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{\"alpha\": 0.7, \"beta\": 0.5}}","description":"here 0.6 -> 1.0"},{"iter":47,"status":"discard","ndcg@10":0.5522,"ndcg_cold":0.2661,"recall@10":0.7004,"coverage":1.0,"delta":-0.0068,"p_improve":0.0,"config":"{\"blend\": {\"cross\": 0.2, \"geo\": 0.6, \"here\": 0.6, \"local\": 0.6, \"repeat\": 2.0, \"seq\": 0.0}, \"model\": \"rp3beta\", \"params\": {\"alpha\": 0.7, \"beta\": 0.75}}","description":"beta 0.5 -> 0.75"},{"iter":48,"status":"discard","ndcg@10":0.5575,"ndcg_cold":0.2766,"recall@10":0.7087,"coverage":1.0,"delta":-0.0015,"p_improve":0.18,"config":"{\"blend\": {\"cross\": 0.2, \"geo\": 0.6, \"here\": 0.6, \"local\": 0.6, \"repeat\": 2.0, \"seq\": 0.0}, \"model\": \"rp3beta\", \"params\": {\"alpha\": 0.7, \"beta\": 0.38}}","description":"beta 0.5 -> 0.38"},{"iter":49,"status":"discard","ndcg@10":0.5564,"ndcg_cold":0.2752,"recall@10":0.7046,"coverage":1.0,"delta":-0.0026,"p_improve":0.01,"config":"{\"blend\": {\"cross\": 0.2, \"geo\": 0.6, \"here\": 0.6, \"local\": 0.6, \"repeat\": 2.0, \"seq\": 0.0}, \"model\": \"rp3beta\", \"params\": {\"alpha\": 0.7, \"beta\": 0.6}}","description":"beta 0.5 -> 0.6"}],"report":"# Autonomous Experimenter report\n\nNext Mart venue (bodega, deli, pharmacy, convenience store) for each user with 2+ such visits, using their Food, Mart, and Shops check-ins (Foursquare NYC, public). Loop decisions used each user's second-to-last Mart visit; the numbers below are one final run on the last visit, which the loop never saw.\n\n## Result\n\n| | config | NDCG@10 | NDCG@10, cold users | Recall@10 | Mart coverage |\n|---|---|---|---|---|---|\n| baseline | `{\"blend\": {\"cross\": 0.0, \"geo\": 0.0, \"here\": 0.0, \"local\": 0.0, \"repeat\": 0.0, \"seq\": 0.0}, \"model\": \"pop\", \"params\": {}}` | 0.0740 | 0.1429 | 0.1512 | 1.4% |\n| winner | `{\"blend\": {\"cross\": 0.2, \"geo\": 0.6, \"here\": 0.6, \"local\": 0.6, \"repeat\": 2.0, \"seq\": 0.0}, \"model\": \"rp3beta\", \"params\": {\"alpha\": 0.7, \"beta\": 0.5}}` | 0.5725 | 0.3573 | 0.7337 | 100.0% |\n\nLift: +674.0% NDCG@10 overall (+149.9% for the 118 cold users with at most one earlier Mart visit). Delta 95% CI +0.4644..+0.5343; P(delta>0) = 1.000 (paired bootstrap over 721 users).\nExperiments: 50 run, 3 kept, 46 discarded.\n\n## Conclusion\n\nThe loop replaced the popularity baseline with **rp3beta** plus the cross, geo, here, local, repeat signal(s), lifting held-out NDCG@10 by +674.0% (0.0740 -> 0.5725); the 95% CI of the delta excludes zero. Cold users changed by +149.9%. Check-ins are visits, not deliveries, so treat this as evidence about which signal families matter, not an estimate for any real app. Next step on real data: a user-randomised A/B test on Mart with orders per user as the primary metric, and coverage, latency, and Food cannibalisation as guardrails.\n\n## Path of kept changes\n\n- iter 0: popularity -> val NDCG@10 0.0734 (cold 0.1232)\n- iter 1: resume from a previous best -> val NDCG@10 0.5488 (cold 0.2614)\n- iter 9: local 0.0 -> 0.6 -> val NDCG@10 0.5568 (cold 0.2748)\n- iter 21: alpha 0.8 -> 0.7 -> val NDCG@10 0.5589 (cold 0.2780)\n\n## Best validation NDCG@10 per base model\n\n| model | NDCG@10 |\n|---|---|\n| rp3beta | 0.5589 |\n| itemknn | 0.2439 |\n| ease | 0.2351 |\n| pop | 0.0734 |\n\nFull log: `results.tsv`. 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