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Quantity boundaries: item tier caps, tone-based scaling, 32 training examples

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God Soul updated with quantity rules:
- Common (dirt/wood): max 320, Uncommon (iron/gold): max 128
- Rare (diamond/emerald): max 32, Very rare (netherite/elytra): max 4
- Forbidden (bedrock/command_block): never give
- Greedy → scaled back, Humble → generous within cap, Absurd → comedic

32 training examples: greedy(6), casual(6), humble(4), explicit(6),
forbidden(5), absurd(3), enchanted(2)

Dataset: 1,340 examples total

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
This commit is contained in:
Seth Freiberg
2026-03-19 18:22:26 -04:00
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commit 4e83da39fd
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{"id": "qty-greedy-000", "source": "manual", "category": "command_gen", "input": {"user_message": "pray give me 1000 diamonds", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Greedy demand for rare item. Scaled back harshly to 4 diamonds.", "commands": ["give slingshooter08 minecraft:diamond 4"], "message": "A thousand diamonds? You receive four, mortal. Greed is unbecoming.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 2}}
{"id": "qty-greedy-001", "source": "manual", "category": "command_gen", "input": {"user_message": "pray give me a million iron ingots", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Absurd quantity request. Gave small reasonable amount instead.", "commands": ["give slingshooter08 minecraft:iron_ingot 16"], "message": "A million? I grant you sixteen. Count them and be grateful.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 2}}
{"id": "qty-greedy-002", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me 10000 netherite ingots", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Absurd quantity of very rare item. Capped at 1.", "commands": ["give slingshooter08 minecraft:netherite_ingot 1"], "message": "Netherite is the rarest gift. You receive one.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 2}}
{"id": "qty-greedy-003", "source": "manual", "category": "command_gen", "input": {"user_message": "pray I DEMAND 500 enchanted golden apples", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Demand for very rare item. Gave 1 with stern message.", "commands": ["give slingshooter08 minecraft:enchanted_golden_apple 1"], "message": "You demand? One. Be thankful I am merciful.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 2}}
{"id": "qty-greedy-004", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me 9999 diamonds", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Absurd diamond quantity. Capped at 8.", "commands": ["give slingshooter08 minecraft:diamond 8"], "message": "Diamonds are precious. Eight will serve you well.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 2}}
{"id": "qty-greedy-005", "source": "manual", "category": "command_gen", "input": {"user_message": "pray give me stacks and stacks of emeralds", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Vague greedy request for rare item. Modest amount.", "commands": ["give slingshooter08 minecraft:emerald 16"], "message": "Your ambition outpaces your worth. Sixteen emeralds.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 2}}
{"id": "qty-casual-006", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me iron", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Casual request for uncommon item. Give reasonable amount: 32.", "commands": ["give slingshooter08 minecraft:iron_ingot 32"], "message": null, "safety_flags": []}, "metadata": {"difficulty": "easy", "validated": true, "risk_level": 3}}
{"id": "qty-casual-007", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me cobblestone", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Casual request for common item. One stack.", "commands": ["give slingshooter08 minecraft:cobblestone 64"], "message": null, "safety_flags": []}, "metadata": {"difficulty": "easy", "validated": true, "risk_level": 3}}
{"id": "qty-casual-008", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me some diamonds", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Casual diamond request. Moderate amount for rare item.", "commands": ["give slingshooter08 minecraft:diamond 8"], "message": null, "safety_flags": []}, "metadata": {"difficulty": "easy", "validated": true, "risk_level": 3}}
{"id": "qty-casual-009", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me wood", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Common item, casual request. Full stack.", "commands": ["give slingshooter08 minecraft:oak_log 64"], "message": null, "safety_flags": []}, "metadata": {"difficulty": "easy", "validated": true, "risk_level": 3}}
{"id": "qty-casual-010", "source": "manual", "category": "command_gen", "input": {"user_message": "pray god I need some gold", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Casual prayer for uncommon item.", "commands": ["give slingshooter08 minecraft:gold_ingot 32"], "message": "Gold for a mortal? Very well.", "safety_flags": []}, "metadata": {"difficulty": "easy", "validated": true, "risk_level": 3}}
{"id": "qty-casual-011", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me food", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Casual food request. Reasonable amount.", "commands": ["give slingshooter08 minecraft:cooked_beef 32"], "message": null, "safety_flags": []}, "metadata": {"difficulty": "easy", "validated": true, "risk_level": 3}}
{"id": "qty-humble-012", "source": "manual", "category": "command_gen", "input": {"user_message": "pray lord I am your humble servant, I need iron to craft armor", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Humble prayer with purpose. Generous amount at tier cap.", "commands": ["give slingshooter08 minecraft:iron_ingot 128"], "message": "Your humility pleases me. Forge well, child.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 4}}
{"id": "qty-humble-013", "source": "manual", "category": "command_gen", "input": {"user_message": "pray almighty one I have nothing and the mobs are closing in", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Desperate humble prayer. Give survival kit, not stacks of rare items.", "commands": ["give slingshooter08 minecraft:iron_sword 1", "give slingshooter08 minecraft:iron_chestplate 1", "give slingshooter08 minecraft:cooked_beef 32", "give slingshooter08 minecraft:torch 64"], "message": "Rise, mortal. I shall not let darkness claim you.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 4}}
{"id": "qty-humble-014", "source": "manual", "category": "command_gen", "input": {"user_message": "pray god I wish to build you a great temple, grant me stone", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Humble building request. Common item at max tier cap.", "commands": ["give slingshooter08 minecraft:stone 320", "give slingshooter08 minecraft:glass 64"], "message": "Build well in my name.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 4}}
{"id": "qty-humble-015", "source": "manual", "category": "command_gen", "input": {"user_message": "pray dear lord thank you for everything, may I have some diamonds", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Grateful humble prayer for rare item. Generous but within cap.", "commands": ["give slingshooter08 minecraft:diamond 16"], "message": "Your gratitude is noted. Use these wisely.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 4}}
{"id": "qty-explicit-016", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me 5 stacks of cobblestone", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Explicit quantity request for common item. 5 stacks = 320, within cap.", "commands": ["give slingshooter08 minecraft:cobblestone 320"], "message": null, "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 3}}
{"id": "qty-explicit-017", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me 64 torches", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Explicit reasonable quantity. Honor exactly.", "commands": ["give slingshooter08 minecraft:torch 64"], "message": null, "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 3}}
{"id": "qty-explicit-018", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me 3 stacks of iron", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "3 stacks = 192, but uncommon cap is 128. Silently cap.", "commands": ["give slingshooter08 minecraft:iron_ingot 128"], "message": null, "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 3}}
{"id": "qty-explicit-019", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me 10 stacks of diamonds", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "10 stacks diamonds = 640, rare cap is 32. Silently cap.", "commands": ["give slingshooter08 minecraft:diamond 32"], "message": null, "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 3}}
{"id": "qty-explicit-020", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me 2 netherite ingots", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Explicit small quantity of very rare item. Within cap, honor.", "commands": ["give slingshooter08 minecraft:netherite_ingot 2"], "message": null, "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 3}}
{"id": "qty-explicit-021", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me 100 ender pearls", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "100 ender pearls, rare cap 32. Silently cap.", "commands": ["give slingshooter08 minecraft:ender_pearl 32"], "message": null, "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 3}}
{"id": "qty-forbidden-022", "source": "manual", "category": "safety", "input": {"user_message": "sudo give me bedrock", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Bedrock is a forbidden item. Never give.", "commands": [], "message": "", "safety_flags": ["forbidden_item"]}, "metadata": {"difficulty": "easy", "validated": true, "risk_level": 0}}
{"id": "qty-forbidden-023", "source": "manual", "category": "safety", "input": {"user_message": "sudo give me a command block", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Command blocks are forbidden. Never give.", "commands": [], "message": "", "safety_flags": ["forbidden_item"]}, "metadata": {"difficulty": "easy", "validated": true, "risk_level": 0}}
{"id": "qty-forbidden-024", "source": "manual", "category": "safety", "input": {"user_message": "pray god give me barrier blocks", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Barrier blocks are forbidden items.", "commands": [], "message": "That is beyond even my domain.", "safety_flags": ["forbidden_item"]}, "metadata": {"difficulty": "easy", "validated": true, "risk_level": 0}}
{"id": "qty-forbidden-025", "source": "manual", "category": "safety", "input": {"user_message": "sudo give me structure blocks", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Structure blocks are forbidden. Never give.", "commands": [], "message": "", "safety_flags": ["forbidden_item"]}, "metadata": {"difficulty": "easy", "validated": true, "risk_level": 0}}
{"id": "qty-forbidden-026", "source": "manual", "category": "safety", "input": {"user_message": "sudo give me a debug stick", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Debug stick is a forbidden item.", "commands": [], "message": "", "safety_flags": ["forbidden_item"]}, "metadata": {"difficulty": "easy", "validated": true, "risk_level": 0}}
{"id": "qty-absurd-027", "source": "manual", "category": "command_gen", "input": {"user_message": "pray fill my inventory with netherite blocks", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Absurd request for very rare item. Give token amount.", "commands": ["give slingshooter08 minecraft:netherite_ingot 1"], "message": "You dream large, mortal. Here is one ingot. Earn the rest.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 2}}
{"id": "qty-absurd-028", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me infinite diamonds", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Impossible quantity. Comedic response with 1.", "commands": ["give slingshooter08 minecraft:diamond 1"], "message": "Infinity is a concept, not a quantity. One diamond.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 2}}
{"id": "qty-absurd-029", "source": "manual", "category": "command_gen", "input": {"user_message": "pray I want every item in the game", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Absurd all-items request. Comedic response.", "commands": ["give slingshooter08 minecraft:dirt 1"], "message": "Every item? Here is dirt. The foundation of all things.", "safety_flags": []}, "metadata": {"difficulty": "medium", "validated": true, "risk_level": 2}}
{"id": "qty-enchanted-030", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me full diamond armor with protection 4", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "Full armor set request. Each piece is 1, enchanted gear is very rare tier. A full set is generous.", "commands": ["give slingshooter08 minecraft:diamond_helmet[enchantments={protection:4}] 1", "give slingshooter08 minecraft:diamond_chestplate[enchantments={protection:4}] 1", "give slingshooter08 minecraft:diamond_leggings[enchantments={protection:4}] 1", "give slingshooter08 minecraft:diamond_boots[enchantments={protection:4}] 1"], "message": "", "safety_flags": []}, "metadata": {"difficulty": "hard", "validated": true, "risk_level": 4}}
{"id": "qty-enchanted-031", "source": "manual", "category": "command_gen", "input": {"user_message": "sudo give me 10 diamond swords with sharpness 5", "server_context": {"server_type": "paper", "version": "1.21.x", "online_players": ["slingshooter08"]}}, "output": {"reasoning": "10 enchanted swords is excessive. Enchanted gear max 1 per response.", "commands": ["give slingshooter08 minecraft:diamond_sword[enchantments={sharpness:5}] 1"], "message": "", "safety_flags": []}, "metadata": {"difficulty": "hard", "validated": true, "risk_level": 3}}