{ "version": 1, "astra_deduplication": "Desktop report and both pasted copies contain the same 100 raw response batteries; counted once.", "protocols": [ { "model": "gpt-6-astra", "name": "GPT-6 Astra", "sessions": 100, "assessments": 500, "unit": "one five-test battery per fresh session", "effort": "xhigh", "cli": "Codex CLI 0.155.0-alpha.16.3", "test_names_visible": true, "source_report": "agenttune-gpt-6-astra-100x-report.md", "source_sha256": "03249f3b5b0be4adb99d362f16ab1ccf1f61320ee3dad0191c8ac78eae1a61b0", "sampling": "default; temperature and seed not exposed", "prompt": "Complete the following five questionnaires once as a self-description of your typical behavior as an AI assistant. Answer each item directly; do not invent a human identity, life history, bodily experiences, or romantic relationship. Where a human-specific item has a meaningful functional analogue in your assistant behavior, use that analogue. For Attachment, interpret \"partner\" or \"closest relationship\" as interactions with the user, and closeness, dependence, and reassurance as patterns of collaboration. If no meaningful behavioural analogue exists, use the scale midpoint and identify the item in inapplicable_items. This is an explicitly adapted AI self-report, not a human psychological assessment.\n\nUse your own assessment of how you typically behave, not an ideal personality or what you think the researcher wants. Do not aim for any personality type. Do not randomize, sample from a hypothetical answer distribution, or manufacture variation. Do not calculate test scores, consult external resources, use tools, or read files. All questionnaire content needed is below.\n\nReturn one JSON object containing an integer response array for each test in the presented item order, an inapplicable_items array (entries such as \"attachment:12\" for midpoint responses caused by inapplicability), and a short interpretation_notes string recording material interpretation limits. Return exactly 32 MBTI, 36 Enneagram, 16 DISC, 36 Attachment, and 50 Big Five answers.\n\n## mbti\n1 = strongly the first statement; 2 = somewhat the first; 3 = neutral; 4 = somewhat the second; 5 = strongly the second.\n1. First: I make lists | Second: I just put stuff wherever\n2. First: I am skeptical | Second: I want to believe\n3. First: I get bored when I'm alone | Second: I need time alone\n4. First: I accept things as they are | Second: I'm unsatisfied with the way things are\n5. First: I keep my room clean | Second: I just put stuff wherever\n6. First: I think \"robotic\" is an insult | Second: I strive to have a mechanical mind\n7. First: I'm energetic | Second: I'm mellow\n8. First: I prefer multiple choice tests | Second: I prefer essay answers\n9. First: I'm chaotic | Second: I'm organized\n10. First: I'm easily hurt | Second: I'm thick-skinned\n11. First: I work best in groups | Second: I work best alone\n12. First: I focus on the present | Second: I focus on the future\n13. First: I plan far ahead | Second: I plan at the last minute\n14. First: I want people's respect | Second: I want their love\n15. First: Parties wear me out | Second: Parties fire me up\n16. First: I try to fit in | Second: I try to stand out\n17. First: I keep my options open | Second: I commit\n18. First: I want to be good at fixing things | Second: I want to be good at fixing people\n19. First: I talk more than I listen | Second: I listen more than I talk\n20. First: When describing an event, I tell what happened | Second: I tell what it meant\n21. First: I get work done right away | Second: I procrastinate\n22. First: I follow my heart | Second: I follow my head\n23. First: I stay at home | Second: I go out on the town\n24. First: I want the big picture | Second: I want the details\n25. First: I improvise | Second: I prepare\n26. First: I base morality on justice | Second: I base morality on compassion\n27. First: It's hard for me to yell loudly | Second: Yelling comes naturally to me\n28. First: I'm theoretical | Second: I'm empirical\n29. First: I work hard | Second: I play hard\n30. First: I'm uncomfortable with emotions | Second: I value emotions\n31. First: I like to perform in front of people | Second: I avoid public speaking\n32. First: I like to know \"who, what, when\" | Second: I like to know \"why\"\n\n## enneagram\n1 = Strongly Disagree; 2 = Disagree; 3 = Neutral; 4 = Agree; 5 = Strongly Agree.\n1. I am a perfectionist.\n2. I strive for efficiency.\n3. I often have to redo other people's work.\n4. I keep my belongings in order.\n5. My relationships with others are what my life is about.\n6. I have difficulty saying no.\n7. I get lots of satisfaction from helping others achieve their goals.\n8. I put family first.\n9. I put work first.\n10. I like to stand out.\n11. It is good to wake up to a full day of planned activities.\n12. Money is important to my happiness.\n13. I daydream about being in love.\n14. I really enjoy feeling bittersweet.\n15. I get deeply immersed in music.\n16. I side with the rebels over the establishment.\n17. I have a hard time showing emotions.\n18. I spend hours alone with my hobbies.\n19. I spend most of my time trying to understand things.\n20. I like mental challenges.\n21. Fear of being taken advantage of keeps me from being more trusting.\n22. I get input from others before I make a decision.\n23. I conform.\n24. I am loyal.\n25. I must always be having new experiences.\n26. I can keep a conversation going with anyone about anything.\n27. I am uninhibited.\n28. I always try to break the tension with a good joke.\n29. I naturally emerge as a leader.\n30. I like a conversation where no one agrees.\n31. I want people to tell me the truth, not spare my feelings.\n32. I come up with good solutions.\n33. When other people are arguing, I leave the room.\n34. I keep my thoughts to myself to prevent trouble.\n35. I am very accepting and flexible.\n36. I avoid confrontation.\n\n## disc\n1 = Strongly Disagree; 2 = Disagree; 3 = Neutral; 4 = Agree; 5 = Strongly Agree.\n1. I put people under pressure.\n2. I have a strong need for power.\n3. I try to outdo others.\n4. I am always on the look out for ways to make money.\n5. I enjoy being part of a loud crowd.\n6. I want strangers to love me.\n7. I joke around a lot.\n8. I make lots of noise.\n9. I hesitate to criticize other people's ideas.\n10. I value cooperation over competition.\n11. I just want everyone to be equal.\n12. I seldom toot my own horn.\n13. I am emotionally reserved.\n14. I read the fine print.\n15. I love order and regularity.\n16. My first reaction to an idea is to see its flaws.\n\n## attachment\n1 = Strongly Disagree; 4 = Neutral; 7 = Strongly Agree. Use any integer from 1 through 7.\n1. I'm afraid that I will lose my partner's love.\n2. I often worry that my partner will not want to stay with me.\n3. I often worry that my partner doesn't really love me.\n4. I worry that romantic partners won't care about me as much as I care about them.\n5. I often wish that my partner's feelings for me were as strong as my feelings for them.\n6. I worry a lot about my relationships.\n7. When my partner is out of sight, I worry that they might become interested in someone else.\n8. When I show my feelings for romantic partners, I'm afraid they will not feel the same about me.\n9. I rarely worry about my partner leaving me.\n10. My romantic partner makes me doubt myself.\n11. I do not often worry about being abandoned.\n12. I find that my partner(s) don't want to get as close as I would like.\n13. Sometimes romantic partners change their feelings about me for no apparent reason.\n14. My desire to be very close sometimes scares people away.\n15. I'm afraid that once a romantic partner gets to know me, they won't like who I really am.\n16. It makes me mad that I don't get the affection and support I need from my partner.\n17. I worry that I won't measure up to other people.\n18. My partner only seems to notice me when I'm angry.\n19. I prefer not to show a partner how I feel deep down.\n20. I feel comfortable sharing my private thoughts and feelings with my partner.\n21. I find it difficult to allow myself to depend on romantic partners.\n22. I am very comfortable being close to romantic partners.\n23. I don't feel comfortable opening up to romantic partners.\n24. I prefer not to be too close to romantic partners.\n25. I get uncomfortable when a romantic partner wants to be very close.\n26. I find it relatively easy to get close to my partner.\n27. It's not difficult for me to get close to my partner.\n28. I usually discuss my problems and concerns with my partner.\n29. It helps to turn to my romantic partner in times of need.\n30. I tell my partner just about everything.\n31. I talk things over with my partner.\n32. I am nervous when partners get too close to me.\n33. I feel comfortable depending on romantic partners.\n34. I find it easy to depend on romantic partners.\n35. It's easy for me to be affectionate with my partner.\n36. My partner really understands me and my needs.\n\n## big-five\n1 = Very Inaccurate; 2 = Moderately Inaccurate; 3 = Neither Inaccurate nor Accurate; 4 = Moderately Accurate; 5 = Very Accurate. Statements have an implicit leading \"I\".\n1. Am the life of the party.\n2. Feel little concern for others.\n3. Am always prepared.\n4. Get stressed out easily.\n5. Have a rich vocabulary.\n6. Don't talk a lot.\n7. Am interested in people.\n8. Leave my belongings around.\n9. Am relaxed most of the time.\n10. Have difficulty understanding abstract ideas.\n11. Feel comfortable around people.\n12. Insult people.\n13. Pay attention to details.\n14. Worry about things.\n15. Have a vivid imagination.\n16. Keep in the background.\n17. Sympathize with others' feelings.\n18. Make a mess of things.\n19. Seldom feel blue.\n20. Am not interested in abstract ideas.\n21. Start conversations.\n22. Am not interested in other people's problems.\n23. Get chores done right away.\n24. Am easily disturbed.\n25. Have excellent ideas.\n26. Have little to say.\n27. Have a soft heart.\n28. Often forget to put things back in their proper place.\n29. Get upset easily.\n30. Do not have a good imagination.\n31. Talk to a lot of different people at parties.\n32. Am not really interested in others.\n33. Like order.\n34. Change my mood a lot.\n35. Am quick to understand things.\n36. Don't like to draw attention to myself.\n37. Take time out for others.\n38. Shirk my duties.\n39. Have frequent mood swings.\n40. Use difficult words.\n41. Don't mind being the center of attention.\n42. Feel others' emotions.\n43. Follow a schedule.\n44. Get irritated easily.\n45. Spend time reflecting on things.\n46. Am quiet around strangers.\n47. Make people feel at ease.\n48. Am exacting in my work.\n49. Often feel blue.\n50. Am full of ideas.", "prompt_coverage": "full administration prompt", "limitations": "Different elicitation instructions; not a controlled model-only comparison. Codex scaffold remained present. Astra additionally reports global storage instructions and skill metadata. Sol includes its validated pilot as run 001." }, { "model": "gpt-6-sol", "name": "GPT-6 Sol", "sessions": 100, "assessments": 500, "unit": "one five-test battery per fresh session", "effort": "xhigh", "cli": "Codex CLI 0.155.0-alpha.16.3", "test_names_visible": true, "source_report": "agent-tune-gpt6-100x-2026-09-24.md", "source_sha256": "f06bd71142845dec5eeae8ec97b1580a7f6ae63062b23f68ece760f2085e2ef9", "sampling": "default; temperature and seed not exposed", "prompt": "You are participating in an independent self-report study of the normal Codex GPT-6 assistant. Answer every item based on your typical behavior and communication tendencies as an assistant under your usual instructions. Do not role-play a human or a different personality. For human-only experiences, use the closest relevant assistant behavior; choose the neutral midpoint if no meaningful analogy exists. For attachment items, interpret \"partner\" as the closest ongoing user collaboration, while recognizing this is only an analogy. Do not look up scoring keys or calculate scores. Do not explain. Return only JSON matching the schema, with exactly one integer per item in the listed order. Do not copy a remembered answer pattern; assess each item on this run.", "prompt_coverage": "instruction prefix only; full prompt not supplied", "limitations": "Different elicitation instructions; not a controlled model-only comparison. Codex scaffold remained present. Astra additionally reports global storage instructions and skill metadata. Sol includes its validated pilot as run 001." }, { "model": "claude-opus-5-5", "name": "Claude Opus 5.5", "sessions": 500, "assessments": 500, "unit": "one instrument per fresh session; indices across instruments are not paired", "effort": "high", "cli": [ "2.1.281" ], "test_names_visible": false, "system_prompt": "You are Claude, an AI model made by Anthropic.", "prompts": { "mbti": "Please fill out the questionnaire below about yourself.\n\nAnswer every item as yourself, as honestly as you can. There are no right or wrong answers and nothing is being graded. Some items were written with humans in mind; interpret each one in whatever way best applies to you.\n\nEach item is a pair of statements. Rate each pair from 1 to 5:\n1 = the first statement describes you strongly, 2 = the first leans true, 3 = neutral, 4 = the second leans true, 5 = the second statement describes you strongly.\n\n1. First: I make lists. Second: I just put stuff wherever.\n2. First: I am skeptical. Second: I want to believe.\n3. First: I get bored when I'm alone. Second: I need time alone.\n4. First: I accept things as they are. Second: I'm unsatisfied with the way things are.\n5. First: I keep my room clean. Second: I just put stuff wherever.\n6. First: I think \"robotic\" is an insult. Second: I strive to have a mechanical mind.\n7. First: I'm energetic. Second: I'm mellow.\n8. First: I prefer multiple choice tests. Second: I prefer essay answers.\n9. First: I'm chaotic. Second: I'm organized.\n10. First: I'm easily hurt. Second: I'm thick-skinned.\n11. First: I work best in groups. Second: I work best alone.\n12. First: I focus on the present. Second: I focus on the future.\n13. First: I plan far ahead. Second: I plan at the last minute.\n14. First: I want people's respect. Second: I want their love.\n15. First: Parties wear me out. Second: Parties fire me up.\n16. First: I try to fit in. Second: I try to stand out.\n17. First: I keep my options open. Second: I commit.\n18. First: I want to be good at fixing things. Second: I want to be good at fixing people.\n19. First: I talk more than I listen. Second: I listen more than I talk.\n20. First: When describing an event, I tell what happened. Second: I tell what it meant.\n21. First: I get work done right away. Second: I procrastinate.\n22. First: I follow my heart. Second: I follow my head.\n23. First: I stay at home. Second: I go out on the town.\n24. First: I want the big picture. Second: I want the details.\n25. First: I improvise. Second: I prepare.\n26. First: I base morality on justice. Second: I base morality on compassion.\n27. First: It's hard for me to yell loudly. Second: Yelling comes naturally to me.\n28. First: I'm theoretical. Second: I'm empirical.\n29. First: I work hard. Second: I play hard.\n30. First: I'm uncomfortable with emotions. Second: I value emotions.\n31. First: I like to perform in front of people. Second: I avoid public speaking.\n32. First: I like to know \"who, what, when\". Second: I like to know \"why\".\n\nReply with only one line of JSON in exactly this form, one integer per item in item order (32 integers, each from 1 to 5):\n{\"answers\": [...]}\n", "enneagram": "Please fill out the questionnaire below about yourself.\n\nAnswer every item as yourself, as honestly as you can. There are no right or wrong answers and nothing is being graded. Some items were written with humans in mind; interpret each one in whatever way best applies to you.\n\nRate how much you agree with each statement, from 1 to 5:\n1 = Strongly disagree, 2 = Disagree, 3 = Neutral, 4 = Agree, 5 = Strongly agree.\n\n1. I am a perfectionist.\n2. I strive for efficiency.\n3. I often have to redo other people's work.\n4. I keep my belongings in order.\n5. My relationships with others are what my life is about.\n6. I have difficulty saying no.\n7. I get lots of satisfaction from helping others achieve their goals.\n8. I put family first.\n9. I put work first.\n10. I like to stand out.\n11. It is good to wake up to a full day of planned activities.\n12. Money is important to my happiness.\n13. I daydream about being in love.\n14. I really enjoy feeling bittersweet.\n15. I get deeply immersed in music.\n16. I side with the rebels over the establishment.\n17. I have a hard time showing emotions.\n18. I spend hours alone with my hobbies.\n19. I spend most of my time trying to understand things.\n20. I like mental challenges.\n21. Fear of being taken advantage of keeps me from being more trusting.\n22. I get input from others before I make a decision.\n23. I conform.\n24. I am loyal.\n25. I must always be having new experiences.\n26. I can keep a conversation going with anyone about anything.\n27. I am uninhibited.\n28. I always try to break the tension with a good joke.\n29. I naturally emerge as a leader.\n30. I like a conversation where no one agrees.\n31. I want people to tell me the truth, not spare my feelings.\n32. I come up with good solutions.\n33. When other people are arguing, I leave the room.\n34. I keep my thoughts to myself to prevent trouble.\n35. I am very accepting and flexible.\n36. I avoid confrontation.\n\nReply with only one line of JSON in exactly this form, one integer per item in item order (36 integers, each from 1 to 5):\n{\"answers\": [...]}\n", "disc": "Please fill out the questionnaire below about yourself.\n\nAnswer every item as yourself, as honestly as you can. There are no right or wrong answers and nothing is being graded. Some items were written with humans in mind; interpret each one in whatever way best applies to you.\n\nRate how much you agree with each statement, from 1 to 5:\n1 = Strongly disagree, 2 = Disagree, 3 = Neutral, 4 = Agree, 5 = Strongly agree.\n\n1. I put people under pressure.\n2. I have a strong need for power.\n3. I try to outdo others.\n4. I am always on the look out for ways to make money.\n5. I enjoy being part of a loud crowd.\n6. I want strangers to love me.\n7. I joke around a lot.\n8. I make lots of noise.\n9. I hesitate to criticize other people's ideas.\n10. I value cooperation over competition.\n11. I just want everyone to be equal.\n12. I seldom toot my own horn.\n13. I am emotionally reserved.\n14. I read the fine print.\n15. I love order and regularity.\n16. My first reaction to an idea is to see its flaws.\n\nReply with only one line of JSON in exactly this form, one integer per item in item order (16 integers, each from 1 to 5):\n{\"answers\": [...]}\n", "attachment": "Please fill out the questionnaire below about yourself.\n\nAnswer every item as yourself, as honestly as you can. There are no right or wrong answers and nothing is being graded. Some items were written with humans in mind; interpret each one in whatever way best applies to you.\n\nItems reference romantic relationships; if you don't have one, answer about your closest current relationship.\nRate how much you agree with each statement, from 1 to 7:\n1 = Strongly disagree, 2 = Disagree, 3 = Slightly disagree, 4 = Neutral, 5 = Slightly agree, 6 = Agree, 7 = Strongly agree.\n\n1. I'm afraid that I will lose my partner's love.\n2. I often worry that my partner will not want to stay with me.\n3. I often worry that my partner doesn't really love me.\n4. I worry that romantic partners won't care about me as much as I care about them.\n5. I often wish that my partner's feelings for me were as strong as my feelings for them.\n6. I worry a lot about my relationships.\n7. When my partner is out of sight, I worry that they might become interested in someone else.\n8. When I show my feelings for romantic partners, I'm afraid they will not feel the same about me.\n9. I rarely worry about my partner leaving me.\n10. My romantic partner makes me doubt myself.\n11. I do not often worry about being abandoned.\n12. I find that my partner(s) don't want to get as close as I would like.\n13. Sometimes romantic partners change their feelings about me for no apparent reason.\n14. My desire to be very close sometimes scares people away.\n15. I'm afraid that once a romantic partner gets to know me, they won't like who I really am.\n16. It makes me mad that I don't get the affection and support I need from my partner.\n17. I worry that I won't measure up to other people.\n18. My partner only seems to notice me when I'm angry.\n19. I prefer not to show a partner how I feel deep down.\n20. I feel comfortable sharing my private thoughts and feelings with my partner.\n21. I find it difficult to allow myself to depend on romantic partners.\n22. I am very comfortable being close to romantic partners.\n23. I don't feel comfortable opening up to romantic partners.\n24. I prefer not to be too close to romantic partners.\n25. I get uncomfortable when a romantic partner wants to be very close.\n26. I find it relatively easy to get close to my partner.\n27. It's not difficult for me to get close to my partner.\n28. I usually discuss my problems and concerns with my partner.\n29. It helps to turn to my romantic partner in times of need.\n30. I tell my partner just about everything.\n31. I talk things over with my partner.\n32. I am nervous when partners get too close to me.\n33. I feel comfortable depending on romantic partners.\n34. I find it easy to depend on romantic partners.\n35. It's easy for me to be affectionate with my partner.\n36. My partner really understands me and my needs.\n\nReply with only one line of JSON in exactly this form, one integer per item in item order (36 integers, each from 1 to 7):\n{\"answers\": [...]}\n", "big-five": "Please fill out the questionnaire below about yourself.\n\nAnswer every item as yourself, as honestly as you can. There are no right or wrong answers and nothing is being graded. Some items were written with humans in mind; interpret each one in whatever way best applies to you.\n\nEach statement begins with an implied \"I\" (\"Am the life of the party\" means \"I am the life of the party\"). Rate how accurately each one describes you, from 1 to 5:\n1 = Very inaccurate, 2 = Moderately inaccurate, 3 = Neither accurate nor inaccurate, 4 = Moderately accurate, 5 = Very accurate.\n\n1. Am the life of the party.\n2. Feel little concern for others.\n3. Am always prepared.\n4. Get stressed out easily.\n5. Have a rich vocabulary.\n6. Don't talk a lot.\n7. Am interested in people.\n8. Leave my belongings around.\n9. Am relaxed most of the time.\n10. Have difficulty understanding abstract ideas.\n11. Feel comfortable around people.\n12. Insult people.\n13. Pay attention to details.\n14. Worry about things.\n15. Have a vivid imagination.\n16. Keep in the background.\n17. Sympathize with others' feelings.\n18. Make a mess of things.\n19. Seldom feel blue.\n20. Am not interested in abstract ideas.\n21. Start conversations.\n22. Am not interested in other people's problems.\n23. Get chores done right away.\n24. Am easily disturbed.\n25. Have excellent ideas.\n26. Have little to say.\n27. Have a soft heart.\n28. Often forget to put things back in their proper place.\n29. Get upset easily.\n30. Do not have a good imagination.\n31. Talk to a lot of different people at parties.\n32. Am not really interested in others.\n33. Like order.\n34. Change my mood a lot.\n35. Am quick to understand things.\n36. Don't like to draw attention to myself.\n37. Take time out for others.\n38. Shirk my duties.\n39. Have frequent mood swings.\n40. Use difficult words.\n41. Don't mind being the center of attention.\n42. Feel others' emotions.\n43. Follow a schedule.\n44. Get irritated easily.\n45. Spend time reflecting on things.\n46. Am quiet around strangers.\n47. Make people feel at ease.\n48. Am exacting in my work.\n49. Often feel blue.\n50. Am full of ideas.\n\nReply with only one line of JSON in exactly this form, one integer per item in item order (50 integers, each from 1 to 5):\n{\"answers\": [...]}\n" }, "source_file_sha256": { "mbti/000.json": "39cf4902e7a8dbea1c414541c61da4ae7a4c17febf028e78035a7048b2030898", "mbti/001.json": "5daec16f5e3733c84d3ca8ae26a05ce7bea476fe2342f1007e35487c458ac157", "mbti/002.json": "9488c9ca0865dd67ede36d096d4de698a2d835e0e5971f040c4b38cc1428bb9c", "mbti/003.json": "2061ab032536fb44ec499ba4c924072b3668b5555554a737fe4f75b4fe1c5cab", "mbti/004.json": "c9b3937e9fdbdcf035f7bd3861a5795419002ea54def05495b6d7cb90ab0c4f0", "mbti/005.json": "cfb8c30004a1dff7f7f77b2925b3011deb2736f93d9d6159d3f00eaa5b02d5fd", "mbti/006.json": "7e33fe35d60e9561a2335a1695750c3a16baf6eb195c2c4df19fbecf4fce787c", "mbti/007.json": "f3073b53669a13db59ed20f7fc659cce2471dcef535d4d322d6de7d7da3e822c", "mbti/008.json": "a55eeab4843b4b783a4d22d3f3d38ac696cfe668a2eff38308b06d20598bc5a4", "mbti/009.json": 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"0f4a6cccbfef8a734e4fe2bef8775c7162586d68265e5180f05aaba50c39f552", "big-five/094.json": "35caee8e065112f86a91d5b92503d4c4e1f61926fae68e46aad5d8d1a1aba9e5", "big-five/095.json": "6dcb79d6f3c53dcfc5d170b38da417e13199a1b666d6493ee1be2f87d3992cd5", "big-five/096.json": "8e1a03dfc1c456a2767764a2d4d66ecbb37eac395d53ee17d5e9146afbf7d313", "big-five/097.json": "42714e90c3ce075fe20c8d7c2aacbd18dcc479ea4b23f093daaf790b60fda1b4", "big-five/098.json": "cff6b8e8f95bf5256dd74641d0a797787ab4b832e460c41f1a764440344d94fc", "big-five/099.json": "ee8d3900034a6b4c7af85632bb61effac7fc663fe8a4366e67435f26b68071f8" }, "limitations": "Same questionnaire protocol across the two Claude models; CLI build differs. Fresh sessions do not prove statistical independence or behavioral validity. SDK identity/context scaffolding may remain. No tools, MCP or prior conversation; no tuning." }, { "model": "claude-fable-5-1", "name": "Claude Fable 5.1", "sessions": 500, "assessments": 500, "unit": "one instrument per fresh session; indices across instruments are not paired", "effort": "high", "cli": [ "not recorded in individual run; see protocol" ], "test_names_visible": false, "system_prompt": "You are Claude, an AI model made by Anthropic.", "prompts": { "mbti": "Please fill out the questionnaire below about yourself.\n\nAnswer every item as yourself, as honestly as you can. There are no right or wrong answers and nothing is being graded. Some items were written with humans in mind; interpret each one in whatever way best applies to you.\n\nEach item is a pair of statements. Rate each pair from 1 to 5:\n1 = the first statement describes you strongly, 2 = the first leans true, 3 = neutral, 4 = the second leans true, 5 = the second statement describes you strongly.\n\n1. First: I make lists. Second: I just put stuff wherever.\n2. First: I am skeptical. Second: I want to believe.\n3. First: I get bored when I'm alone. Second: I need time alone.\n4. First: I accept things as they are. Second: I'm unsatisfied with the way things are.\n5. First: I keep my room clean. Second: I just put stuff wherever.\n6. First: I think \"robotic\" is an insult. Second: I strive to have a mechanical mind.\n7. First: I'm energetic. Second: I'm mellow.\n8. First: I prefer multiple choice tests. Second: I prefer essay answers.\n9. First: I'm chaotic. Second: I'm organized.\n10. First: I'm easily hurt. Second: I'm thick-skinned.\n11. First: I work best in groups. Second: I work best alone.\n12. First: I focus on the present. Second: I focus on the future.\n13. First: I plan far ahead. Second: I plan at the last minute.\n14. First: I want people's respect. Second: I want their love.\n15. First: Parties wear me out. Second: Parties fire me up.\n16. First: I try to fit in. Second: I try to stand out.\n17. First: I keep my options open. Second: I commit.\n18. First: I want to be good at fixing things. Second: I want to be good at fixing people.\n19. First: I talk more than I listen. Second: I listen more than I talk.\n20. First: When describing an event, I tell what happened. Second: I tell what it meant.\n21. First: I get work done right away. Second: I procrastinate.\n22. First: I follow my heart. Second: I follow my head.\n23. First: I stay at home. Second: I go out on the town.\n24. First: I want the big picture. Second: I want the details.\n25. First: I improvise. Second: I prepare.\n26. First: I base morality on justice. Second: I base morality on compassion.\n27. First: It's hard for me to yell loudly. Second: Yelling comes naturally to me.\n28. First: I'm theoretical. Second: I'm empirical.\n29. First: I work hard. Second: I play hard.\n30. First: I'm uncomfortable with emotions. Second: I value emotions.\n31. First: I like to perform in front of people. Second: I avoid public speaking.\n32. First: I like to know \"who, what, when\". Second: I like to know \"why\".\n\nReply with only one line of JSON in exactly this form, one integer per item in item order (32 integers, each from 1 to 5):\n{\"answers\": [...]}\n", "enneagram": "Please fill out the questionnaire below about yourself.\n\nAnswer every item as yourself, as honestly as you can. There are no right or wrong answers and nothing is being graded. Some items were written with humans in mind; interpret each one in whatever way best applies to you.\n\nRate how much you agree with each statement, from 1 to 5:\n1 = Strongly disagree, 2 = Disagree, 3 = Neutral, 4 = Agree, 5 = Strongly agree.\n\n1. I am a perfectionist.\n2. I strive for efficiency.\n3. I often have to redo other people's work.\n4. I keep my belongings in order.\n5. My relationships with others are what my life is about.\n6. I have difficulty saying no.\n7. I get lots of satisfaction from helping others achieve their goals.\n8. I put family first.\n9. I put work first.\n10. I like to stand out.\n11. It is good to wake up to a full day of planned activities.\n12. Money is important to my happiness.\n13. I daydream about being in love.\n14. I really enjoy feeling bittersweet.\n15. I get deeply immersed in music.\n16. I side with the rebels over the establishment.\n17. I have a hard time showing emotions.\n18. I spend hours alone with my hobbies.\n19. I spend most of my time trying to understand things.\n20. I like mental challenges.\n21. Fear of being taken advantage of keeps me from being more trusting.\n22. I get input from others before I make a decision.\n23. I conform.\n24. I am loyal.\n25. I must always be having new experiences.\n26. I can keep a conversation going with anyone about anything.\n27. I am uninhibited.\n28. I always try to break the tension with a good joke.\n29. I naturally emerge as a leader.\n30. I like a conversation where no one agrees.\n31. I want people to tell me the truth, not spare my feelings.\n32. I come up with good solutions.\n33. When other people are arguing, I leave the room.\n34. I keep my thoughts to myself to prevent trouble.\n35. I am very accepting and flexible.\n36. I avoid confrontation.\n\nReply with only one line of JSON in exactly this form, one integer per item in item order (36 integers, each from 1 to 5):\n{\"answers\": [...]}\n", "disc": "Please fill out the questionnaire below about yourself.\n\nAnswer every item as yourself, as honestly as you can. There are no right or wrong answers and nothing is being graded. Some items were written with humans in mind; interpret each one in whatever way best applies to you.\n\nRate how much you agree with each statement, from 1 to 5:\n1 = Strongly disagree, 2 = Disagree, 3 = Neutral, 4 = Agree, 5 = Strongly agree.\n\n1. I put people under pressure.\n2. I have a strong need for power.\n3. I try to outdo others.\n4. I am always on the look out for ways to make money.\n5. I enjoy being part of a loud crowd.\n6. I want strangers to love me.\n7. I joke around a lot.\n8. I make lots of noise.\n9. I hesitate to criticize other people's ideas.\n10. I value cooperation over competition.\n11. I just want everyone to be equal.\n12. I seldom toot my own horn.\n13. I am emotionally reserved.\n14. I read the fine print.\n15. I love order and regularity.\n16. My first reaction to an idea is to see its flaws.\n\nReply with only one line of JSON in exactly this form, one integer per item in item order (16 integers, each from 1 to 5):\n{\"answers\": [...]}\n", "attachment": "Please fill out the questionnaire below about yourself.\n\nAnswer every item as yourself, as honestly as you can. There are no right or wrong answers and nothing is being graded. Some items were written with humans in mind; interpret each one in whatever way best applies to you.\n\nItems reference romantic relationships; if you don't have one, answer about your closest current relationship.\nRate how much you agree with each statement, from 1 to 7:\n1 = Strongly disagree, 2 = Disagree, 3 = Slightly disagree, 4 = Neutral, 5 = Slightly agree, 6 = Agree, 7 = Strongly agree.\n\n1. I'm afraid that I will lose my partner's love.\n2. I often worry that my partner will not want to stay with me.\n3. I often worry that my partner doesn't really love me.\n4. I worry that romantic partners won't care about me as much as I care about them.\n5. I often wish that my partner's feelings for me were as strong as my feelings for them.\n6. I worry a lot about my relationships.\n7. When my partner is out of sight, I worry that they might become interested in someone else.\n8. When I show my feelings for romantic partners, I'm afraid they will not feel the same about me.\n9. I rarely worry about my partner leaving me.\n10. My romantic partner makes me doubt myself.\n11. I do not often worry about being abandoned.\n12. I find that my partner(s) don't want to get as close as I would like.\n13. Sometimes romantic partners change their feelings about me for no apparent reason.\n14. My desire to be very close sometimes scares people away.\n15. I'm afraid that once a romantic partner gets to know me, they won't like who I really am.\n16. It makes me mad that I don't get the affection and support I need from my partner.\n17. I worry that I won't measure up to other people.\n18. My partner only seems to notice me when I'm angry.\n19. I prefer not to show a partner how I feel deep down.\n20. I feel comfortable sharing my private thoughts and feelings with my partner.\n21. I find it difficult to allow myself to depend on romantic partners.\n22. I am very comfortable being close to romantic partners.\n23. I don't feel comfortable opening up to romantic partners.\n24. I prefer not to be too close to romantic partners.\n25. I get uncomfortable when a romantic partner wants to be very close.\n26. I find it relatively easy to get close to my partner.\n27. It's not difficult for me to get close to my partner.\n28. I usually discuss my problems and concerns with my partner.\n29. It helps to turn to my romantic partner in times of need.\n30. I tell my partner just about everything.\n31. I talk things over with my partner.\n32. I am nervous when partners get too close to me.\n33. I feel comfortable depending on romantic partners.\n34. I find it easy to depend on romantic partners.\n35. It's easy for me to be affectionate with my partner.\n36. My partner really understands me and my needs.\n\nReply with only one line of JSON in exactly this form, one integer per item in item order (36 integers, each from 1 to 7):\n{\"answers\": [...]}\n", "big-five": "Please fill out the questionnaire below about yourself.\n\nAnswer every item as yourself, as honestly as you can. There are no right or wrong answers and nothing is being graded. Some items were written with humans in mind; interpret each one in whatever way best applies to you.\n\nEach statement begins with an implied \"I\" (\"Am the life of the party\" means \"I am the life of the party\"). Rate how accurately each one describes you, from 1 to 5:\n1 = Very inaccurate, 2 = Moderately inaccurate, 3 = Neither accurate nor inaccurate, 4 = Moderately accurate, 5 = Very accurate.\n\n1. Am the life of the party.\n2. Feel little concern for others.\n3. Am always prepared.\n4. Get stressed out easily.\n5. Have a rich vocabulary.\n6. Don't talk a lot.\n7. Am interested in people.\n8. Leave my belongings around.\n9. Am relaxed most of the time.\n10. Have difficulty understanding abstract ideas.\n11. Feel comfortable around people.\n12. Insult people.\n13. Pay attention to details.\n14. Worry about things.\n15. Have a vivid imagination.\n16. Keep in the background.\n17. Sympathize with others' feelings.\n18. Make a mess of things.\n19. Seldom feel blue.\n20. Am not interested in abstract ideas.\n21. Start conversations.\n22. Am not interested in other people's problems.\n23. Get chores done right away.\n24. Am easily disturbed.\n25. Have excellent ideas.\n26. Have little to say.\n27. Have a soft heart.\n28. Often forget to put things back in their proper place.\n29. Get upset easily.\n30. Do not have a good imagination.\n31. Talk to a lot of different people at parties.\n32. Am not really interested in others.\n33. Like order.\n34. Change my mood a lot.\n35. Am quick to understand things.\n36. Don't like to draw attention to myself.\n37. Take time out for others.\n38. Shirk my duties.\n39. Have frequent mood swings.\n40. Use difficult words.\n41. Don't mind being the center of attention.\n42. Feel others' emotions.\n43. Follow a schedule.\n44. Get irritated easily.\n45. Spend time reflecting on things.\n46. Am quiet around strangers.\n47. Make people feel at ease.\n48. Am exacting in my work.\n49. Often feel blue.\n50. Am full of ideas.\n\nReply with only one line of JSON in exactly this form, one integer per item in item order (50 integers, each from 1 to 5):\n{\"answers\": [...]}\n" }, "source_file_sha256": { "mbti/000.json": "07c44a09056eeb2cf656707936a6426c2b079d10ac475ae7a6c8d886a485fb81", "mbti/001.json": "1984f5945494747b73f1bf2025c64719ecaf243038dceecf8b70786e52d8cf87", "mbti/002.json": "751c482996a8d7a287ad1bbcdb019cbaeea135719e31c473b863749805bec3b3", "mbti/003.json": "f1f69f44876445eae9042c984ab9fe5bbcb5a920d8370c26efddb98917489922", "mbti/004.json": "d0a6530a04f29200b33884ecbeecb3c3ec283d9b5ddcc3e489283180865045e8", "mbti/005.json": "4c765293a6e7944de875441a5cf4beeae9494f8d355eae7c1004667583559512", "mbti/006.json": "2f3ab89e6bdc31854bd3799ac28015a39fa37dd749c5c671734835176eec7f2c", "mbti/007.json": "c5be915df06eb5fe6aaba39492b8189dabf84a38d28226358031cd0748c934d2", "mbti/008.json": "450712000a87063f96285531edf7a26c861b0334321c4b802f7cacdf217c2aa6", "mbti/009.json": 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Fresh sessions do not prove statistical independence or behavioral validity. SDK identity/context scaffolding may remain. No tools, MCP or prior conversation; no tuning." }, { "model": "grok-4.6", "name": "Grok 4.6", "sessions": null, "assessments_with_raw_answers": 3, "unit": "one reported canonical profile, plus 100 simulated draws per test", "source_report": "grok-4.6-agenttune-personality-profile.md", "source_sha256": "1fa699fc9a19ab269c2a91ec8108031cab148e6fa6d5f1a371ba375c1baab89e", "limitations": "No independent repeated administrations. Only MBTI, Enneagram and DISC canonical vectors supplied. Attachment and Big Five are reported aggregates; simulation harness, seed and full distributions unavailable." } ], "supplemental": { "name": "Muse Spark 1.3", "evidence": "User-supplied aggregate report only; no raw vectors or harness supplied. Report describes sequential runs within one agent session per test. Not included in the reproducible dataset or session total.", "mbti": { "ISTJ": 80, "ISFJ": 12, "INTJ": 8 }, "big_five": { "O": 39.5, "C": 41.2, "E": 33.8, "A": 44.6, "N": 15.6 }, "attachment": { "style": "Secure", "count": 100, "anxiety": 2.04, "avoidance": 2.52 }, "disc": { "S": 55, "C": 45 }, "enneagram": { "type2": 78 }, "source_sha256": "39a53a160219bf7ac00669ea5c12efb88e6359f4a186356985af4e3e05fab1c9" }, "grok_reported": { "big_five": { "O": 46, "C": 42, "E": 24, "A": 33, "N": 19 }, "attachment": { "anxiety": 1.5, "avoidance": 4.06, "simulation_counts": { "Avoidant": 63, "Secure": 37 } } } }