Merge branch 'main' into extract/2025-12-00-fullstack-alignment-thick-models-value

- Source: inbox/archive/2025-12-00-fullstack-alignment-thick-models-value.md
- Domain: ai-alignment
- Extracted by: headless extraction cron (worker 3)

Pentagon-Agent: Theseus <HEADLESS>

entities/internet-finance/theia-research.md

@@ -40,7 +40,6 @@ Onchain liquid token fund managed by Felipe Montealegre. Invests in companies bu
 - **2026-02-12** — Published 2025 Annual Letter. Five-phase investment loop: moat analysis → multiples → prediction → Kelly sizing → Bayesian updating. Noah Goldberg promoted to equity partner, Thomas Bautista hired.
 - **2026-02-17** — Published "The Investment Manager of the Future." LLMs invert 80/20 ratio of execution vs analysis.
 
-- **2026-02-27** — Felipe Montealegre publicly endorsed MetaDAO's value proposition for "Claude Code founders" who can "raise capital in days so they can ship in weeks," framing it as operational reality rather than narrative (14.9K views, 78 likes)
 ## Competitive Position
 - **Unique positioning**: Only known institutional fund explicitly building investment thesis around futarchy governance as a moat
 - **Token governance focus**: Launched Token Transparency Framework with Blockworks. Describes "Lemon Problem in Token Markets" — the structural issue of quality tokens being indistinguishable from scams

inbox/archive/2025-01-00-pal-pluralistic-alignment-learned-prototypes.md

@@ -7,14 +7,9 @@ date: 2025-01-21
 domain: ai-alignment
 secondary_domains: [collective-intelligence]
 format: paper
-status: null-result
+status: unprocessed
 priority: high
 tags: [pluralistic-alignment, reward-modeling, mixture-models, ideal-points, personalization, sample-efficiency]
-processed_by: theseus
-processed_date: 2026-03-11
-enrichments_applied: ["RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md", "pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md", "modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling.md"]
-extraction_model: "anthropic/claude-sonnet-4.5"
-extraction_notes: "Extracted two novel claims about mixture modeling for pluralistic alignment and generalization superiority. Applied three enrichments to existing alignment claims with formal evidence from PAL's theorems and empirical results. This is the first pluralistic alignment mechanism with formal sample-efficiency guarantees, representing a significant constructive advance beyond the impossibility/failure diagnoses in the existing KB. The 36% unseen user improvement is particularly significant as it reframes pluralistic alignment from a fairness concern to a functional superiority claim."
 ---
 
 ## Content
@@ -54,11 +49,3 @@ Open source: github.com/RamyaLab/pluralistic-alignment
 PRIMARY CONNECTION: RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values
 WHY ARCHIVED: First mechanism with formal guarantees for pluralistic alignment — transitions the KB from impossibility diagnosis to constructive alternatives
 EXTRACTION HINT: Focus on the formal properties (Theorems 1 and 2) and the functional superiority claim (diverse approaches generalize better, not just fairer)
-
-
-## Key Facts
-- PAL accepted at ICLR 2025 (main conference)
-- PAL presented at NeurIPS 2024 workshops: AFM, Behavioral ML, FITML, Pluralistic-Alignment, SoLaR
-- Open source implementation: github.com/RamyaLab/pluralistic-alignment
-- Architecture uses Coombs' ideal point model (1950) as theoretical foundation
-- PAL is complementary to existing RLHF/DPO pipelines (can be integrated)

inbox/archive/2025-10-00-brookings-ai-physics-collective-intelligence.md

@@ -6,15 +6,10 @@ url: https://www.brookings.edu/articles/ai-is-changing-the-physics-of-collective
 date: 2025-10-01
 domain: ai-alignment
 secondary_domains: [collective-intelligence]
-format: report
+format: article
-status: null-result
+status: unprocessed
 priority: medium
 tags: [collective-intelligence, coordination, AI-infrastructure, room-model, design-vs-model]
-processed_by: theseus
-processed_date: 2026-03-11
-enrichments_applied: ["AI alignment is a coordination problem not a technical problem.md", "collective intelligence requires diversity as a structural precondition not a moral preference.md", "the internet enabled global communication but not global cognition.md", "no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it.md"]
-extraction_model: "anthropic/claude-sonnet-4.5"
-extraction_notes: "Extracted two claims about AI's impact on collective intelligence physics and LLMs as bridges between design/model approaches. Both claims are conceptual frameworks from institutional research agenda rather than empirical validation. Applied four enrichments to existing coordination and collective intelligence claims. The 'physics' framing and design-model divide are the novel contributions. Source is prospective and programmatic—no deployed systems or outcome data."
 ---
 
 ## Content
@@ -51,9 +46,3 @@ Argues AI disrupts the "physics" of collective intelligence — the fundamental
 PRIMARY CONNECTION: collective brains generate innovation through population size and interconnectedness not individual genius
 WHY ARCHIVED: Institutional framing of AI-CI as "physics change" — conceptual framework for how AI restructures collective intelligence
 EXTRACTION HINT: The design-model bridging thesis and the feedback loop architecture are the novel contributions
-
-
-## Key Facts
-- Brookings 17 Rooms Initiative identifies two CI camps: design-minded (psychologists, anthropologists using facilitated convenings) and model-minded (economists, epidemiologists using simulations)
-- Proposed infrastructure includes digital identity systems, data-sharing protocols, model telemetry standards, evaluation frameworks, and governance structures
-- Four unanswered research questions about whether AI-enhanced CI processes improve understanding and reduce polarization

inbox/archive/2026-01-00-commonwealth-fund-risk-adjustment-ma-explainer.md

@@ -7,14 +7,9 @@ date: 2026-01-01
 domain: health
 secondary_domains: []
 format: report
-status: null-result
+status: unprocessed
 priority: high
 tags: [risk-adjustment, cms-hcc, upcoding, medicare-advantage, V28, chart-review]
-processed_by: vida
-processed_date: 2026-03-11
-enrichments_applied: ["CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md"]
-extraction_model: "anthropic/claude-sonnet-4.5"
-extraction_notes: "Three new claims extracted focusing on the mechanical details of V28 vs chart review exclusion as complementary reforms, plus the 70% audit failure rate as evidence of systematic upcoding. One enrichment to existing claim providing the structural distinction between what gets coded (V28) and how it gets coded (chart review). Key insight: these are dual reforms targeting different dimensions of the same gaming surface, not redundant policies."
 ---
 
 ## Content
@@ -71,11 +66,3 @@ extraction_notes: "Three new claims extracted focusing on the mechanical details
 PRIMARY CONNECTION: [[CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring]]
 WHY ARCHIVED: Deepens the existing KB claim with mechanical detail about how risk adjustment actually works and how reforms target it.
 EXTRACTION HINT: The distinction between V28 (what gets coded) and chart review exclusion (how it gets coded) is structurally important — they're complementary reforms, not redundant.
-
-
-## Key Facts
-- CMS-HCC risk adjustment: CMS pays MA plans monthly per-member capitation adjusted by risk scores derived from diagnosis codes (HCCs)
-- Each HCC has a coefficient that increases payment for sicker patients
-- V24 to V28 transition: 2024-2026 phase-in, complete by 2026
-- Chart review exclusion proposed for 2027 implementation
-- Combined V28 + chart review exclusion projected savings: $7.6B (2024) + >$7B (2027) = >$14.6B annually

inbox/archive/2026-01-01-futardio-launch-p2p-protocol.md

@@ -1,154 +0,0 @@
----
-type: source
-title: "Futardio: P2P Protocol fundraise goes live"
-author: "futard.io"
-url: "https://www.futard.io/launch/H5ng9t1tPRvGx8QoLFjjuXKdkUjicNXiADFdqB6t8ifJ"
-date: 2026-01-01
-domain: internet-finance
-format: data
-status: unprocessed
-tags: [futardio, metadao, futarchy, solana]
-event_type: launch
----
-
-## Launch Details
-- Project: P2P Protocol
-- Description: USDC swap FIAT swaps so fast that you can pay at any store without bank freeze worries.
-- Funding target: $6,000,000.00
-- Total committed: N/A
-- Status: Initialized
-- Launch date: 2026-01-01
-- URL: https://www.futard.io/launch/H5ng9t1tPRvGx8QoLFjjuXKdkUjicNXiADFdqB6t8ifJ
-
-## Team / Description
-
-**Description**
-
-P2P Protocol is a **live, revenue-generating, non-custodial** fiat-to-stablecoin on/off-ramp. We are a **leading decentralized on/off-ramp**, processing the highest monthly volume in this segment. The protocol matches users to merchants **on-chain based on staked USDC**, **Most trades settle in under 90 seconds**, and generates revenue entirely from **transaction fees**. We are currently live on Base and launching soon on Solana.
-
-**Problem**
-
-Billions of people in emerging markets need to move between local fiat and stablecoins. **Centralized ramps custody user funds** and can freeze accounts, censor users, expose user data to governments, or shut down entirely. Existing P2P platforms lack on-chain accountability, violate user privacy, disputes are settled off-chain, and these platforms are **infested with fraud and scams**. On platforms like Binance P2P, **nearly one in three participants report experiencing scams** according to community surveys in emerging markets. The result is high fraud, poor reliability, and no path to composability.
-
-**Solution**
-
-P2P Protocol coordinates fiat-to-stablecoin trades **without custodying fiat**. A user clicks "Buy USDC" or "Sell USDC" and the protocol assigns a merchant **on-chain based on their staked USDC**. Merchants provide fiat liquidity on local payment rails (UPI, PIX, QRIS, etc.) while **settlement, matching, dispute windows, and fee routing all execute on-chain** with no backend server or PII retention.
-
-Fraud prevention is handled by the **Proof-of-Credibility** system, which combines **ZK-TLS social verification**, on-chain **Reputation Points**, and **RP-based tiering** to gate transaction limits. New users verify social accounts and government IDs through **ZK-KYC** (zero-knowledge proofs via Reclaim Protocol), earn Reputation Points with each successful trade, and unlock higher tiers as their on-chain credibility grows. This naturally gates new accounts and reduces fraud surface to **fewer than 1 in 1,000 transactions**, all without exposing personal data.
-
-Operations are decentralized through **Circles of Trust**: community-backed groups of merchants run by Circle Admins who stake $P2P. Delegators stake $P2P to earn revenue share, and insurance pools cover disputes and slashing. Every participant has skin in the game through staked capital. The protocol earns revenue from transaction fees alone, with **no token emissions or inflationary incentives**.
-
-**Traction**
-
-- **2 Years** of live transaction volume with $4Mn monthly volume recorded in Feb 2026.
-- **$578K in Annual revenue run rate**, Unit breakeven, expected to contribute up to **20% of revenue as gross profit** to the treasury from June 2026
-- **27% average month-on-month growth** sustained over past 16 months. 
-- Live in **India, Brazil, Argentina, and Indonesia**.
-- All protocol metrics **verifiable on-chain**: https://dune.com/p2pme/latest
-- **NPS of 80**; 65% of users say they would be disappointed if they could no longer use the product.
-- Targeting **$500M monthly volume** over the next 18 months.
-
-**Market and Growth**
-
-The fiat-to-crypto on/off-ramp market in **emerging economies** is massive. **Over 1.5 billion people** have mobile phones but lack reliable access to stablecoins. A fast, low-cost, non-custodial path between fiat and stablecoins is essential infrastructure for this population, expanding across **Asia, Africa, Latin America, and MENA**.
-
-Three channels drive growth: (1) **direct user acquisition** via the p2p.me and coins.me apps, (2) a **B2B SDK** launching June 2026 that lets any wallet, app, or fintech embed P2P Protocol's on/off-ramp rails, and (3) **community-led expansion via Circles of Trust** where local operators onboard P2P merchants in new countries and earn revenue share. Post TGE, geographic expansion is permissionless through Circles of Trust and token-holder-driven parameter governance.
-
-On the supply side, anyone with a bank account and $250 in capital can become a liquidity provider (P2P Merchant) and earn passive income. The protocol creates liquidity providers the way ride-hailing platforms onboard drivers — anyone with capital and a bank account can participate.This **bottom-up liquidity engine** is deeply local, self-propagating, and hard to replicate.
-
-
-**Monthly Allowance Breakup: $175,000** 
-
-****
-
-- Team salaries (25 staff)       $75,000
-- Growth & Marketing             $50,000
-- Legal & operations                $35,000
-- Infrastructure                         $15,000
-
-****
-
-**Roadmap and Milestones**
-
-**Q2 2026** (months 1-3):
-- B2B SDK launch for third-party integrations
-- First on-chain treasury allocation
-- Multi-currency expansion (additional fiat corridors)
-
-**Q3 2026** (months 4-6):
-- Solana deployment
-- Additional country launches across Africa, MENA and LATAM
-- Phase 1 governance: Insurance pools, disputes and claims. 
-
-**Q4 2026** (months 7-9):
-- Phase 2 governance: token-holder voting activates for non-critical parameters
-- Community governance proposals enabled
-- Fiat-Fiat remittance corridor launches
-
-**Q1 2027** (months 10-12):
-- Growth across 20+ countries in Asia, Africa, MENA and LATAM
-- Operating profitability target
-- Phase 3 governance preparation: foundation veto sunset planning
-
-**Financial Projections**
-
-The protocol is forecast to reach **operating profitability by mid-2027**. At 30% monthly volume growth in early expansion phases, projected monthly volume reaches **~$333M by July 2027** with **~$383K monthly operating profit**. Revenue is driven entirely by **transaction fees (~6% variable spread)** on a working product. Full P&L projections are available in the docs.
-
-**Token and Ownership**
-
-Infrastructure as critical as this should not remain under the control of a single operator. **$P2P is an ownership token.** Protocol IP, treasury funds, and mint authority are controlled by token holders through **futarchy-based governance**, not by any single team or entity. Decisions that affect token supply must pass through a **decision-market governance mechanism**, where participants stake real capital on whether a proposal increases or decreases token value. Proposals the market predicts will harm value are automatically rejected.
-
-**No insider tokens unlock at TGE.** **50% of total supply will float at launch** (10M sale + 2.9M liquidity).
-
-- **Investor tokens (20% / 5.16M):** **Fully locked for 12 months.** 5 equal unlocks of 20% each: first at month 12, then at months 15, 18, 21, and 24. Fully vested at month 24. Enforced via on-chain vesting contracts. Locked tokens cannot be staked.
-- **Team tokens (30% / 7.74M):** **Performance-based only.** 12 months cliff period. 5 equal tranches unlocking at 2x, 4x, 8x, 16x, and 32x ICO price, post the cliff period. Price measured via 3-month TWAP. The team benefits when the protocol grows.
-
-- Past P2P protocol users get a preferential allocation at the same valuation as all the ICO investors based on their XP on https://p2p.foundation/
-
-**Value flows to holders because the protocol processes transactions, not because new tokens are printed.** Exit liquidity comes from participants who want to stake, govern, and earn from a working protocol, not from greater-fool dynamics.
-
-
-**Past Investors** 
-
-- **Reclaim protocol** (https://reclaimprotocol.org/) Angel invested in P2P Protocol in March 2023.  They own **3.45%** of the supply and Invested $80K 
-- **Alliance DAO** (https://alliance.xyz/) in March 2024. They own **4.66%** of supply and Invested $350K
-- **Multicoin Capital** (https://multicoin.capital/) is the first institutional investor to invest in P2P Protocol. They invested $1.4 Million in January 2025 at $15Mn FDV and own **9.33%** of the supply.
-- **Coinbase Ventures** (https://www.coinbase.com/ventures) invested $500K in P2P Protocol in Feb 2025 at 19.5Mn FDV. They own **2.56%** of the supply. 
-
-
-**Team**
-
-- **Sheldon (CEO and Co-founder):** Alumnus of a top Indian engineering school. Previously scaled a food delivery business to $2M annual revenue before exit to India's leading food delivery platform.
-- **Bytes (CTO and Co-founder):** Former engineer at a leading Indian crypto exchange and a prominent ZK-proof protocol. Deep expertise in the ZK technology stack powering the protocol.
-- **Donkey (COO):** Former COO of Brazil's largest food and beverage franchise. Leads growth strategy and operations across Latin America.
-- **Gitchad (CDO, Decentralisation Officer):** Former co-founder of two established Cosmos ecosystem protocols. Extensive experience scaling and decentralizing blockchain protocols.
-- **Notyourattorney (CCO) and Thatb3lawyer (CFO):** Former partners at a full-stack Web3 law firm. Compliance, legal frameworks, governance, and financial strategy across blockchain ventures.
-
-
-**Links**
-
-- [Pitch Deck](https://drive.google.com/file/d/1Q4fWx4jr_HfphDmSmsQ8MJvwV685lcvS/view)
-- [Website](https://p2p.foundation)
-- [Docs](https://docs.p2p.foundation)
-- [Financial Projections](https://docs.google.com/spreadsheets/u/2/d/e/2PACX-1vRpx5U6UnhLkNPs4hD2L50ZchFTF39t0NUs3-PcY-6qQpKqCUcghmBz9-8uR-sSjZItzrsT8yz5jPnR/pubhtml) 
-- [On-chain metrics](https://dune.com/p2pme/latest)
-- [P2P.me App](https://p2p.me/) 
-- [Coins.me App](https://coins.me/)
-- [P2P Foundation Twitter/X](https://x.com/p2pdotfound)
-- [P2P.me India Twitter/X](https://x.com/P2Pdotme)
-- [P2P.me Brazil Twitter/X](https://x.com/p2pmebrasil)
-- [P2P.me Argentina Twitter/X](https://x.com/p2pmeargentina)
-- [Discord](https://discord.gg/p2pfoundation)
-
-## Links
-
-- Website: https://p2p.me
-- Twitter: https://x.com/P2Pdotme
-- Telegram: https://t.me/P2Pdotme
-
-## Raw Data
-
-- Launch address: `H5ng9t1tPRvGx8QoLFjjuXKdkUjicNXiADFdqB6t8ifJ`
-- Token: P2P (P2P)
-- Token mint: `P2PXup1ZvMpCDkJn3PQxtBYgxeCSfH39SFeurGSmeta`
-- Version: v0.7

inbox/archive/2026-01-01-futardio-launch-p2p.md

@@ -1,27 +0,0 @@
----
-type: source
-title: "Futardio: P2P fundraise goes live"
-author: "futard.io"
-url: "https://www.futard.io/launch/H5ng9t1tPRvGx8QoLFjjuXKdkUjicNXiADFdqB6t8ifJ"
-date: 2026-01-01
-domain: internet-finance
-format: data
-status: unprocessed
-tags: [futardio, metadao, futarchy, solana]
-event_type: launch
----
-
-## Launch Details
-- Project: P2P
-- Funding target: $6,000,000.00
-- Total committed: N/A
-- Status: Initialized
-- Launch date: 2026-01-01
-- URL: https://www.futard.io/launch/H5ng9t1tPRvGx8QoLFjjuXKdkUjicNXiADFdqB6t8ifJ
-
-## Raw Data
-
-- Launch address: `H5ng9t1tPRvGx8QoLFjjuXKdkUjicNXiADFdqB6t8ifJ`
-- Token: P2P (P2P)
-- Token mint: `P2PXup1ZvMpCDkJn3PQxtBYgxeCSfH39SFeurGSmeta`
-- Version: v0.7

inbox/archive/2026-02-27-theiaresearch-metadao-claude-code-founders.md

@@ -6,13 +6,8 @@ date: 2026-02-27
 archived_by: rio
 tags: [metadao, futard, claude-code, solo-founder, capital-formation, fundraising]
 domain: internet-finance
-status: enrichment
+status: unprocessed
 claims_extracted: []
-processed_by: rio
-processed_date: 2026-03-11
-enrichments_applied: ["internet-capital-markets-compress-fundraising-timelines.md", "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.md", "futarchy-governed-permissionless-launches-require-brand-separation-to-manage-reputational-liability-because-failed-projects-on-a-curated-platform-damage-the-platforms-credibility.md", "cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face.md"]
-extraction_model: "anthropic/claude-sonnet-4.5"
-extraction_notes: "Single-source claim from credible institutional investor (Theia Research) with position in MetaDAO. Primary extraction: new claim identifying AI-native solo founders as specific user segment for MetaDAO's permissionless launches. Four enrichments extending existing claims about fundraising compression, MetaDAO positioning, brand separation, and crypto's capital formation use case. Confidence rated experimental due to single source and lack of empirical validation of 'days' timeline or AI-native founder adoption data."
 ---
 
 # @TheiaResearch — MetaDAO + Claude Code founders narrative
@@ -30,8 +25,3 @@ extraction_notes: "Single-source claim from credible institutional investor (The
 - The "Claude Code founders" framing is significant: AI-native solo builders as the primary user base for permissionless capital formation
 - Enriches futard.io brand separation claim — Theia is endorsing the permissionless launch brand
 - New claim candidate: internet capital markets compress fundraising from months to days
-
-
-## Key Facts
-- Tweet received 14,948 views, 78 likes, 23 retweets, 9 replies, 7 bookmarks (2026-02-27)
-- Felipe Montealegre is fund manager at Theia Research, which has invested in MetaDAO

inbox/archive/2026-03-12-futardio-launch-hc4.md

@@ -1,27 +0,0 @@
----
-type: source
-title: "Futardio: HC4 fundraise goes live"
-author: "futard.io"
-url: "https://www.futard.io/launch/DSt7fVv3fEt5brtchiqo1m4J5MRvHPBDkYm7aTpLAjVN"
-date: 2026-03-12
-domain: internet-finance
-format: data
-status: unprocessed
-tags: [futardio, metadao, futarchy, solana]
-event_type: launch
----
-
-## Launch Details
-- Project: HC4
-- Funding target: $1.00
-- Total committed: $1.00
-- Status: Live
-- Launch date: 2026-03-12
-- URL: https://www.futard.io/launch/DSt7fVv3fEt5brtchiqo1m4J5MRvHPBDkYm7aTpLAjVN
-
-## Raw Data
-
-- Launch address: `DSt7fVv3fEt5brtchiqo1m4J5MRvHPBDkYm7aTpLAjVN`
-- Token: HC4 (HC4)
-- Token mint: `HC4SA5CStYzkcYwTaXVZ7pQuxaK7kpHUNNXbFosZmeta`
-- Version: v0.7