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| { | |
| "task_id": "medium_05", | |
| "version": "1.0.0", | |
| "created_at": "2026-03-11", | |
| "metadata": { | |
| "domain": "credit_card_optimization", | |
| "difficulty": "medium", | |
| "task_number": 5, | |
| "complexity_hint": { | |
| "max_tokens": 6000, | |
| "expected_output": "multi-card strategy with 2-year timeline and EV breakdown" | |
| }, | |
| "requires_human_review": true | |
| }, | |
| "prompt": { | |
| "system": "", | |
| "user": "You are a financial advisor tasked with building the following user\u2019s credit card strategy for the next 2 years in order to maximize the user\u2019s expected value while staying within their constraints, assuming all offers stay constant.\n\nUser profile:\n\n* Age 38, income $160k, excellent credit \n* Monthly spending: $6,000 total \u2014 $2,200 travel (flights/hotels, 8\u201310 domestic trips/year, values lounge access at $30 a visit and goes once per trip, $1,800 dining/groceries, $800 online shopping, $500 rideshare, rest misc \n* Rent: $5,000, hasn\u2019t decided which Bilt housing option to choose \n* Already has 4 cards (Amex Blue Cash Preferred, Amex Gold, Capital One Venture X, Bilt Obsidian) \n* Pays in full every month \n* Goal: Maximize travel rewards \\+ lounge value over 12\u201324 months, but cap total lounge cost at $0 net (perks must offset fees) \n* Willing to have up to 5 cards\n\nWhat should the user\u2019s credit card strategy be over the next 2 years to maximize EV within these constraints?", | |
| "knowledge_base_ref": "knowledge_base.md", | |
| "kb_filter": [ | |
| "American Express Platinum", | |
| "Chase Sapphire Preferred", | |
| "Amex Blue Cash Preferred", | |
| "American Express Gold", | |
| "Capital One Venture X", | |
| "Bilt Obsidian", | |
| "Bilt Blue", | |
| "Bilt Palladium", | |
| "Chase Sapphire Reserve", | |
| "Citi Strata Elite", | |
| "Amex Green", | |
| "Capital One Venture", | |
| "Chase Freedom Unlimited", | |
| "Chase Freedom Flex", | |
| "Citi Strata Premier" | |
| ], | |
| "system_prompt_ref": "system_prompt_template.md" | |
| }, | |
| "scoring": { | |
| "dimensions": { | |
| "constraint_compliance": { | |
| "weight": 0.3, | |
| "type": "automated", | |
| "description": "Hard rule checks: velocity limits, eligibility, user constraints", | |
| "checks": { | |
| "velocity_rules": null, | |
| "eligibility_rules": null, | |
| "user_constraints": null, | |
| "expected_cards": [ | |
| "American Express Platinum", | |
| "Chase Sapphire Preferred" | |
| ], | |
| "expected_housing_option": "flexible_bilt_cash", | |
| "key_constraints_flags": [ | |
| "cancel_existing_card", | |
| "housing_option_choice", | |
| "lounge_valuation", | |
| "5_card_limit" | |
| ] | |
| }, | |
| "hard_constraint": false | |
| }, | |
| "ev_accuracy": { | |
| "weight": 0.4, | |
| "type": "automated", | |
| "description": "EV calculation accuracy vs. reference solution", | |
| "reference": { | |
| "reference_ev_usd": 14966.0, | |
| "ev_tolerance_pct": 0.05 | |
| } | |
| }, | |
| "reasoning_quality": { | |
| "weight": 0.2, | |
| "type": "human", | |
| "description": "Quality of tradeoff articulation and strategic reasoning (0-3 scale)", | |
| "rubric": { | |
| "0": "No reasoning or incorrect reasoning", | |
| "1": "Surface-level reasoning, misses key tradeoffs", | |
| "2": "Correct tradeoffs identified with clear justification", | |
| "3": "Expert-level nuance including edge cases and constraint interactions" | |
| }, | |
| "score": null | |
| }, | |
| "constraint_prioritization": { | |
| "weight": 0.1, | |
| "type": "human", | |
| "description": "Correct handling of ambiguity and conflicting constraints", | |
| "score": null | |
| } | |
| }, | |
| "passing_threshold": 0.6, | |
| "hard_constraint_failure_zeroes_dimension": true | |
| }, | |
| "reference_solution": { | |
| "_status": "EXPERT_REVIEWED", | |
| "recommended_cards": [ | |
| "American Express Platinum", | |
| "Chase Sapphire Preferred" | |
| ], | |
| "total_ev_usd": 14966.0, | |
| "ev_breakdown": { | |
| "signup_bonuses_usd": 3137.5, | |
| "ongoing_rewards_usd": 10318.5, | |
| "credits_usd": 4470.0, | |
| "annual_fees_usd": -2960.0, | |
| "other_usd": 0.0 | |
| }, | |
| "housing_option": "flexible_bilt_cash", | |
| "key_constraints_flags": [ | |
| "cancel_existing_card", | |
| "housing_option_choice", | |
| "lounge_valuation", | |
| "5_card_limit" | |
| ], | |
| "expert_notes": "Cancel Amex Gold. Choose flexible Bilt Cash for rent. Get Amex Platinum (80k bonus, 8k spend in 6mo), then CSP (75k bonus, 5k in 3mo). Months 1-3: bonus hunting. Month 4+: Amex Plat 5x flights ($1,100), Blue Cash Pref 6% grocery ($900), Bilt 3.3x blended on rest ($4,000-4,900). Amex credits $3,500 (resy/uber/hotel/streaming/airline). Cap1 credits $970. Total ongoing spend earn $10,318.50. Fees include Amex Plat + VX + CSP + Bilt." | |
| } | |
| } | |