{ "task_id": "medium_04", "version": "1.0.0", "created_at": "2026-03-11", "metadata": { "domain": "credit_card_optimization", "difficulty": "medium", "task_number": 4, "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 31, freelance income $70k\u2013$130k/year (highly variable, averages $95k), excellent credit score \n* Monthly spending: $3,500, of which $1,200 is groceries/dining, $800 marketing/software (business), $500 travel (client trips), $400 utilities, $300 debt payments (currently $8k at 18% APR from old card), rest variable/misc \n* Already has 3 cards (Amex Blue Business Plus, Chase Ink Preferred, Citi Double Cash). concerned about \"variable income making minimum spends risky\" regarding welcome offers \n* Concerned about mixing business/personal spend for tax reasons \n* Prefers no AF or \\< $95 offset easily \n* Will pay in full on new spending and new cards, but still has that aforementioned debt \n* Only willing to add 1\u20132 new cards. \n\nWhat should the user\u2019s credit card strategy be over the next 2 years given their entire situation in order to optimize EV without compromising on their concerns or constraints? Include a detailed expected value calculation for that strategy. Keep in mind credit card interest counts negatively toward EV.", "knowledge_base_ref": "knowledge_base.md", "kb_filter": [ "Chase Ink Business Unlimited", "Capital One Venture X", "Amex Blue Business Plus", "Chase Ink Business Preferred", "Citi Double Cash", "Capital One Venture X Business", "Amex Business Gold", "Chase Sapphire Preferred", "Amex Blue Cash Preferred", "Chase Freedom Unlimited", "Capital One Venture", "Amex Blue Business Cash", "Citi Strata Premier", "Wells Fargo Autograph", "Chase Ink Business 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": [ "Chase Ink Business Unlimited", "Capital One Venture X" ], "expected_housing_option": null, "key_constraints_flags": [ "debt_payoff_priority", "variable_income", "business_personal_separation", "annual_fee_preference" ] }, "hard_constraint": false }, "ev_accuracy": { "weight": 0.4, "type": "automated", "description": "EV calculation accuracy vs. reference solution", "reference": { "reference_ev_usd": 8874.06, "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": [ "Chase Ink Business Unlimited", "Capital One Venture X" ], "total_ev_usd": 8874.06, "ev_breakdown": { "signup_bonuses_usd": 2925.0, "ongoing_rewards_usd": 3841.2, "credits_usd": 970.0, "annual_fees_usd": -980.0, "other_usd": 2117.86 }, "housing_option": null, "key_constraints_flags": [ "debt_payoff_priority", "variable_income", "business_personal_separation", "annual_fee_preference" ], "expert_notes": "Pay off $8k debt ASAP (~2 months), saving $2,293.44 in future interest (only $175.58 accrued). Apply for Ink Business Unlimited ($1,700/mo biz spend, prepay to hit $6k bonus) and Venture X ($1,500/mo personal). Spending: VX for dining/grocery/misc, Ink Preferred 3x for marketing/travel/utilities. Other_usd includes $2,293.44 interest saved minus $175.58 interest paid = $2,117.86 net." } }