env('DISCOVERY_QUEUE', env('RECOMMENDATIONS_QUEUE', env('VISION_QUEUE', 'default'))), // Versioned from day one for safe future migrations/experiments. 'profile_version' => env('DISCOVERY_PROFILE_VERSION', 'profile-v1'), 'event_version' => env('DISCOVERY_EVENT_VERSION', 'event-v1'), 'algo_version' => env('DISCOVERY_ALGO_VERSION', env('RECOMMENDATIONS_ALGO_VERSION', 'clip-cosine-v1')), 'cache_version' => env('DISCOVERY_CACHE_VERSION', 'cache-v1'), 'decay' => [ // Exponential half-life: score * 0.5 every N hours. 'half_life_hours' => (float) env('DISCOVERY_DECAY_HALF_LIFE_HOURS', 72), ], // Baseline event contribution weights. 'weights' => [ 'view' => (float) env('DISCOVERY_WEIGHT_VIEW', 1.0), 'click' => (float) env('DISCOVERY_WEIGHT_CLICK', 2.0), 'favorite' => (float) env('DISCOVERY_WEIGHT_FAVORITE', 4.0), 'download' => (float) env('DISCOVERY_WEIGHT_DOWNLOAD', 3.0), ], // Recommendation cache TTL in minutes (schema foundation only for now). 'cache_ttl_minutes' => (int) env('DISCOVERY_CACHE_TTL_MINUTES', 60), // Phase 8B: versioned ranking blend weights. // Blend components: w1=interest, w2=recency, w3=popularity, w4=novelty. 'ranking' => [ 'default_weights' => [ 'version' => env('DISCOVERY_RANKING_WEIGHTS_VERSION', 'rank-w-v1'), 'w1' => (float) env('DISCOVERY_RANKING_W1', 0.65), 'w2' => (float) env('DISCOVERY_RANKING_W2', 0.20), 'w3' => (float) env('DISCOVERY_RANKING_W3', 0.10), 'w4' => (float) env('DISCOVERY_RANKING_W4', 0.05), ], // Per-algo overrides for safe rollout by algo_version. 'algo_weight_sets' => [ 'clip-cosine-v1' => [ 'version' => env('DISCOVERY_RANKING_WEIGHTS_VERSION_CLIP_COSINE_V1', 'rank-w-v1'), 'w1' => (float) env('DISCOVERY_RANKING_W1_CLIP_COSINE_V1', 0.65), 'w2' => (float) env('DISCOVERY_RANKING_W2_CLIP_COSINE_V1', 0.20), 'w3' => (float) env('DISCOVERY_RANKING_W3_CLIP_COSINE_V1', 0.10), 'w4' => (float) env('DISCOVERY_RANKING_W4_CLIP_COSINE_V1', 0.05), ], 'clip-cosine-v2' => [ 'version' => env('DISCOVERY_RANKING_WEIGHTS_VERSION_CLIP_COSINE_V2', 'rank-w-v2-prod-1'), 'w1' => (float) env('DISCOVERY_RANKING_W1_CLIP_COSINE_V2', 0.52), 'w2' => (float) env('DISCOVERY_RANKING_W2_CLIP_COSINE_V2', 0.23), 'w3' => (float) env('DISCOVERY_RANKING_W3_CLIP_COSINE_V2', 0.15), 'w4' => (float) env('DISCOVERY_RANKING_W4_CLIP_COSINE_V2', 0.10), ], ], ], // Phase 8 production rollout gates (deterministic user bucketing). 'rollout' => [ 'enabled' => (bool) env('DISCOVERY_ROLLOUT_ENABLED', false), 'baseline_algo_version' => env('DISCOVERY_ROLLOUT_BASELINE_ALGO_VERSION', 'clip-cosine-v1'), 'candidate_algo_version' => env('DISCOVERY_ROLLOUT_CANDIDATE_ALGO_VERSION', 'clip-cosine-v2'), // One of: g10, g50, g100. 'active_gate' => env('DISCOVERY_ROLLOUT_ACTIVE_GATE', 'g10'), 'gates' => [ 'g10' => [ 'name' => '10%', 'percentage' => (int) env('DISCOVERY_ROLLOUT_GATE_10_PERCENT', 10), ], 'g50' => [ 'name' => '50%', 'percentage' => (int) env('DISCOVERY_ROLLOUT_GATE_50_PERCENT', 50), ], 'g100' => [ 'name' => '100%', 'percentage' => (int) env('DISCOVERY_ROLLOUT_GATE_100_PERCENT', 100), ], ], // Emergency rollback toggle: force all traffic to one algo_version. 'force_algo_version' => env('DISCOVERY_FORCE_ALGO_VERSION', ''), // Guardrails (used operationally in runbook and dashboards). 'monitoring_thresholds' => [ 'ctr_warn_drop_pct' => (float) env('DISCOVERY_ROLLOUT_WARN_CTR_DROP_PCT', 3.0), 'ctr_rollback_drop_pct' => (float) env('DISCOVERY_ROLLOUT_ROLLBACK_CTR_DROP_PCT', 5.0), 'long_dwell_warn_drop_pct' => (float) env('DISCOVERY_ROLLOUT_WARN_LONG_DWELL_DROP_PCT', 4.0), 'long_dwell_rollback_drop_pct' => (float) env('DISCOVERY_ROLLOUT_ROLLBACK_LONG_DWELL_DROP_PCT', 8.0), 'diversity_warn_concentration_rise_pct' => (float) env('DISCOVERY_ROLLOUT_WARN_DIVERSITY_CONCENTRATION_RISE_PCT', 10.0), 'diversity_rollback_concentration_rise_pct' => (float) env('DISCOVERY_ROLLOUT_ROLLBACK_DIVERSITY_CONCENTRATION_RISE_PCT', 15.0), ], ], // Offline evaluation objective weights (manual/data-driven tuning). 'evaluation' => [ 'objective_weights' => [ 'ctr' => (float) env('DISCOVERY_EVAL_WEIGHT_CTR', 0.45), 'save_rate' => (float) env('DISCOVERY_EVAL_WEIGHT_SAVE_RATE', 0.35), 'long_dwell_share' => (float) env('DISCOVERY_EVAL_WEIGHT_LONG_DWELL', 0.25), 'bounce_rate_penalty' => (float) env('DISCOVERY_EVAL_WEIGHT_BOUNCE_PENALTY', 0.15), ], // Temporary switch: keep save_rate visible but exclude it from objective score. 'save_rate_informational' => (bool) env('DISCOVERY_EVAL_SAVE_RATE_INFORMATIONAL', true), ], ];