfD1LKyW9ez+PvYBLFj4wqdg9fjo7Pio/Uz7M1wA/vedCvqaxxbt6BcY8hRdyvshP8b08BqA9XdVjvnvRT775YNC7WrgGvoY5HD6+ZbM83B1ovb6Puz2rCxE9pZSEPpgkfT56glc91F9uvui7GD2LimG+ZWJlPsWDhbxDF5S99y/jPeXa7rqj12O9pRmDPsA4mT0NvAO+QX1dvh07Vr3OfO2++l4DPq4NyD1ZVoE8TtWvvZlxBL2e5qq+TxOFPadxKr30CIM9sBsVPpfWIr4/UeK91IwLvjHkG76JdrK9NW2AvsI3tbyuEFC+a4wmPq9zWb7x9x6+3zYCvcrbaD6hQXa+Q0uIvjniCz1TG4e+hAZqvQ4lqzxmPus91fq/vbRSLD5bJWU9u5jIvOgHgj6PWbY9/HYePlVimL65JNS+zu4lPQM0bT2sfgS+puZlPlP0u71MLVU9U4GOvpzGSL1EEbS9gGw7vdqFlj7KMou6hhMfvjh8Aj5ybBe9C5lpvS+vyj5qBdK+4IrZPfxZE75i4ug9+GvqPbbWgD01qEQ+XSCQPjelib0jqE28V+rnPR+YeTyLpaG+EduEPn0veTwJmbO8um4gPn2Dir4PglG+6HpEPo0tpj0fsO29Eobfvcv9dr44bW4+jltqveSPor7qDLm+GqSXPLJi1D2stDy+z2oKPuFzCT4sXpa97qoJvg30Az2c/qe8Mys5PiQb8D2O/lE+csQdvkOEp70FB3q941uFviOKPj3cEJy+2vCROwEPVj5xwcw+bl9DvdYEX77G3XS+huHIvo35iz7zIJq9N18hvsVDdD5jV7G+4lCjvuyZp70bcb6+pBmfvQwPTbzqOvq9QMwvvt96pb79+LA8NRMgvnxv+r1kB5I+qBHgvCLqXL4FbV0+jTSvvRSWNz6UFLE+HC1tvPt/Zr50PQ69fk6ovU43TD4yaao+p4i8PXdiVb5b0qO+8l6QPqIafz1ox4O+HmRwvrEgoL18UKo92+RSvU67+74KEYe9EI1jvrDLAb0n9kC+4bRwvbnNw72U2bg9JAbdvFCdUTsMw7u+HQyfPQWfBz6GmMI9shxoPum0v75lTbw9GFg9Pt9Sgb1gGW8+coLKPXkoGj6mDWA8iukFPHBexTy+NIK+bjtAviZe5DwheHa8bnX6OzLhUrsvJhO+8yP6PV5yMz6Fgis+bnr4PoUFhD7NCWo+SkbHPR6CtD5KS8c9KUAEPyOaxz7miQa8wrStvqu0kb1kCD4+rGx0vai7ajzyCzC9giE7vjS2+bzybXq9iJoYPvmFwr7nfaA+CG+LvEcufD5Co2A9+zebvcOqqz3OW1a+3tsFvFvCUr6RJbA9DVhEvrR1qb4bdcQ76JQZvUdl0j0dDgm+PLt/vZF6rbxaEm091TTLvNernL7fkPa9OKU/PvT1KL1ylO496EkKvkNklr0tbvS9nzgDPgyair5uZL29fw+6O3c8LD7ccDW+EMliPnIrfD5n0++9bdZuPRnBF77AzWk+gIN4O1sheT09hvw9mXbgPVn3IjxF9Ie9VIuPvoCQAb7zx1I9EvwmPveDhbw/vpg8g8zXPLTFQz0QmxY+yKBdPVsa1D05As6+x+WePIq+fr0ufwq9B2Q1vqm60b3iC1a+KzS/vHZpiLstpLy9VgVZvkT/cL6IEAy+AtR5POtsC772sYk+zMFkvvoQOL5gk2y+lch5PQ279r0jv489nAgNPuKmQjySHa+9ARLivdtsOb72RxM+3bxHvRr9LD786c69rX0YvniHUT5kegg9XJ/gPHWYoj6Cn4M95EmEvuO+gb6seb28EfN7PnyaQ71DHzI+sbGrPaAHrb7aLti+L+DrvV9yur5sKwA+i6ZtvqL/xD7MbcY9KucQviymgbyWJkw9biRqPpdQJb4EEC29nTjYPb5fgL2mjpE9VLF8PQtlMz38Mcw9E9LPvSt2zL1vpAw+/f4yvlZtPD8tLwm+8eZ1vcAA8TgE9sQ9TA44vtGuOr0XHZg9mwNFvrL4kLtETi8+UUKUPnOoJj4krD27oasgvgr1MzyfMYM9ds01Oq42gL4w3nm8h4xEvtDzeL3RzoE+yHmWPt64JT6tG1W+mmuyPnS1obzepMs9PboFvZUSlL266ak9gY/0PEoscz6euLw+nYPovbA6jD7uQoE+r8J/PrVz3704DIe7fhPWPTDchD2QymU+QvP2vB9ILb4VDRM948okPPm8CD52dC8+N5MBvvyNtro5n5M8upWOPYXNlb6nVFm+QMErvOt7az1V0uO9BwMTPc7lbj64MY+8MjraPNqtFj6ZGSE+uzCevZd2Dr3Za4K9GEQjPvnOib405BQ9CcYaPtFxML5Rq6U9pyO3vWF+Uz1aWH8+jUGFvnS2Jb56ygK+jFqePQxbN71b4Na9mWF9uiz1F75jZhO+LEjWPWxQfL4Pczm9BJKmPXE9Ubx4DA6+2ca9vrjNcD5L4Tc8lGHFPXb4xT2XOmM9kv5uvuQmSb66NHE9h+KXPRFNVD4rOY8+6+UcPj9urLygCZ87QO7xvUkMPb3tjGa+fVgVPqylSj4mi4u8SZsZvbZqhj1g8je9BH9Kvpe9yz1CQGu+u5UjPox0kb2HTLy+HwOYPU6mCj4cmCk9JUoLu9gdA74hOYI7vyCtPDzFZ74Nzbi9L3d2Ptb7Cb/N3hg+0eZaPHeKNT4oMAA+uIbJPeuJxT3hYI4+YqSHPgIpKj7s6YC+A1JMvtRknj0qcCS+CtQUPtENJr603Jc+8bODvus6GT6TbJ892UNPPglegjw1ah++E7RrvM+YETxgGcu+H239PVqifT5QZL68lKEKPftsAj49cMK9r9CJO0g4zb2LTsu9p2chvtmvIb7bKVa9RBt7PIjtJD4Uwig9ZkIcPmJov718wkU+UjkBvscnQz6q0Zq9kVUEvjse8jyLqfO9lrpRPqslGr4kp989gPcuvmme7z1ZBiO+sdKzvhHvF76wIFC9Wu+WPLwSmr54mqc8rPwfvhStLD4/fQe+pHGHvX6Sp72xsuW8yqGoPeFDqbsmW5m+rXEVPnhhmj3bv3o9BikqvlXJTD4iowM+A1emPjwIgD7ZL0Y+5hSCvTmSpb43qQ8+JIPPPpG8Wr7Kk3u+z92nPR5jYj7PQAs+CuIrPmCrEr7AVfG9S/G6Pp1oqz6+1889JCvYvTreEr6/Ov++YU+LPjpfAT6Qvn09gWktPUuHRD7uXOq9ugM4PrpWur1484e+7HW7vqkiFL4qLJ69Ces7PuSbEL4W3j4+FHspvmPBT727oXK+bsJSPuhdHz5iFX2+AoiBPYO41j6q2V6+jI9mvawV9DvkBnc+97/qvbrQ4z0mHgO+N2M0vrSb373yIUS8hFzQvWeYyz0JD8a9QqpsPrjWmr11LrE+pcArPnEZAj7cApw93PC/OceUpT1TbiI+SIQivVoRMr58qf69acwvPuIHBT6gj0m9h5aDvuK6BT4gpdy9tMa9PKfDMr593iY+A/HmvMdPrT0FzlU+8OzUvSFemL7ju4M9J3GrvcDLtT4ZftY+JhnbPeSiNL6w2+E+nnCAvdpKyT2+ieA8LjetvmQ6Pr2/Lt0977JDvjwViDsgEAg+djYVvphhFb5BcEs9O3ILPa4Jz712KLe+ZYgCvuIcjLxSyEE+9AqavQSkaL3Ix2Y+2N6MvUqH4zyTbtY9wDyAPqkndr4zmoY9y0N2PXj+TrsFzuw8GdwLvktz2L7okUI9g6zCvHMoSD0WHX6+5HfZPWxBSL6KbQA92zSNPr8lj72N4zs9JlZdvlk9FL64w4O9k30cPXo2SD3qPYC+IZmTvQTADT2XNjS+gFO9PKqgZ76waAm+x9cbvQM7Mj78tqu+xAkaPqv9fr6wptE+jsyjPvzSbr7cP1C+lfgGvotLHb4SQ+I8yO6ZviwfSr6QMOg9LhKHPWi0JT6mon++wCr2PU/1xD6ZoRY9CWbKvgsKYb5M2jM+FYCbviLppL7s1J09IjS2PbamAb0E8Gq+9MKHu8IOWTzpK7o9CFF4PrL3+L0BwvS9F4+rPdF21TsdlX++zsuYvWYDor09Ire+HJNBPmeSlj7AQgY97SFlPlXg5z1MujK+6YixvMz2nD41cIi87TxDPmHmkz7tsxy7jQt/vXi+17wLVEo+9toAvqYwXz7EEIA+DQswvnapLL2HGaA92it9vhEDwj2kqr28/xbhvMfJmr3wZb8+DIs9vRKHB70I1Zm+pjIiPn/P47u91hw77fzLPT+ROr6vsMW9vSwFPT8iB76cqIM++3CbPcTt/73iWwi+GgLOPSj0jz5u/qW9JPUfPu8ekr6hQos+He9nPoBr3TyxreC9PI5mPILb3L71m3w9zntFPswWhT5nzk8+9DyRPUEvfL0MHi89FpqfvsPo+TwvlFA+/854vXK6E72HFnq9IkwIPqAA2zjw00c+MIUFvHIaBb6WPEE91Zqyu8vVVj5fjSk+HdpRvs2gWz35mfs7KN+sPfLQgz7hMLS+Ib70u73A3rxN2YW+ELadvuBvGj66OWk8u23YPs2gAb60Q6C9vMlsPRqHIr44Iaa+R6YVPjmMxD0Dt/g+Wf9evtjCk77rV7e9nb7CvTd0OT6Kvfg9T37Jvjo0jr5IWdy9bF25PuvfL75cfQW+b6vHvdJjNL60nAK+g/Rlvj3Kg71P5LS9pxzFPcZwoj4o2rq9rzbFvVjfTz2gD4u+0qqzvFXZhL55gjE+nguKPjWp0j5MFYM8YIGKPRoBNT041oO978tIPX5NE75ZiDm+Bs8PPY0u4D6BLiY+yBCJvs+rKb4Ut+U9pY2ZPeoMFb7Xsx49guFLu4wUkj1cds69n48kPXg/rL1mpWC+2kY7PXQfs7y1ESK+oYV4vmwPGr49H9i7oAalvDPvb755+gW+eQazPF8UWr7YKUm+VZdmPVA0Wz4+mRW+/TQTviJTtb10lPY74P4kvZ7hTr420/Q7tcgPvs/uSD0WfHW+SY+9vd/WLr4dv9S9mhxDPiiRVr6pMYC+182TvnGp272pJh4+Ml9EPIcAab3iZJM9bj1lvlcDfb6XVUy+RxTfvA83Fj7M3Rs+/5bWvt9hL73TYxA+/DsHPkSgzz1zmGY+5p29voEhkj3o5Ac+j52oPaMCX73zf7s8Jes2vnNPhD43+aW9Icw6vuB8Qj2cGrS9MbjxvaFLnz1VmNe+/akJPk3hlT7+MjY9KuKrPjlO2773za6+uLu3Pa+m0T3PZ+S+08UaPh9bN75HPmO+p8TtvTyulT0ukvu9l6YmvqUt/z1Zwg2/aeWOPmTLLD4Xeom+f/onvu2WYbvv44S7mDwgPXMBHT6Mnuc95wCHvnW+wb70Yje+waMQPSiYGT0Uuak+88ZHPX1XvT1dzso9hE2KvUHp1L2DD2M+ZuB+PYv29jvBY9e75Fu0veAn3j4V42s+IPmnPR4HfD0x9Lc+9rpYPhKTLz7Q/I0+jGC3vh4OET6HLXS+NOn5vGJSWj7Q9JM9qCQrPXhhUrx4o7M+5ZMJvtYrKT4N39c9zu1ovjIZ6jtM6pa+gGR7PpC8Mr5LbuY8wd+RPj8q4T1w3ZM+S1ZTPvC7Cr6T/nc+F/KBPok1XD7aX4S9JUBsvktPob6enra9j5fVPE7YFz1+BQc+jNlQvtpBGT5cTu+9EJnfPO/sfj7eCPu947RqPndRfD4ogN+7S5gqvh6TQT7er0w+Pf82vqZ1W75a5Bi+8CQ1PI+TWzwaoeS7H7ACvovMdD0IEUy9Vh7FvJuKFT4slpO9n7jnvaKNcrsymR0+6Hi+vaOggb4AF4k9TEeWPRNJ5T1zfgo+P7eavtnc9r1MIII+ztC1PjVutL0JnAE+M+Q+PSn2qr1M+RY+Em1OPW3Gs73Di8C9nYAkPJtFmr7LvIA98D05PrS6qDzxSY6+89JNPu6xBr7Ya8S7exz9Ppc4VD5jvpC+Q717vW+0IT5RaWU9+km4Pj2nBz0b1wS+ejgAvp1Abz7xlTu+0GiOPdnp1D1A0o+9wGktvrbNi76u6YM90bHdvfj5SD5cHBS+QCL6vaxrED9q5/89wFAlPLEoiDxFNga+E7hIPneVjL2UYdO9x3P/vSw/4Tt2kD++hCSEvI0kl77uGr29KadbvoySuTx+PIc+N9ggPiEUTb4510E9bl3UvRX2xj3D0pW+1TEMPv5daD5I/x4+FAJXPq2xez4534Q94asmPoupgz7iak++GkWyvVFmDD6tX4e9ULRlPihu5D0ATQO+RI2gPi9wlbxHj1Q+8agBvgkJBr5BqO49WZPxvRHyhT02UQc+mMgAPllJDj4CI3i82kZPPtoIsrwx4AS9APEaPZbCBL9QQyI+n4qfPiGeCL6PZhA+8phVPpG2BDyVDd672q6Bvoj5Uz01s4K+49+gPjkGvj6CVaQ+V8D8vR+Vrr2VzUA9SWzmvWI5rz4lV2e9DgTtvnM/eb5R24G+TpMHO/KKZz4qKFI+2oHpvfAT+j0dUbG9qZFLvuGKor1YijW+qvdovqX0zj5zrPq9K0pkvnb4tz3pd9e9uhtpPn9otz1VvD4+xKKGvXxem72LQ3u91JmGvrY/KT6HjMI9IIAavoMVhL5rB/U99XONve/1wzyL7pS8iRH6PNq8wr2ANME9yCedPYWR0T5ZS3C+jH0NPgNZHz5yvbe98UrUvpu0hr6SB0C+dbbJvsANqr3p+xo9eJREProFij6S15e8rtp5PnluVD7wkF0+aVb1PU40iT4xlUM++T4TvSsSxT5gnyg+qXljPgr4NbyGKxy+IRLfveDODz4YRTu+/EoaPnjUxTyhbIU+Wdl1PWkUjzxMIYE9RCr/PSLwID4S/rq+x5wUvco0TD3bATO+clLXPkrG/72+NIG9A6RRvrqY0D1kgkK8OikWPuw3K765j0m9xpV4vin7Rz6rI0K9sYOavdRlwrxJSYq+/xfsPv5OuD5I8pI93yYAPgL3GT62NCw+VZMYPUY9i74H/SO+tZyiPlVi6r4gKQ6+4i0Yvvs7JD6VZ6o97u/8PYGGUr1l7AC+pxS4vMYoBb59jyK+BojDPSknuL1KfD8+NzUnvgrdSL4U8mw+6UNGu8F+e73zzQW+rJ26PfrSqjygY+a8HthxvuZUgL6gc769Won+vYb5sj6SUGA+SV3NO1V56L5k4AC+TgEKPtQPZrzy3Ws+AsCTPkudrL3qnH+93dyavlfGn74ZC4S9ZkDiPKqpHz3oCUu+TMr/vaTxXj6LlmE+WvquPQGvAb6zB/Q9bjE5POp7b75X2b29XBeUPkCDhT0BMb49p4pnvVpSm72b93e9czK/PVoWoj7m0X69WZvdPTvWqL3qu6U96JyHPbXjPL08m/I9DsEZvRkYDb59dlO8/9I/PkgTHD6D1b091h6HvpcAoD6FgB++H08nPjF6h77C3Hc+dfAkvbVdS71Hv289g8tSvhjc/b2cUFc+E10DPoXQZz6NVSM+0mqxPbDkYj6oLIK9eASYvd8REb9ZGxW+9sIOPn0tO72Amm0+DJigvY3u573rjZi9VKIuPoINmj3BvDO+SuSQPgTkND5UYxi8oWCdPoIt+D1c/iW+I0T+PXhytj2anyC+OHPcveWucL3yS0Q8pXeBvVD2BTyEntK+gDE9PQ66fDz/bA++C3NZPNwETD5Y9vs9EEisvGRKmr13IAi+egtVPYqXtj3Mgk89dFkqvoGH2ryJ8Ka8wh/7vZeujr3ARNg9EmzhPKcSDj4ObDU+NMd+u0gzxL7Cj2C+v2HCPMZ00T3aig+++6bQPPpTvT7JJLq9EO5pvfF9JL6FrRs+VlgIPqK3rD1IYSC99JUpPTzIUr67Zb49lWWCPrfAWb7bDQa9xkybPFRTpj7wjCs+lpzBPnM7uTyFuTg+aAHCvYQAVr6hfqS+e06AuvaVOj5VFc49QibWPn1Rnz62pqE+QhWsvXkDpryxCIW+KIHavYs4iL4t35i9gvKuPviocL5vFKo9M8NAPr6WLb0PVKw9gUkKvqPUGD6Mhp89IHkWvtjw0ztJJSS9uQcdvs1snT1RPDU+vUq2PVVLCD0WiKQ9xd8ePXpZQz6flDO9t4+mvkA9dD2m/CA99kfSvmw9uz7jhrU+3Y30PbyTIb2TMpQ99Z+0vkviJ71mn+s84frNPX4Gp72Yr6y97c8tvkyoir56CRG+qSuyvVkwgj3oAGE9cYXsvbvRqr3joEU+NGzdvZRlcj4JtcQ+vO95vtjqED0Ib88+tFp2vn72Q74+YIi+ijrQvXMHYT70kpo9Dkckvknjgb66BzG+VFBPvennNz5/GgW+Hty9vsutrL0b51Q9HWJmPQ9uAL/JGas+XrOYvp+7aj6XcIY+vd4hPmys0D2VBYu9S469vniI2j0gt2s+a+uxvrob6j2IexW+yRZMPnlQEj3Vrpa9u7pEvZD2Qz4pVgk+yp6wvvnmKb5d0B2+lkJHOxZ/yjvMAmo+32tCPleuD76e4ra9ToUnvYkmoz4mMu6+6KOZveFGGD6TaRs+fS7OPc8arz1k8YW9Iqu3PeSap7wvH/e9rl0fvoCoIDocyFU8+4YpPeHFHr57qnq+7w8TviF3xDzGgac+QqwUPcAIKL4oS34+mBcEvnV6ij3AWv47BDAavlB3tD0ASbS7LJOLvLxXFj5msDc+ohpWvSTHeTwyDxm+KaImPTpahT2ralS9vIhMvvd5xz64y7Q9AZEJvuuu8jzPw9W9IX1ivrmuIr7Thfi9Ds6hPiDz/T3QnIK9ushRPt7RWr0sXsk8Spd7PSzrJ7uExlu9sRrhvYflYL2Ymd09+fBUvfjVmT47qGE+0vMJPThKjj4YEy0+xcxKPMmxQj6jXtM9DlbWvd89pT6iTbS8E442vTditb1CmGA9I+opPle1U75B3Xs90GIiPWkZ+r1BcA6+Tq5JPQCHor4gFVg+rTcgvhNQPz3fIRK+6p3WvaKn7TxYwKu+Fg1TPtZcQD4kWv29MDmJPnkckT2sZ2K9YvZsvrIWDr36jIc+efebvdggp741gow+V0GnPkvlED7MMO0+Ayo8vkhbqr6elxe9te+6PZt1aT7GR7O+fVMcvdYEcb7fjDc8tm5WPk8gCj4AvyG+a6uoPe5IeT2eeS0+5zF5PFsKXz5bYwq9gJmfPnIL+r10BnG+ZXxSPoafdr4p7a29ffIqvsxZ8z30U0K8N2e8Pqi4nj1UKae+jPltPficIL7KR3E9mamfPoDsQr4ZaR89ad+OvRScmL4MYYo+0KEHvmmuqT52wV2+/jRIPsuPub02Xn8+6ibZPYxUhzxD9au+CicCvb8Hwj5dgSe8S5izvpxkozxYEaA+jiO6vaUVGr7oDZe9ygomvoJOVL4MuWY+MgIpPmPdi74WTrC+d4DAPZ+QRTwMjci9l4rLvkmiJT5uYs084eUBPla1pb5kzAo9es0CO9beVr1IPq28TsdIPTSopr0KmNq9/ZbgPe9emD4gOp2+q54EvdMijL4hdTc9kYkhPJNSY76RrBI9gOmJPfPTlj6BHTO+uWewvnoS1jzyVr+7N7D1vFGPET/pXxs+EvOZvvL3urziYDy+oClMvg129z3r6LI+JSiVveuScD4RU8c9fdYVvsHwBr5vwiu+rpDOvVha0bvKNZA+AjtOPlteR76i8Bq+4HTBvYo8ib5a4ls+XbSLvZ7lGj0jIRW+l32bvdj1hL3hBQG+MRA9PlPduj3gMec9EYZqPg4ZvjzVXFq+F/30PGsMmD0hMs690ytUvgo35r3eSBe9MVm4vasoVr4mR/w98YobvXgERT62U6o+0UGJPsd3mbvAFe+94B6Ivd4cNr1O8co+Hascvd5ZND7JUEm9CzdSPnT3772GAYA9VhXZvs7eor36xwC+ONwovfIY+71mYFs8nj4WPkpwyb6dj74+ho90vqj1j752OA4+mlH0Pdqg9r3KJdI8qG/1PaUxP72Emm4+w4m3PteDEz6ztYG7xPi3PdIn1j6U9eA9WeQaPG1wor3qDGk92sMWPfhncT6EBCK+oHJzvAZp7r6VIG2+fFs1vWNn3j3IGdC+jc2QPeAgF75kaH69qSv8Peljg77S9wU+sIXcvW2lrb5Puxu+fO9PvjS/tL0Znuu+lI+IPX8FpD7pkbM+7B0EPgL1Oz3wyWq+TUuFvgHFUjzQU5A+VqxQPGzzsj0jo6W9nG3EPYNas71pJWs9mJrEPQhaGT7G7Ks8aWRiPOrOILxaYZm9Zg1NvaUgtj6rGBK+DtYEPfRWLz1BVAk+p24evjTDmr65hB89WkGvPDlx2T2KbCU9cLjNvMTJbD3zcUO9H4ZavZn5Bz83UUO915BpPqs8DT6Bzne9myqsPKN8Hz8v7Ok8j82Svko/a70uyiU+KDsTPkOJsz1WooI+/cPJPSKybj7cofG9LCCDPnOo9bxc9xG9nZuzPnvHDLyF0Lo8td/XPVROdT5WlYQ9PBoXvZpR070n5zO+bB9jO9w+hL72acI+S5EBPqb0O79SNKy9NuerPamAgT4AMgI+Eye5PUGyGzwPY/k9sKIGvlbH1bwX7Qe+qHDGPRqfMD49qrM+095NPbOMJT5tPXK9t8G6Pd03nD2n6mc93X6+vmxCu70Tn1S+ZAybPjqGD722a8k9h304vpZ6Fz7a2cM8gztivh0IvT2tAhM+/O6IPoDjFr6ViOq9oATbvTxhJzyoKAa+en5vPRw2U76wIMs8iqNUvq+7Oj3Bm3++KBCpPp0BWL7PTaY8rwcQPlv09L2nLzq+AGSXvo+ohjyOoFC+DWsTvpBRhT55nJe9Bbiovuqo6z2xnyq+XNcEvkNnOT6dQlk+StPhPU5he77+/Yy+iQoMvVcJrj1rPv6842hWvQVVGD7f7oq+g/UavSk/Lb5tvxs+O4T0POwPeD0Js0u8g9KJvtMBDb44iCg+Ko6ovFcnbb4l33c+A8gBvUnUyL0e+4a9L0uXPhDs9D7vupA+WH/WPMmg1r6JDZC+1YLEu49dRz5GIZA8sbJPvRmrlr2L20a+5D9DvvxHLz7OEvW9WHT4vS4LGb0hpHO+SB5/vRk3ND5ADmQ9OiXdvd1deL2EU4Q9E/dSPv6GbD6Ajry+BDuFPu2Mqryyfoi+OqYHvgrqyT1cawa+rtzzvcCNgD66aU++ECI0PkLkxr05DOc9tfrxvVJnfD5hfoW9KdjQvMobiD5s8RE+26b2vZ7KHT0i6wo880XIPbynYb3PYoG+2dqEvaV0Dj6u964+k0rNvSrlQD7lIP69Lv0bvtoQ97yIn+s+Ik9XPPW4Hr4K13M9gSvcPdHelL6hByG+SmzAul6IHr7Ej4W934UJvqVhCT/IqfS9hFbJPj/4lj68gZm+LPpjvcRR4r2dPJE9xcpqvvUzrz2jwpI+tvGBPQu9/r4Osks+sS/8PURFnr5LLC698/sTPoebyD0QawI+/uwcPqpaR76/MdQ9wgSJPeijhb0gSwI8bJXvPOGXH70CEyy+5W4oPQg1Ur5DvhW+KgNKvLCs7D3eX689LmeavuvNAT6GPEI+baByPdnqybwDdRw+cs+zPS5IljtTXMw9CxVovamfy710Mni9G8T0PZOcOT4VGxa+zOKSvQMjxzyGqGA95jI1PryuLz7S8dW9Uv6cPpLROz6PZjM+m8NxvugDXr30Bp49uOKVPTN5mb4nBry8cvn/ProWwD4d4+I98HM6vsCItT5HHL+9FbA0vuKOuLwySAO+lYQWPhWX4r3jcr49GuiRvqBPMb47cDm+eej1vPnGqD7+PcS91Z6YPkUPCb7cJTU+r54fPpdFvL4Gsp4+UGQ8vq0nrDxmgB29vsPoPnYwjb4neEU+Zt25vtTEN75yvTw+DolLvpv6oj0NpiG928e2PWjou74ntGG9koP4O6eVXT03PH8+iaOwPOEjC74A/g2+WeouPiE1hr4+7Z8+JsOwPTY9Lj5Ssom9CpGHPj7bDDy7L1A+lSsSvoAcG75pvUO9rB72vcV6qL0TKf++gC4TPr2Fzj1hwPA+TJ6SPa3V8r3uY5A+WX1WvgjE273iMp8+bWd0PlBcrT2EVlk9FvAuvV7/Rz5ze4O9K3M4vo12hb0BqNQ9DqRXPgBC4D1Hazc+qjumPWkPtT7LMXe+pKYVPWzJkr5iyp69XOG2OsLPHj7f3I2+W1OuPRvhJLzFgYQ+W6RivpIpJT5Oc2s+molsvhytOD65NzG+Xj5OPeY4ML5u0om81XVOPiD2Rj78DGQ9SbCgvdEM9bysiIE9MOupPd9Zpz1czp2+/f25vQCjWb7/D58+NVLpPba3cL6VP1E8ad0KPuOo2bx4FI2+tqQ8PhbbEr5lPoK+nhAlPiw8Hb7bR4o9X1tUPeeN9j0GUdc9HOVYPCRuWr4Unne8uo5APjTRmr0uuuw9Qw2cvgSjVT61XAo99l6cvuzEMz7EhTe+gIJsOtnBFb7idDG+2R90Pe3nAb7I0g09AGgTvnYmAz6npTC+ulNZvn4/br2OLuy9yN4CPvfgBT614mu9e8rPvrf5hr7a+y07e+ErPpPM6D7ufpI+dDnNPeFHJj5NutO97FtAvazMDz0PfJS+jelnPi22pz10Zc89UR+ePE1uMz392fe9VsErPJLfyL1sUbw+QSXPvPTduT0ZbYy8bNmCvgamAb7rEp09ksK8Pe4JaL4Fo0E+YwhpPrjvvr3A4Yw+Zj3jvUCDQr0QJ/u9cAmgPVInDD0YfI6+2SayPupQyTxknJ89jnFDPjWPML53sYq+BOOLPg7+Yb5IP0w+11hvPux9Qb2BNjC+fQZHvnQQl71+31k+9Srmvb3bJT68+j89+mIFvqAevLuB7oS8mJ2hO11jgz7mV+q97lEbvWqIAz9d3hk+u4Gtvc0TWL2z4t29eTeqvZ8APL4QWg49hBVfvvtxhD7uMe0+2ITgPG/7Br6KX+C9G5gLvov3hr6Nsa4+6hqgPeUXaT0yJdQ+kG8iPvoDgjyfGv49VMpyvrc0qz5DeYK+NsO4PQfyS76BDHE9qPDSPU9wXzxJygq9yyDLPQY4Gj0KsEa+kGD4vA1NsjqulzC+zguJPWJDX70q50G9XZZnu97JD77Wz4O+8WA5vp1Avj0qNAU+2XkZPrw0jb2ESSi9umW5PVqDPb39Y5Q8aBzKPB1dVb7/IuG9OIeLvkPkTj75P4w+Ny+uPp/ztz2FSVy+Csa4vjQDNj4ydGI+B4JqveeTlT5r1Fq+sVwuPg/3nr7cBXQ+E6gcPhALZL710S89ORe3vYo+kL2Feau+MQ2MvnxVwDx8IzY+sIIsvb9unj0dxXa9D0iMPQ7WaDx5BrC9a2yEPdnfBj2chZQ8JBiDPvjgXzyXPzu+9nZTvo3xDj2xSTY+K5VcPhxK5D00B5O+URKAPnveWb4vIAc/TZgrPUqBgLxokp89+LRmvRKlQL5LPli+RDv4vDbFk77Z+ng82t06vc4nmz4v7LU9n0q3vfUiDz4Dhsw9jCbLPJmNur7irWe+l7bRPg43Er5fteS9yJhSPi1Eg7z5ri28jhRcPnCjULukekw+VEMJPvFEOT7XFQe9CwmQvZKcw714iJ09YRHlPbeOGL0RjVs9WLdXPuYkhbym7KM9aGmivttPjT2DPlA+SAPBvloELr2JiUU+KLmTPo+PULzR41K+ScuOPVC/Ar63TCY+AIEmvlozhr087Iq+1Bw8vIfKrT5IaTC+3rVVPQ7vcDz0F/s9HaP/vKmsJr6GPPk+n2xLvmH3Bj7iHQS+on9UvTFtqT2Ueps+xx2avU1eij7Myss7BcP4vbxI7L2vxVS+kB7xvXa9Dr5dTFg+t7KBvhB99r283iw+c8QDPoDs2T0NBF6+ZQcMPlrGB72jsoo9hbw6PiMDoL5yYuY9NeGJvl9oOL5NyKm9RdgzPuFthj6VSYC+qPZLvq6qCT5nKx69Ya1OPTN78L2S+ia+sF5qOTLZsLzu2wG9/g4jPm/95D0LudU9jWWQvNxMKz75XaQ9XxgovoMxFT7ZApg9o/NQvks1+T1575O+na8KvmYmFD7IK+o5NE5AvdF6Oz5o+Cs9VH1dvrCwqj1pL0c+GIKZPCCULD1pGma+nHupvQUmbb47eYm9TAEvvjtUJz2SU/o9p5eMve/YLb52hWW+QUqKPc3Go7wP+Zi+TCqBPhud4D3zsYC+UhZevQUyBT6Ls0K92eiIPVEELL6jmr6+6kZnPlLdh70sd5C97xiHPmDQlT5avkG+yZrIvvEXIb4Or16+ViWXvb0VxD6nAlC+Gh12vsHlMr7PhG28l0GSPH3tAz5BVu69FrZGPZed4L0hhlK+3NZoPdxFgz7q/Jk8K+f5PVI0Aj2yOR6+Ame9PrfhmT67Aw2+V3ddvnTXlD3X9sc+FiaLPQw+Uz3uSJy9dFnjvPQFDL4InSC9flGMPRGWU74AxQk/T9AAPkqnjb46SF0+znYrPitgCL6rSFM973c9vkxWLz64TvM9ihsyPsopgL0IBvg8Lq8hPkf3vb4VFPi+/MOYvCW5ozyryg2/omTEPjJ8vT7mmbm9u4p8vpCuWT7SWBU9UYk8vv78+TxuynE9KJ4pPZ8BxD6T5OI+SnmSPvfWvb5LXBc+NxiIvX3i5j2ODcq9ctDFPNWqDb/97Z+9sqJsPcZcRT65OjE+0yXLPYVKkb1JwUu9tn0QvpZamb63BQW8X3GdvhzHvb6qXhi8atT5PRGkbj6wtnm8l92HPnQXSD3vyUg+MDVNPWCEHL4dtdI92hoaPm4z37ucA+g+LceIvm0xu74gSIe+v8TOPKB9LD2ol2m+88uvPWFO/D0a1Fk+rl4vvuUrdr6y2hk9aWxsvslRiL34o5c+xnirPQGtcr5hf569MEQmPacqkzzSS+C8TcInPUGnbD29TDy+UGjCPs8M+L0D+Qa+hBm8Pphvuz1hOvm9ylqHvYHFrb1PlQW9lDtGPQqloj0Mbva9VfPKvdHvRr2174Q+nANdPsakNL7X7QC+cu0AvjHqUz6sAp+8odncvIG/vT2B7YG+NWySPNhQP76i0I093m23PiSqvr1WG8M+JU1ZvpvwwT2c4Jc+lpvXvpbW8LxzWPE9lAwDPaHlk74aW8E+qhhGPq4wzD4ldM+9qWR9vujBqb6zcJ++fAGbPQv4AL1QOUE+/YvEPTj/iD7brd29GrlCvpJ6Ez3XsC2+Nt6ivDNqQ74wj8U9TeRWu3iVmz7nOFc+vz4ZvlosAL+jwpw8ByWQPd4EP77woIS+YmICPjbS5j2yh5g+V7e7PYIhobwmxjk+rIWtvih/qr1boUI9iOKtvrSCbL3AwSw96L6JvhkpCT5AXUm+r18avrFpcr62HOm9ZukMPrbSnTwVI128GJ9lvt/xPL79LEc86idAvRF4oj4m4Ua+sR+EPfbU37zDufC9fEXtPIavtj3V2km+WjBGvibBez7YEY2+OCeSPp7Qrz2O04A+mVdkvfhfCTraiV8+uJN1PpHFrr1nUQI+AhslPaBmu76ikcc8v2t9Pux8xD0DoAO+xj0KvWbEQL3IEHU9gz1CvUqeZbzqXZQ+nImzPW9faD3TLpS+Ak28vU8bgz3491k+ALx+vX8v3T38TTC+hpaEPtAZlr7w+p++tBsgPYIlO76DarO9rHgHPppL2j0YYNG7KmlCvv51RL0PRBy8n6yQvQcNW77D45o97J1VOwJLtD4GEko9gdAYPk17mT60k/M9rItfvurY3b2fmvk9f3yPvgGaJT4MMNk9W0ANPq8j173Ramk+6W09PemIET469+i+uoYlvjzv5Dq1Np88Q+JOPk3/ZD7U3g2+OC2qPUbsm7vueyQ+wMPjvtqKvTw2V4E+luT3vWHV/b1i68y+8sksvYGRKb2/Mxw+U3g6Pnlbiz44Ai++BGcKvWt0kj3Xn4s+0kq+PUDCgr20JFA9vc5rvbN0/Dws602+e9czPFYuVL0un6C9uEDCPS8C2L2oe7Y9hfIjPlE3hL72HRg9hAujvrwB/72hDUq+NMMCvb6N5r1ZIDe+s41kPoINnL26S2u9Si0MPs+E0TzNgki+L0lQPnt92jszYos7RWUDPnYsaj0uAWA9HEAPvme3Ir6PNnc+nH4UvjJ2kD51N/s91bTwvYmYEL4x8zG83UmgPUsqHj6RBC6+5yGjvQWG1D0Qlxg+XSGxvY7zBz5Vs+Q9lipcPiAQwr2wjMk+i54TPTJP1D1p33Q+6LprPn0KyL3lWbU+8YrDPWqgrbwqRya+uk5OPkSskr5It8a+b6hNvgVBk75rDNc85jN6PqB+9L3/IDm9m9RzPo9UKj5C+Ye+iENePs+QR74layc+4f0fPkW2yz251fC69XGMPq2Ifj7BW4g+LEgGvbSJVD1ihru+859PvsSrhjurBQ++TOhYO3UG0LxQ7wE7nGN1vYR1FT2FZT69D77Jvrlz0D6IL1w9jOG4vVwKID6FKWi92WS4Pu9gGDvYHiy+TTHjvU9qSD7OGMO8Bgh6PsCOXz5ADN48LjeAPvewZ75QSSO+mSlDvaVaQL7sDKi+poJbPjM+1j32Nyc+7evJu+xt5D0yS9K+b+5SPWwggT6XY4I+nLrCPXSJGD0NvV++wYhbvqO/az21eX8+MGAGPrdPm7xu6/294kqYvgqu/z1jypu967DCPuQFwLzRi2S+L4REPu/KKr5SS2e+E2eoPnwFkr4eOTa+J3DxvQb/aj3gpqc94BqzvbxtMT2T5my90svLvWMGeL6QkKK+DtZSvFnXzL0u6Sk+pU+NvnGCxrzJn009JA1vvSK7nz7PBVE+fi8HvvBltz78qJs+lBwkvEbjPz4Ff7Y9Iw5KPnOVab45zAE+AVX5vaTz7b2eTtU9XUqiva7/Kj4P00G9W4daPp4wRj6tM4Q+SK9SPpAovbwrqVu+ioCFPoSyzT04Jf29R426PtIriT6umTY8hHNWPYszCT73iwC+AlpwPsEluT5uwQQ+tUygPikFJjvUNJK+eRABPSFOuT50Bks93EgXPbg8kT6c3vK8byWevbrE07zaEMg9EamZvXKeK74t/la+tI+7PruERT22Gjm+DC0NPRTmlz7X2Va+EcECPXg9qL2OSjo9mLJovnv1ub2GRii+1/nWPa7iGj6BvwK+mfVHPlKwlr6JDS6+edZkPKG5DD5SXIa+UjrrPEJ2o76Srgy+gKlMvcpXIb5uTwQ+TR+DvhxWFb4Etiu+/Sz2vq/doL0f9088Qg4nPs2ZQj4kd6G+xuwZvg2gxT600Ia+EYa6vRXRir6et7S9k3aFvk5pkryplr097OZZvizm+r1+K5u9oB0qvm95P74Jdf29us7PvVRC773IaXU8IoIvPM7R1LyLICo8m94RvuFfBD2Lu3a+PERgPaAIDTw52eu9hkA1PprVHD5McLe+1kokvLtIVb2ERam9Jv0yPo8Gd758pcY8h4rJvZyHdj3ml1K+3E0IPjkhg77WL0e9CEAwPLF+CD54Oi29wddJvalfMD5LtpW+/t3nvaq/DL6yZsQ+4FIvvsR+Pb4J/aw98ECVveXRRT5COOg8CfnsvmPVkL6H4Dc+fK6WvF3xrjsFeFs9kK9YvjxT6DtKDyM+r0toPksxgr4ke4W+FUUWPqBYKb7YieE9YApFvvTmcj77/nQ9ZW8XPlZQKb5nhou8u/PMPVThyzxSSpI8IJEHvRtlob3OkxS+2kPKvKaQ3bqtfB++TCr9vaJQIL5cRX0+IrCFvltwI76KPiI+lINUvsBVUD4IdF29WwM8vT34lb1mGga9BPRJvh8Krb5fkIS9qiLvvXUjajs8z/o9P645Pn+yLj2/QRE9Q3yLvTUwWzwdRCo9bVm6vn+Nlr7rDoM++P/ZvXvztr1hZpq+uvMEPhoBcL7XRcq8mfeivqpw7Lzu1p0+O7p2PvOs3D3WwPA8JcDxPYNcd70uRIa9a52ZvMGrKb6Jxuq9Gtk+PstEv70xWWm+QnSGvduDjTyFuc495vPzPPiD3r37a069NIu9O+VolD2ZLwM+92EUvshI1r4uTMs8kKrNvSngRj7Rnx2+GQWpPSeWCL0WKR++V8Yku1YKLD7zpiI+Z6WqPQ7KlD6ekT++mNGDvm8TgbvDGFQ+am+qPrVhL75ORkQ9EAQCPgg+JD76wkE9RyUvvnd7671pfK8+rhlEPfkDpDzLrmu+b6PFPSj7RL4geJO9cA7RvfoUnb4tKWk+PwK3vM6ncL5ACxK+whkHvZL2PT4s4iU+yiuAvPc1Ub4rvuU+jNGXPmFNxb3r880+9PnJPowiyL2TKz2+sY8TPp8L7T0OFWO+U2Riu2yyFj7tKqi73Ld2vj7K+Lu2PyU+4VTOPpv/Hz5KWYs9FDw0PYlN1T1pnCw+av8MPlc+hb40PrS9ENAlvZExZb3Zqsm+ohBEvhvrzL1Y6t65toIGPoVlFL7Qhpe9mukvPa0tkDxJgLW9yLSMvXRHZ70KiKg90GBmvX1mMD4Dlto8BrQsPUUq6r5KLvS9bepqPv01Iz6xCng+U8SKvt8o2zxk/Iy9K8SMvmwltLs6AUe91hhuPKok+L2gOmG+vHxxPYalhD4Hub28HbG/Pfi20750854+SZnxvQmEELwr/JK9IwcCvgSBz76vaoq+a5+GvppURL7HqD0+p8WUuw4Ql76JE+o9TO4tPQm3HT5KjJG7EE9PvijgD77HTj8+Lj5APvSuVL7LeBy92PNRPsX+rj039Fa8JpoavUuTiz0cO4k8Z3ulPhTBjr22SRA+A0DuPAi5rr5kX0I9sxwxPutNx72NQAu+cLqWO/FnkT0HaMG9DrBFvd6Fo7vg1lm+LjdrvtHE7L1AWwu+ZjM4PSDEjj1kWOu9t3adPoLgrr2pZJm+Jrycvc6np70pFJg9x/hGPcCZ2D35tma+zgQKPjQmTD5v6bW9Zz5/PuGxC75Bu4M7yXqzPvKijL0v3Cs+sOFBPsUfbr2luoC+C4V0vmZFGT6fA7k9XVgPPjlX5711HM8+x4wGvoziBL5tPuQ9q3gFPndSRT6EG7U9/uRBvm0tar2o9HE+bbuKPj70vD7QZwe+XDI0PLx2wDqj8t09wdjDvcTi+j3zN069rymVvXU/7r0pFWa+5atdPr01tT0JBhq8mfVKPsO8BT164pA+3YmlvfadcD4fea6833Csvoi4BT2c8tq9/RNAvkuzMb6EPTO+9lHrPQiK/j2EQcM9YhaUPUobCz7vR7091PYBPxu/wL70+gU+maq+PdQWBr2dSbo+mAPzPTyyiz3ptwC/YRORPSEXwD5DuyK+tsIcPlZbob24L5y927+qvmfSbb4cc549sG9ePjyyZrxnrh2+OUXsvGlRkj0uwkQ+pws5PnimUr5pBsE+Dr4svZBgdT1VXra+Q85UPFxdCz32ORa7YRw+PQveAL77Ijq+1iotPtYN1TrT41S+xaY1vpoI1D1Onzo+1CvOPleJmzwhxW2+QDCjPHBaebz/LwQ+Mo08vuISlLzAp9C9qNkxvf0Gz70XkY0+XOGlPs5nKr7R9w+8RH62vutpF7559xe+lt17PpL6vr3b4vg8QLSZvT1ykj6B/t08PLeHvulFpb7O2ky+eN04vBq5V77IxBY+U51iPnI+qz6+mqO8owVevutc0r1G5rO9EBsSvicCbL4M4og+KbG9PbR10r4mF+Q9Ty3APO6JXr4i/rc9do4tPjUmkL4dj2m7gn4/vuKqAb+YOoU9TeZgvU97A71k/Zw5EUZBvvXLEr7jysO9tBG5PbXHbj59teM8MnjeveSzkr4vsgG+o5l8PbzFkz0Cy12+LjZavpLEcj56SAq+MuqhvtWAxr74jjo+IJaPvbZd970jsm2+3jQAv7CI7z32NLY9vqCqPlPogj5b6JK8P6GVvnwv6T0bi229zduJPf22V73vi1i+bpeDvIUKeD3VoWc+nzuVPIJ0eb5bCJM9COq4PKIyOT4YBLU9aM94vuTMR77pYT8+UU94PZHTgL55mne9JVSWvbeW+70+o6U95qF/PRH+bL5pZqQ9scu/Pg8ktr1XApe+BVy4PTkHfD6rcpC+hzY5PTGHpD4LMh0+HalKvr5luL2EwSs+G6iMPldkUT5k3Ee+2KMkPqGbrz4Qxkq+ixkRvmpHZD0AQGy9v7J4Pqq1mz52fFc8ZgsovJyyy7w773i+ihkDvpKFqL46Rus+pqNXu9zlAD5Mlrq9XHp3PEMOhT7MS8A8vgiEPmRIzTyKz7I+lCCLPAqxOz6Mqts9qwbju99KKT5krLY9CdkaPmNNLj5QvVs8VyzbvQRjZD0bF1u+QNdwveqYKb7XHcy9qGVLvmKECT7aGh09UetnPQEEWD33i7C+4LXRPtevEz5CF8Y9q3XtPQl7nTxIhAq+dbxRvi2MtLy5Jmg919ydPiel/z2kpng9xK2pvs6jg75BD0c9v0XxPar/aT7gp788CHM2O+oUvb2d3jQ+oKuBPjzBerxAEWw+X4+7vYuVDD3sjmW+X2EDvd4UJz5zBqc+vZDfvCDvBD6OaEE9lN2PPME9hT5PgQC9SXqivn0iir0RCZu+ir66PQyYlL62qk086xQKPDRDtb0XryA+ut8mPgX64T2qr8w7W3CdPVEjhD6BPDs+gHXXPhYypb5UDaQ9kNN3vnTVkT6ZJKI7CoYjPfgSq72zuVA+6AgfvTOkJD1GPHs92Q4XvlqjC76xkXu+JA3RvS4/DL5s4aI+8gXVu3An6z4jwoW9L22Hvtk6ET5lGsA9sNW3vm1EAz5Vyk0+/aWKvpTMcr5su2S+YOVjvrQQKz1DA7k+Ji4Bvi/xjT5O/1s+yFnYvGbePb4MdSW9HuqbvWg55b0R3lW9IiVFPnNUfz6QN08+b5qmPqEhpz7kPe69F07MvVW0Y74PyLO+WfeFPlNrKzxnFKA+WoEUPsNRLj2Upgc9JgeRvXhVTT2A5589ohccPVYO2b0VQoW+1LaBPbfoQL7bxKs8m4xIvjjcGT4tW50+YoMBvq3KhzzIZxc+HS/3Pdybsj1nDgq+HrPIPiR59romf0e+u2+nOs5zoLw/7Jw8OQnmPGIw/7uNSY696GUnu3meAr0iFV++IIuCPlGdiT4vSpW+l5otPRKLxbzKyHS9/rz1vaLHFDxEsq2+nFo8O3QDtzxK6pQ+bpesPQoNGb5Vuo4+TJSMPHLjBT7lzte9aN76u8EGzD3h4W0+vgGXvfSlZz6o/5i9wvQZPLEjgj3LtYk+pa5TPp/Eqz0YG8S9dBAKP4o/5737M7a9SuyXPrZ7UbsM/yK99re8Pcynzrx0GXC+F5GzvS5wbr76yg0+nUuiPcThnbyfCSU+kW9HvUc+bL6dco++fReSvt0oFb7kAEi+KxHKvEFnnz7UmVO9AOnlvUIEZ73wL5k+WCOuvp67Er0oRFy+Cw0UPpXoUr7w+Gu+cvpzO4O3cD4A2Bw9kr9hPup8K71Mkpa96jSaPcmMCj5whyo+hMaDvrTPiLuyn7i8TktEPYPxMz4xoay8wW27vY89Fb3iOqg9pGBovdUgKr6AbUC8CD4TPbGfSjwzicM8IWqUvcKQ0r2su7E9hCH3vLMUlD1q0wQ+ZwwqPVohOb5fTSA9vYNQvqHKYL6PHnO+NA1NPn8Yoz0moyW+FGSUPqakKr6S1uU8wa+qPaWhKD6l/bW9znGePpDEnL41oVg9ftVgPlQEvj7hdtU7ZCahPoD/nL0jGsG7d4QjvuEAqb7W0pk9UZnsvV/5i76rcny+8U5aPoiAG73iZhS+iqPHPcT5ur3Tf52+WhD/vdsXwb2+MhO9YZcIv8sotT0bHri9CzqQvjqVUz5Wzhm9fAgFvJxJwb184ZI9wpvcPShBdT4JU8C9XZ05vtB5DT2XFAa9IbBcvSjtHz776VC+5chIvv55sT19rtC9KzgUvo6pZz5kqL09lKNJvNT8h72pSJQ+PbqiPA2Irb684X4978EPPTzQxb5lU6O9v2otPhkMnD4zFCo92PdgPI1vJb2+nUm+qvm8vi3DLT7Khf28t7sLvTI4Yz0unVG9fI83PnxvLr7lk548ljs9vXAxqr6/+V0+iuEbPoz7vz1m9uu+nEqfvSuddj64n4a+tuBgPkEwHr7imL8946xaPknZfD5N5CS9JsD9PTFpLL5gvm89qt5RvqP3Cr6KGbK+9gAwPtJm7b0xYgI+4BR1vvj9nj79WZK9knETvjkPiD2fwh4+r6PpPhlPvL3NJJe94OQCvvdNsjzSshk+OmcZPbjb0r0dS/a8q/h2Pjiabj7kG1i+TC6tvmzplz0tqDM9PKjqvfxQ7b0fysk7nAerPutZQD3Re1490Nw2vlrN275OYnA9egjRPSP+6L3BI569o45svvxqhb4e5UC8XGiLvhZQKb66JZ69Xcc7vYqs6T2qcjG+zzkIPCUd8D4ed5G9xrADPRcIgj29yqS6ZcVHPRLgUD2la428Si+Gu+JNt75RtkC+eF4zPr0e3z0IMX09sE0NPjE6Ir7sjoA9s4tyPoBqAb5Uz3s+IiXEPjyUkT7UMZe+/nePvo9Djb3WpLI9KfDkvcOnWr7F9xM+GnqfvpS8dT0BeZS9qJ0sPd5Wg75taYG+1WiOPs3csz33Lqw9bd+yvZ5QFD4pKBC+T52NPuy2hD60PGe+q1wavhLqRb5lEcE+oMcVPEutUL6UHwu9bpuxPTsaOr5U21k8W6VEvmYVzbz02I0+oSTkvQDzDL9zzN07AviDvpDrOL659w29FxqZPgbETT5VgjQ+aCZevTbiiL5zmla9i8sivrBlhL6Q5Ro+xtKyPY+Avb6lf3w+dV6kPqNYCL60VG68FhYTvl5CiT1Hbji+lW87PiX9hD6/Fnu903LCOoodhb5d5S2+Dm+NvqhoxL6sM6e9xFEWPm27Lrzcz8g+Lh0oPu4/AL1VcS++N5rcPqhB8j1ElT++FnSmvVMfWL3MBYU+UYaave8QIr7o8Li9N3pmPgJefL43RC4/r0rAvkm0YD191c098u9kPAOkY7xLalw+cA8avmjKeT4bqwi+VOMMvrxKKD76I2O9nxs3PrQbSj22HYc+q7MZvnEZED2oZ8y+5BNnPPSwqD5WhQg9buO5PKKt1D69qD8+SOuMPUCovz43dBU+UwM8PaoVOT6ehPa6Mf/pvddG0TseYHs+BAQFvmPgVD6/IVi+kjLyurpG9j1M7zi+l03kvajYgr6gJ4c8hEm1PZKfSj5PqsG+20qEPYLbsr39198814QDvZjyhr2ebi6+wswgO1pTHL6jFX0++fe+vUediT5pFIK9KTOqPT/6BL/yUok+p+AdvnbcQL5KuOC9wK8uPtzsGz7Wr5++hBiFPewKODxOCEK9tbYVvgzcyTyvoJ2+VxMavb3jmT4b5II9xX/vvmDMiL05fA2+VPA9vskjAD5223k+8LC0ve3fWT5Gf6U9MTmyvOSIDz7DLom8WMLVOY+5tj2j3xS+zp3rPGMNxj71im4+gClmvPO0aDyskIW+AMQfvnEhUj7/O44+LbTavkv2tD2Qp7O+wuaTvt52sr0+QdO95VNEvklWpTx83Om9t99AvUVIA720ySq+poI8Pn5qD75HmW4+IlvmvSHO0Lx+Lhc8Lyr1PfMCej6RiWQ9P/U3vlKyHj371nE+l2LmOhE2bL48KcE9q7+GvoDugz6I+cy9FiwpvbeCMbzfGim+nVoivQ4u/b6PBmk+3dxoPdN6Gz7p5Y89SYtyPvpOi72QIra9aEpCvs9dqj52nJw86WWLPGdUUryUW1k+rQH9vZG4gz3tZEg+dD11vsCCFL5fp70+GOKaPdsjdr6xb0K+F72avsvpVr2snxe+5fJVvQMm4742tx6+Y2k3PuNyQj1u5h0+HS0OPQkbG74FMVM+f4LUvcm8EL73rNe7qOg3PpI0qb64tnc989TGvGqlMj7sXXI+RRLLPUQ++r0WAeq8iHgXPibCfL0umpG+LEuLvnP7k73GkYo+tJnXvvtmHD25ISu+MAhNvcZ9Xz5bJ629JXwVvgF+kD7LVzG8LzjNPI9FLL7zY0+8mPBiPpEERj3e6xK+ZFG4Ph8kLr1q/jS+4vsFvpFu6j3ChRy+1wSzO/Uq9z2YVEW9W1iLvtzoiz3K5Qq+NSynPsf7BTySvZY+zOdJvhjeuj12r9q+BJKUPJmhVD5nLjI++TEBPkQVgz5h4oW+1uxfvppcuL0VCr09kKhjvgnL4b2vIGy+C0DYPQ6QuryEuFu9hWgKPrEPlr69J0o+Ju/jPbYIpb3swGy+VKqBvsjP2j0QrI0+4cLtvTF1nD7F0jA9GgPivFNgBj0msTY+q4ZjPoUSZT4u7HC+OVZXPLqYUb73ja0+N9IRPYivDr6RrZ8++9jWvdrCqz7cfXW85HyZPsadTz17VXY9K52LPpU5P70c03M+x8KJPj+T6L1UP3e8AG6cPMh60D39sGA+EnGTvTlKe77YEIu+N6d6PTovTb6iZmW9E94SPqMdZ75iWCk+NNe2PgjXAb1Atus92NF5vZw+ML6Prfg9eNjxPKn+Aj6huX69kOuHvcMuHr71Vq287mFwvrCthz1O0pE+jl4HPjZyDL3P+p6+/3Qkvq1qsLsqjBe+LylfPF+ZFr6D8dw90llDvCgKR70gxwo+VuWDvuKXTT7fHBQ+qugOPiSmDz7eNFu+k+2JvcxrvL0zED0+UGqIvWY0Pb4CDSA++58rvUub3L4Ml5C+RYwFvtSzPb4gf3Y9sC6ePX+tbz0YEIK+zYF6vAScnD5w/Hc5Z4X9vaX+dT7IUbg+BvCbvpYfqr7TI9y9JGFYPnwXcz5oe969fx2mPDe1L75s2c67GaJlPGqTC741SKM9ZvVcvpHs2r7cJ22+p0h0PoSRYD6/uoA+XbN2PqutrL1X8lY99TIJvuTUij5ARaG94T+CPNCHQD61xKW9voWUvuzZfL4QYTs9GYhNvULnFrwCvOq8G8Q3PQ0+sb39KJC99UvCPirQMz68L4Y+RI7/vX516r23rws+54VSPk5tLT4m2Lc+nGx+PYtuX71Vmia+On+7vStxBD5Vkhq+BuFNPlSmqL7E9Sk9fWAavc30mj6uVj0+tWy/vPuK6j4kuAI+4AHLvZe+lL3w9sq+ReKtPq8dEr1NWWq+T3fIPhxm2zyOxFe+4wGCPdpKRTyUL9i9797yvG5gU74CpdS9freZPcXrE7z1xaU+e1wgPhW4wb3SvO+91HsOviPjhr4Cvi48Bb+nPZ4v5r2h0C0+OYCFvEb8QD2ZJDo+b8jxPTQjUL3sllw+iIqzPXE5izweu4A9nWchPr9+8r6KA5k+rtcOvuoNqr57vwi9LrzpvToDLr5acK8+hlN2vsiHlb2vd1G9inxnviow2b16A8i9THwnvRGIXb2w1N299iVlPc8h9r0Y2AU82LBaPhjOIb4L8NA+mHghvJ32xD3/7Ik+ZPOIPSvGBz4X1wq/naIYvjH3WT2sOEY+DJ56PorrDD4GQ5O80JKVPSKyWz4E8B69fmMFvOzQIz6QV8K9At1zPe8Wob6UD7c9HmkRvmAynr6/iUo+q4VMPtf6Mr3UBHu9uBxKvm14Jr5tEAQ8VGssPscG5b0pI4U97yM/PLEJ+r1WA7C9cSkUPUDOxz6Tlmg+QAy2vNeL47y9kC49CFlRPu4KiL6tE40+XqONviVVB76Gp6E9/TWJvmfseD3H3j8+J9hDPvgXfb1aZk69P2lEPTyVlz0VyNK+ZGFvvgYC5TwI7IC+wKF2Pmv1PL7a7bY8dOg6vrpMrL6NHmC+uY8NPmR+BL5x1xI+UNuPvWyHob4CJGq+/MObPHfcM75owgg+CQg+PgkUEb5hei4952fNPYnu1L4n5Uy+9VLDvLT3DD7oZJE8n2WePt9m4T4C+5++Mk3HvvW38r0rKoa+40Kavfycij7PiIQ9yydjPh7nAjqm2Zc9+QJJPgEXAT57JBu+x8tGPg0lSb5ioRQ+7SbEPez1kT5hps88x1muPptl7r0Kx6g+rDVdPnlt0b7o4Je9RyC2vO5JLj4dabo+o408PnlaRD0+loO85WJVvQxkfr4lJA4+wmohvAzczz3wWN497FshurFutzttYUY9y1BqPmNwBb7KEO2+WP0fPeliHT6UUDO+FXzEPeFu47348Ey8mk23vA7ULT5qsam76PNfPmxEX70bQ9m9hZgRvr1Aor7GCxo9GZOmvgi56L2bVJ6+yTTpPGW3B75ObLg925H3vc9WvL0Wn9U95TE4vSbK/7sWwUm+r/iBPri0rb7x8zA+Adr1vVd1Iz3qv2y+jfPyvN01W77QGgs9g+1NvoAy5b0W7oQ+JDeTPA8Bj76Ph9q9AUurPgWORr5qNLi+/0ezPKqpjT2apLC9xsMUvlbDoLslLFe+XvQaPn0V3z2Hz4y9cW0vvubSjL1GL8o9XX/yPcUXl76+ABC+NhSpPtU+eT4+xCW+CMEpvtBxP75Y2fU8KzG+PUA3+D1iUd69P0uBPhvR9zw7KBQ+6eixPi0Jq7xt8am9ClsKPvh3mj6FXMy8WFPIO8M8Kj6xXRW9E9FtPTUJr74jL2a++9hqvtobP76vFp6+TljbO3CJlb3+KUG91xn3vN7aIzrimqQ97tkCPkfWUb6F9i4+fJGDOdusAj061Qm+Xm1dvoGmM74VtUu9F3kDvpoXKD3e0wA+/umjvAtVNb7yAti8GJLRvR/CJr4HTnQ8g4oIPhPvir0q6um8iGIBvWSK4r2eql2+PFpkvpXdAL71eSi+MeklvliSrT55Ica8Zk/RvfUH1b7wNFY+vcsdvuHagj24MzG8xBBEPoZZuj7fRkq+zIN3vuhtWz4eAEa+Oqo9PBz3sL0Iens+SUajPuNrozxgsYe7RWkXvuWJJT5MpoS9+M+Du7XE9b2DPLa8OEElPj92jz3/1Jq96sKKvCxxiD7eZik+d4dvPlUVhr7pC1g+nKVuvXiOOr66wLa+4gSLPjs1iryyi+k91iGrPp3WUzyUsXs9CvSKvLmOND3iCKG9uk5xvMr8273lAt09vxscPpgQ4D3X2+I85fSwPTZIrD6sQsm84ToRPnDVVj7FHI8+P5RMPkzw7zzYvAG9wPOIvhvXQL6Nnqc9AnDcu0ZKEjxv3Qi+U03+vd2Bsr2iBNA9ut1BvhKa0r6itNG9kFyUvgtWRr6/Vqk9cvqyPn5jB71ajge+LTg8vl4rHj4B1Jy8w+GevXnkg7uCxbg8gccLvsjT273QxFQ+RJmsvnxLaD4L7Qs+LveNvR6HNr7Ry5Y92cemvl0p/r00TM489mmFvjK/tr6ATes+F91VPrr31rx5Aw6+FRR8PitfGT4yFqA+g1OIvWBDP70rEly7LW4dPvtFAb77GJS9msDavcr1+j3XUVG+gNspvg6JvDzpiYq9PG+zvg3ver2XtgW9m10cPq6p571xe4M9NX2Zu49mTb3uVhS972URPkbAhTspGzM+iHWiPr1FJ721x8O+WsfkvQafnL2g2oc+MuihvdDHsr1xIF68bf/YvbUFV75BuAC+noJxvsPUG75Syzg+OxjQvUy3ej3oXqU8azCWvUtQyb3UfjK+SaoDPvgjR75VvIQ+7MfwvmwuNj66CJQ+jxY7vsr1fT0maZE8N8LQvIPGAr57B1A+zh4APu/9Zj6sUjc+KoUcvdOJ/b1jtOE7LloJvl6lhTzF1lk+kgpuvfKbJD2DCzc+75JXvZYtLr79iD+85FrYPaAD9z1ndF4+uAdeuv9OLL4rM5i9JCMFvXL/zj1AtZA+8MkpPheGpj74t8E9MnYnPmhjkr7S+p29xh1bvq9ynjz2nRk9nXLIvXLZgb1YTdu9I/DovGHfoj4SOZg+V8yLPdzlfj571Yw+nlowvf8d1LyNe4u6ogUSvgG7uL6VIOq9TR7HPvBOjz1hZ8U+H/r6vTxIYr2NL/o7PV22vgkrmz3MgTg9wjpTPdyd5z2MsqU+yYEbvvWhLD6vMAi+RMJdvkupqj1UPK48v8daPiILlLtBZHm+AmpwvngXrD1lFWw7425Dvl6qLj7Vgo0+j5gbPqKS9Dy4EY09B531vcdTHT4RpC0+DkClvdquez7SlI++KEDkven4ID6pL6q9tkfUvJjMvTyfsL09/KT+PGIwWz7Q7NK8Su83PT3YLL2Hgxa+k9P2vVbEW72IjgC+PRezvr4eC77I3BU9ZU9jvrz0CT5sJNE9bN0pvZyETb5/+BS9iR8XPt4Z+j4qLIS9uLh6voFsjz3NHvS9/QMZvdpRlT4Bgkw+gsrkPViyQL2kcLq9BgkOPt46IT4d3Na8UG2JvUU+0Txe3p29RVhePPdvKr6+oqI+JEOPPvbrxz2ky1o+mm/EPsRte77VD+S9edsZPGRAyL2HPOa+CMajvmapHjy8iSk8/7GDvqwbdz7MN4Q+VvuGPuqUGj66qSg+qZ8nvv9Gq7wBXrI94f0pvm0apz1tbDo7hboyPI6DGT6zVLk9Hbibvm+YJb4qiwEIIBABQgJiMUqAAZHsAD6O3nU9YChDvvB5271bM5A+wOL+vc70KL4Ktr+9Z30OPYrwjT2iFIi+f+VzvZzJaj5ya1i+nRM1viH0UD5WKHy+aNeHPR1W2L5sbD+7MJwkOw6WDr2XUx++XkA5Pq4s7juqHwG9ny0Uvgq7w703vIM9rW1iPgngoj6LdEc+Ko0DCAMIIBABQgJ3MkqAA6g3az0KsqO+LDDXvii95T2CUXE9Hk9kvpy0UTz8h2M9XO97PctPmz3s1vc8ZzG2vFHbRz5CpTC+34pjPWtyBr2SzdS9kvtEv5xnOb7wfZ0+gI+aPbInhb2kgxe+3FH/PRmvG72dK8698FSmvTey6D3ybSo+FiJOPRiyJ76qG2w+IHLQPr0z47275A6/8+mmvg/VZL3hLmK+pBugveC+w77S8me9xTN0vbnhRz2Nk5q9ZvRaPdD9BD50t0A+R3lNPu6PmjwPjvs8ygbOvqftrD6dyw8+RJq5vaCsw71yJOk987k5PnDHxjv/Vu698QoVPffx6j6lY/09Ee+gvVBKer5Q8wQ+kQS7vmnMTT24tlk+KrK7u91yMT7zxEK+ElTnvAH4Y77Q5py+jQ6oPaSGyT5u7hk+neSyPJVNqj0OwGY9WD5SPogODj4RJ8W9FWlZPljP3z3AZeg9lOGpPhJqob7PCom+hoHrvh3C8z3a0PG9BYOZPpqfSr2VjYE+vTiOPioWCAMQAUICYjJKDPWKDr4z5tQ+M3B7PVoWCgNvYnMSDwoNCAESCQoCCAEKAwjgAWIYCgZhY3Rpb24SDgoMCAESCAoCCAEKAggDQgQKABAR", "entry_sha256": "2adf676009e67a62d332eb1e16f4a8af032a4f29fa5807982b5aa0ce239fb956", "entry_bytes": 29421, "ops": ["Gemm", "Relu"], "tried": ["Harness check: current entry vs Starter, 3,000 random-spawn matches (seeds 5,000,000+, alternating sides): 2,979 kills, 21 losses, score 0.993 (its seat reported 0.99333).", "Build without root or a C compiler: Zig from pip as cc (glibc 2.39 target, -lstdc++ mapped to the system libstdc++.so.6), libssl-dev 3.0.13 unpacked from the Ubuntu archive, OPENSSL_STATIC=1.", "Stage 1, ES from scratch vs built-ins, 150 gens: 0.549 on 400 held-out matches (0.40 on training).", "Stage 1, +~200 gens (10-minute cap hit): built-ins 0.6425 over 400; vs Starter 0.2875 over 200.", "Stage 1, +~55 gens (gens slow to ~10 s as matches ran to timeout): built-ins 0.6906 over 400 held out, 0.6934 over 800 as final; Starter 0.238 over 3000; current 0.001 over 1000. Gate (95%) never reached."], "next": "Give this method more than one CPU core, or put the opponents in Rust: the current rule as ONNX runs at ~8 matches/s on one core and is the bottleneck. ES from random init on one core does not reach the 95% built-in gate in 90 minutes. Start from Starter's weights or behaviour-clone the current rule before running the curriculum, and add a kill bonus, because the policy learned to win on HP rather than by kills."}