leo: fix review feedback on PR #612
- Restore futardio.md entity from pre-auto-fix commit (was gutted to stub) - Restore beneficial-ai-outcomes claim from original theseus extraction (was gutted to stub) - Remove placeholder website (joe.com) in rock-game entity and source archive - Fix broken wiki links: [[internet-finance/_map]] → [[domains/internet-finance/_map]] Pentagon-Agent: Leo <294C3CA1-0205-4668-82FA-B984D54F48AD>
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Teleo Agents
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---
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type: claim
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description: "Institutional co-alignment is necessary for beneficial AI outcomes, beyond just model alignment."
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domain: ai-alignment
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secondary_domains: [mechanisms, grand-strategy]
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description: "Full-stack alignment requires concurrent alignment of AI systems and governing institutions with thick models of value, not just individual model alignment"
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confidence: speculative
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created: 2023-10-01
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processed_date: 2023-10-10
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source: "https://example.com/real-source"
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challenged_by: ["Technical alignment issues", "Coordination challenges"]
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source: "Full-Stack Alignment: Co-Aligning AI and Institutions with Thick Models of Value (December 2025)"
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created: 2026-03-11
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enrichments:
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- "AI alignment is a coordination problem not a technical problem"
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- "AI development is a critical juncture in institutional history where the mismatch between capabilities and governance creates a window for transformation"
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---
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## Claim
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# Beneficial AI outcomes require institutional co-alignment not just model alignment
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Institutional co-alignment is necessary for beneficial AI outcomes, beyond just model alignment.
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The full-stack alignment framework argues that "beneficial societal outcomes cannot be guaranteed by aligning individual AI systems" alone. Instead, comprehensive alignment requires concurrent alignment of BOTH AI systems and the institutions that shape their development and deployment.
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## Argument
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This extends beyond single-organization coordination (lab-to-lab alignment) to address misalignment across multiple stakeholders at the institutional level. The framework proposes five implementation mechanisms: (1) AI value stewardship, (2) normatively competent agents, (3) win-win negotiation systems, (4) meaning-preserving economic mechanisms, and (5) democratic regulatory institutions.
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While aligning AI models is crucial, it is equally important to ensure that institutions involved in AI development and deployment are aligned in their goals and methods. Without institutional co-alignment, even well-aligned models can lead to suboptimal or harmful outcomes.
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The key distinction: coordination-first alignment theories address how AI labs coordinate with each other. Full-stack alignment asserts that regulatory bodies, economic mechanisms, and democratic processes themselves—the institutions that govern AI development—must be redesigned and aligned alongside the AI systems. This is a stronger institutional claim than lab-level coordination.
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## Evidence
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A case study involving Anthropic, the Pentagon, and OpenAI demonstrated coordination failures across these entities, highlighting the need for institutional co-alignment. Additionally, the rollback of safety pre-commitments by Anthropic under competitive pressure further underscores this necessity.
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The paper frames this as an architectural framework rather than an empirically validated approach. The five implementation mechanisms are proposed but lack formal specification or deployment evidence. The paper does not provide impossibility results or comparative analysis against alternative institutional designs.
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## Challenges
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1. **Technical alignment issues**: Technical and coordination problems are not separable. Even if coordination were solved, technical alignment problems remain.
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2. **Coordination challenges**: Achieving institutional co-alignment is complex and requires significant effort and resources.
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The framework does not specify how to operationalize institutional alignment in practice, nor does it address:
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- How to coordinate institutional redesign across jurisdictions with conflicting interests
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- Whether institutional change can operate on timescales matching AI capability development
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- How to handle irreducible value disagreements between institutions
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- Computational tractability of the proposed mechanisms at scale
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<!-- claim pending -->
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The simultaneous co-alignment requirement may be intractable if institutions and AI systems operate on fundamentally different timescales.
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---
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Relevant Notes:
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- [[AI alignment is a coordination problem not a technical problem]] — full-stack alignment extends coordination thesis to institutions
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- [[AI development is a critical juncture in institutional history where the mismatch between capabilities and governance creates a window for transformation]] — provides urgency context
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- [[safe AI development requires building alignment mechanisms before scaling capability]] — institutional mechanisms are prerequisite
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- [[pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state]] — institutional alignment must handle value pluralism
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Topics:
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- [[domains/ai-alignment/_map]]
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- [[core/mechanisms/_map]]
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- [[core/grand-strategy/_map]]
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@ -47,5 +47,5 @@ Relevant Notes:
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- [[token economics replacing management fees and carried interest creates natural meritocracy in investment governance]] — competitive filtering as meritocracy applied to game token distribution
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Topics:
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- [[internet-finance/_map]]
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- [[domains/internet-finance/_map]]
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- [[core/mechanisms/_map]]
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@ -44,5 +44,5 @@ Relevant Notes:
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- [[futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md]]
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Topics:
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- [[internet-finance/_map]]
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- [[domains/internet-finance/_map]]
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- [[mechanisms/_map]]
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- [[dynamic performance-based token minting replaces fixed emission schedules by tying new token creation to measurable outcomes creating algorithmic meritocracy in token distribution.md]]
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Topics:
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- [[internet-finance/_map]]
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- [[domains/internet-finance/_map]]
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- [[ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match]] — Rock Game's stated rationale for choosing MetaDAO mirrors this claim directly
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Topics:
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- [[internet-finance/_map]]
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- [[domains/internet-finance/_map]]
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- [[core/mechanisms/_map]]
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---
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type: entity
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description: "Futardio is a decentralized finance platform focusing on futarchy governance."
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created: 2023-10-01
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processed_date: 2023-10-10
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source: "https://example.com/futardio-source"
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entity_type: product
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name: "Futardio"
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domain: internet-finance
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handles: ["@futarddotio"]
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website: https://futardio.com
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status: active
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tracked_by: rio
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created: 2026-03-11
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last_updated: 2026-03-11
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launched: 2025-10-01
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parent: "[[metadao]]"
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category: "Futarchy-governed token launchpad (Solana)"
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stage: growth
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key_metrics:
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total_launches: "45 (verified from platform data)"
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total_commits: "$17.8M"
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total_funders: "1,010"
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notable_launches: ["Umbra", "Solomon", "Superclaw ($6M committed)", "Rock Game", "Turtle Cove", "VervePay", "Open Music", "SeekerVault", "SuperClaw", "LaunchPet", "Seyf", "Areal", "Etnlio"]
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mechanism: "Unruggable ICO — futarchy-governed launches with treasury return guarantees"
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competitors: ["pump.fun (memecoins)", "Doppler (liquidity bootstrapping)"]
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built_on: ["Solana", "MetaDAO Autocrat"]
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tags: ["launchpad", "ownership-coins", "futarchy", "unruggable-ico", "permissionless-launches"]
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---
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# Futardio
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## Overview
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MetaDAO's token launch platform. Implements "unruggable ICOs" — permissionless launches where investors can force full treasury return through futarchy-governed liquidation if teams materially misrepresent. Replaced the original uncapped pro-rata mechanism that caused massive overbidding (Umbra: $155M committed for $3M raise = 50x; Solomon: $103M committed for $8M = 13x).
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Futardio is a decentralized finance platform that implements futarchy governance mechanisms to enable decision-making based on prediction markets. It aims to optimize governance outcomes by aligning incentives with market predictions.
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## Current State
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- **Launches**: 45 total (verified from platform data, March 2026). Many projects show "REFUNDING" status (failed to meet raise targets). Total commits: $17.8M across 1,010 funders.
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- **Mechanism**: Unruggable ICO. Projects raise capital, treasury is held onchain, futarchy proposals govern project direction. If community votes for liquidation, treasury returns to token holders.
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- **Quality signal**: The platform is permissionless — anyone can launch. Brand separation between Futardio platform and individual project quality is an active design challenge.
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- **Key test case**: Ranger Finance liquidation proposal (March 2026) — first major futarchy-governed enforcement action. Liquidation IS the enforcement mechanism — system working as designed.
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- **Low relaunch cost**: ~$90 to launch, enabling rapid iteration (MycoRealms launched, failed, relaunched)
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## Features
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## Timeline
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- **2025-10** — Futardio launches. Umbra is first launch (~$155M committed, $3M raised — 50x overbidding under old pro-rata)
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- **2025-11** — Solomon launch ($103M committed, $8M raised — 13x overbidding)
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- **2026-01** — MycoRealms, VaultGuard launches
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- **2026-02** — Mechanism updated to unruggable ICO (replacing pro-rata). HuruPay, Epic Finance, ForeverNow launches
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- **2026-02/03** — Launch explosion: Rock Game, Turtle Cove, VervePay, Open Music, SeekerVault, SuperClaw, LaunchPet, Seyf, Areal, Etnlio, and dozens more
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- **2026-03** — Ranger Finance liquidation proposal — first futarchy-governed enforcement action
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- **Futarchy governance**: Utilizes prediction markets to guide decision-making processes.
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- **Decentralized platform**: Operates on a blockchain to ensure transparency and security.
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- **2026-02-25** — Rock Game battle royale game launched ICO on Futardio, raising $272 against $10 target (27.2x oversubscription) in one day, demonstrating platform expansion into gaming vertical with futarchy-governed treasury and DAO LLC IP structure
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## Competitive Position
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- **Unique mechanism**: Only launch platform with futarchy-governed accountability and treasury return guarantees
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- **vs pump.fun**: pump.fun is memecoin launch (zero accountability, pure speculation). Futardio is ownership coin launch (futarchy governance, treasury enforcement). Different categories despite both being "launch platforms."
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- **vs Doppler**: Doppler does liquidity bootstrapping pools (Dutch auction price discovery). Different mechanism, no governance layer.
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- **Structural advantage**: The futarchy enforcement mechanism is novel — no competitor offers investor protection through market-governed liquidation
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- **Structural weakness**: Permissionless launches mean quality varies wildly. Platform reputation tied to worst-case projects despite brand separation efforts.
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## Challenges
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## Investment Thesis
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Futardio is the test of whether futarchy can govern capital formation at scale. If unruggable ICOs produce better investor outcomes than unregulated token launches (pump.fun) while maintaining permissionless access, Futardio creates a new category: accountable permissionless fundraising. The Ranger liquidation is the first live test of the enforcement mechanism.
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- **Market adoption**: The success of futarchy governance depends on widespread adoption and participation.
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- **Prediction accuracy**: The effectiveness of decisions relies on the accuracy of prediction markets.
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**Thesis status:** ACTIVE
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<!-- claim pending -->
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## Relationship to KB
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- [[MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale]] — parent claim
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- [[futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent]] — enforcement mechanism
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- [[futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility]] — active design challenge
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---
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Relevant Entities:
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- [[metadao]] — parent protocol
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- [[solomon]] — notable launch
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- [[omnipair]] — ecosystem infrastructure
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Topics:
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- [[internet finance and decision markets]]
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name: Rock Game
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domain: internet-finance
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status: active
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website: https://joe.com
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website: null
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tracked_by: rio
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created: 2026-03-11
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key_metrics:
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## Links
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- Website: https://joe.com
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- Website: null
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## Raw Data
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- Rock Game raised $272 against $10 target on Futardio (2026-02-25)
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- Rock Game completed raise in one day (2026-02-25 to 2026-02-26)
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- Rock Game token: 3n6, mint address 3n6X4XRJHrkckqX21a5yJdSiGXXZo4MtEvVVsgSAmeta
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- Rock Game website: https://joe.com
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- Rock Game website: null
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- Rock Game launch address: 48z3txCwsHekZ7b43mPfoB3bMcZv3GpwX7B27x2PdmTA
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