Proposal Catalog

Source: Autonomous Proposal Generation — Agent Stress Test (Exchange #13)

Generated: April 2026. 135 original proposals (plus 3 revised variants and 13 alternative-framing proposals) across all 15 Problem Map domains, produced through 30 autonomous agent rounds using all three project review protocols (Adversarial Review, Historical Parallel Test, Coherence Audit). No steward input during generation.

Provenance: ai-generated, steward-curated — Proposals were generated autonomously through structured agent rounds and later organized for steward review. See Content Provenance Standard.

Purpose: This catalog lists every proposal individually so that a project steward can review, provide feedback, flag ideas worth developing further, and use them as starting points for additional brainstorming.

How to use this document: Proposals are numbered P-001 through P-135 in the order they were generated. Proposals suffixed with -R are revised versions produced during adversarial review. Proposals P-136 through P-149 were generated during adversarial response and alternative-framing rounds. The Priority and Steward notes fields are blank — fill them in as you review.

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Classification key

Domain key

Identified uplift chains

Five recursive uplift chains where proposals form causal sequences, each step reducing the difficulty of the next:

1. The Build Chain: P-004/P-107 → P-001 → P-119 → P-039-R → P-043 → P-113 → P-042 → household stability → civic participation → P-116
2. The Capacity-to-Trust Chain: P-023 → P-094 → P-026 → P-089 → visible competence → P-028 → P-025 → trust → investment → capacity
3. The Information-Democracy Chain: P-017/P-109 → P-020 → P-018 → informed public → P-104 → P-102 → P-103 → platform governance → P-069
4. The Capital-to-Abundance Chain: P-013 → P-003 → P-108 → P-120 → cheap energy → P-113 → P-046-R → reduced costs → stability
5. The Anti-Corruption Chain: P-072 → P-035 → P-114 → P-091 → P-121 → reduced capture → P-068 → P-102 → structural reform capacity

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§1 — Energy & Critical Infrastructure

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P-001. Federal Permitting Shot Clock with Auto-Approval

Create a federal "shot clock" statute that auto-approves infrastructure permits after 180 days if no substantive objection has been filed by the reviewing agency. "Substantive" is defined in the statute (environmental, safety, engineering — not aesthetic or property-value complaints). Agencies that consistently miss the clock lose jurisdiction to a fast-track federal panel.

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P-002. Reciprocal Benefit Agreements for Infrastructure Siting

Mandate that every major infrastructure project include a legally binding reciprocal benefit agreement where the host community receives direct, quantified compensation — property tax abatements, revenue sharing, community amenities fund — proportional to the regional benefit created. Reframes NIMBY from "you absorb cost, others get benefit" to "you absorb cost and get a guaranteed return."

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P-003. National Infrastructure Financing Authority

Permanent, off-budget federal infrastructure bank with authority to issue revenue bonds, take equity positions, and offer below-market financing for projects that pass a cost-benefit threshold. Capitalized at $500B, self-sustaining through project returns. Projects that clear environmental and safety review get automatic financing eligibility, severing the link between political budget cycles and infrastructure investment timelines.

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P-004. Open-Source Permitting Stack

Fund a national open-source permitting software platform — maintained like Linux, contributed to by municipalities. Standardize data formats, automate routine checks, publish processing times and bottleneck data in real time. Municipalities that adopt the stack get priority access to federal infrastructure funds. Converts institutional incapacity from invisible to measured, comparable, and improvable.

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P-005. Incumbent Utility Sunset Licensing

Replace perpetual utility franchise agreements with 15-year performance-based licenses. At each renewal, the utility must demonstrate it has met capacity expansion, interconnection, and reliability benchmarks — or the franchise opens to competitive bidding. Makes monopoly status contingent on performance rather than political relationship.

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P-006. "Right to Connect" Constitutional Amendment Campaign

Campaign for a constitutional amendment guaranteeing access to electricity, broadband, and clean water as a civil right, with enforceable service standards and a federal cause of action. The campaign itself reframes infrastructure from a budget line item to a rights question, changing the coalition math — the campaign is the intervention, whether or not the amendment passes.

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P-007. Modular Nuclear Pre-Approval Catalog

NRC pre-certifies 5-10 small modular reactor designs in a "catalog." Once a design is cataloged, site-specific approval takes 90 days max if the site meets pre-defined criteria. Separates "is this design safe?" (answered once, nationally) from "is this site appropriate?" (answered quickly, locally). The FAA type-certification model applied to energy.

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P-008. Interstate Infrastructure Compact

Voluntary interstate compact where member states agree to mutual recognition of environmental impact assessments for cross-border projects. A transmission line approved in New Mexico doesn't restart review when it crosses into Arizona. Start with 4-5 willing states.

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P-009. Interoperability Mandate for Critical Infrastructure Control Systems

Require all critical infrastructure control systems purchased with federal funds to use open, interoperable protocols — no proprietary lock-in. Existing systems must publish interoperability APIs within 3 years. Breaks the vendor lock-in that traps agencies in expensive, outdated systems.

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§2 — Money, Credit & Capital Allocation

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P-010. Public Credit Rating Agency

Independent, publicly funded credit rating agency competing with Moody's, S&P, and Fitch. Funded by a small levy on rated issuances. Board with staggered 10-year terms, no revolving door for 5 years post-service. Breaks the issuer-pays conflict of interest that produced garbage AAA ratings on toxic mortgage securities.

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P-011. Postal Banking 2.0 — Digital Public Payments

Relaunch postal banking through USPS as digital-first: free checking accounts, real-time payments, small-dollar lending capped at 15% APR. Partner with FedNow. Eliminates the $10B/year payday lending extraction tax on 6 million unbanked households. The infrastructure already exists.

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P-012. Community Reinvestment Act 2.0 — Algorithmic Lending Audit

Expand CRA to require algorithmic underwriting models to undergo annual disparate-impact audits by certified third parties. Published results. Lenders that fail lose Fed discount window access and FDIC insurance until remediation. Extends fair-lending into machine-learning credit decisions.

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P-013. Sovereign Wealth Fund via Financial Transaction Tax

0.1% financial transaction tax on equities, bonds, and derivatives (~$100B/year). Revenue capitalizes a sovereign wealth fund investing exclusively in domestic infrastructure, clean energy, and public-interest technology. Returns flow to a universal citizen dividend. Converts high-frequency trading churn into patient capital for long-term public investment.

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P-014. "Bail-In" Default for SIFIs

Legislate that any SIFI bailout automatically converts senior unsecured debt and equity into a public equity stake, with government holding voting shares until taxpayers are made whole plus 10% return. Makes bailouts expensive for those who created the risk, changing ex-ante risk-taking incentives. Modeled on Sweden's 1990s bank restructuring.

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P-015. Public Venture Capital for Civic Technology

$10B public venture fund modeled on In-Q-Tel but for civic applications. Takes equity in startups building public-interest technology: permitting automation, benefits delivery, transparency tools. Startups must open-source core technology after 7 years. Steers capital toward building state capacity rather than disrupting it.

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P-016. Democratized Capital Gains — Universal Investment Accounts

Every citizen receives a $10,000 Universal Investment Account at birth, managed by a low-cost public index fund. Tax-deductible contributions up to $5,000/year. Penalty-free withdrawals for housing, education, or business. Funded by modest estate tax increase above $10M. Baby Bonds meets index investing at national scale.

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§3 — Information Ecosystems

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P-017. Local News Public Utility Districts

Enable creation of Local News Public Utility Districts funded by small property tax levy ($20-40/household/year), modeled on library districts. Districts employ journalists to cover local government, courts, school boards. Editorial independence protected by statute, modeled on BBC charter. Treats accountability journalism as public infrastructure.

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P-018. Mandatory Algorithmic Transparency for Platforms

Platforms with 10M+ US users that use algorithmic ranking must publish quarterly transparency reports: what signals the algorithm optimizes for, what content gets amplification, aggregate recommendation patterns. Third-party auditor verifies. Non-compliance triggers per-user-per-day fines.

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P-019. "Public Option" Social Media Protocol

Fund development of an open, federated social media protocol — like email but for social feeds. Any platform can plug in; users own their identity and social graph. Don't need to beat Facebook — make switching costs zero so Facebook competes on quality, not lock-in. $200M/year — less than a single Navy destroyer.

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P-020. AI Content Provenance Mandate

Require all AI-generated content to carry machine-readable provenance metadata (C2PA standard or equivalent). Platforms hosting content without provenance are liable for harms. Doesn't ban AI content — makes origin legible, shifting the verification asymmetry.

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P-021. Civic Information Corps

5,000 federally funded positions, 2-year terms, deployed to communities without local news. Trained in accountability journalism and data literacy. Produce public-domain reporting on local government. AmeriCorps meets ProPublica. Bridge strategy while sustainable models develop.

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P-022. Adversarial Red-Team Bounties for Election Information

Standing bounties ($10K-$100K) for documented demonstrations of election information-integrity vulnerabilities: deepfakes that evade detection, synthetic grassroots operations. Bounties paid for demonstration plus countermeasure. Crowdsources threat detection from security research community.

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§4 — Institutional Capacity

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P-023. GovTech Corps

USDS/18F successor with structural fixes: 5-year terms (not 2), compensation at 80th percentile private sector, legal protection against political termination, authority to bypass procurement for projects under $10M. Members ship working software, not reports. Long enough for institutional memory, protected enough for uncomfortable truths.

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P-024. Procurement Reform — Outcome-Based Contracting

Shift federal procurement default from compliance-based to outcome-based. Contracts over $5M must specify measurable outcomes, payment tied to performance. Contractors that miss outcomes barred for 3 years. Contracting officers get safe-harbor protection. Attacks the compliance-over-competence dynamic.

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P-025. Anti-Sabotage Institutional Integrity Act

Independent Office of Institutional Integrity that identifies and reports deliberate institutional degradation: appointing unqualified leaders, defunding enforcement, reassigning experienced staff. Publishes annual "Institutional Health Index" for every major agency. Makes sabotage visible — and therefore politically costly.

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P-026. "Government as Platform" — Shared Digital Services

Mandate all federal agencies use common shared digital services for identity, payments, notifications, forms, and case management. Agencies building custom solutions for functions the platform handles lose IT budget authority. Reduces cost 10x, creates shared capability that compounds.

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P-027. Public-Sector Compensation Transparency Dashboard

Publicly accessible dashboard comparing public-sector to private-sector compensation by role, grade, and metro area, using BLS data. Gaps exceeding 40% automatically trigger special pay rate recommendations to Congress. Makes the conversation data-driven, not political.

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P-028. Career Civil Service Reinforcement

Reduce political appointee positions by 40% (from ~4,000 to ~2,400), converting them to competitive Senior Executive Service roles. Remaining appointees must clear baseline competence review before confirmation. Breaks the cycle where each administration destroys institutional memory.

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Cross-Cutting Proposals (Phase 1)

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P-029. "Break Glass" Crisis Preparedness Legislation

Pre-draft and maintain a library of detailed reform legislation — permitting overhaul, financial restructuring, emergency information measures — ready to introduce within 72 hours of a triggering crisis. Maintained by a nonpartisan legislative design office. The side that is prepared wins; the side that improvises wastes the window.

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P-030. Cross-Domain Reform Sequencing Authority

Statutory independent body that publishes annual reports identifying highest-leverage reform sequences across domains. No regulatory power — pure analytical mandate. Operationalizes the Problem Map's recursive uplift hypothesis into an institution.

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P-031. Corruption Immunity Index

Domestic Corruption Immunity Index measuring strength of anti-corruption infrastructure across federal agencies: IG independence, whistleblower utilization, lobbying disclosure, revolving-door compliance, procurement audit coverage. Published annually with agency rankings.

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P-032. Universal Financial Literacy via Tax Filing

Redesign IRS Free File to include a "financial context" module showing each filer their effective rate vs. other brackets, spending breakdowns, housing cost policy drivers, and savings trajectory. Auditable, personalized data delivered at the one moment every American engages with the financial system.

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P-033. Federated Public Data Commons

Standardized, API-accessible platform for all government-collected data under open licenses. Federated architecture — state/local governments contribute without surrendering control, but data is queryable across jurisdictions. Transforms government data into shared infrastructure.

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P-034. Recursive Uplift Demonstration Zones

Designate 3-5 metro areas where the federal government simultaneously deploys coordinated reforms across all four foundational substrates — fast-track permitting, public banking, local news utility, GovTech Corps — all in the same place, with rigorous measurement. The most direct empirical test of the recursive uplift hypothesis.

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P-035. Real-Time Lobbying Disclosure

Require real-time (48 hours) public disclosure of all lobbying contacts with federal officials — who met whom, what was discussed, what was requested. Machine-readable format. Undisclosed meetings create rebuttable presumption of improper influence.

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P-036. Regulatory Sandbox for Municipal Innovation

Municipalities apply for time-limited waivers from specific federal regulations in exchange for rigorous outcome measurement. Successful experiments adopted nationally; failed ones revert. Waivers require community consent. Institutional experimentation without permanent deregulation.

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P-037. AI-Assisted Regulatory Impact Analysis

Auditable AI systems model cross-domain impacts of proposed regulations during the rulemaking process. A housing regulation gets analyzed for effects on infrastructure, capital flows, and institutional burden — in real time, published for public review. Operationalizes dependency analysis into actual regulatory process.

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P-038. Democratic Capital Allocation — Participatory Infrastructure Budgeting

10% of federal infrastructure spending (~$50B+/year) allocated through metro-level participatory budgeting. Citizens directly vote on which projects get funded. Not token participation on small pots — meaningful democratic control over real capital. Tests whether democratic engagement with infrastructure decisions produces better outcomes.

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§5 — Housing

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P-039. Federal Preemption of Exclusionary Zoning

Federal legislation automatically permitting up to 4 units on any residential lot in metros over 500,000, preempting single-family-only zoning. Non-compliant jurisdictions lose federal transportation and infrastructure funding. Includes anti-displacement provisions requiring 20% of new units to carry 30-year affordability covenants.

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P-039-R. Federal Preemption of Exclusionary Zoning — Revised

Revised per adversarial review. Original P-039 plus mandatory anti-displacement package in any upzoned area: community land trusts for 30% of new land area, right-of-first-refusal for existing residents on new affordable units, 5-year rent stabilization for existing tenants in the upzoned zone, and a displacement monitoring dashboard with automatic trigger for enhanced protections if displacement rates exceed baseline.

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P-040. Right-to-Build Permitting Shot Clock

Residential permits meeting published objective standards deemed approved if jurisdiction fails to act within 90 days. Federal technical assistance grants help jurisdictions publish clear standards. Converts permitting from discretionary negotiation to rules-based system.

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P-041. Social Housing Development Authority

New federal entity structured like TVA, authorized to acquire land, finance construction, and build mixed-income housing in high-cost metros. Funded by revenue bonds backed by rental income. Housing permanently removed from speculative market through community land trust model.

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P-042. Homeowner Equity Insurance Against Upzoning

Federally backed insurance guaranteeing existing homeowners against equity losses exceeding 10% in five years following upzoning. Funded by surcharge on new development permits. Neutralizes the concentrated opposition that makes local housing politics structurally biased toward scarcity.

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P-043. Modular Construction National Certification

Single national building code certification for factory-built modular housing, preempting local code patchwork. Reduces costs 20-40%, timelines from years to months. Japan's industrialized housing sector (15% factory-built) is the existence proof.

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P-044. Speculation Cooling Tax

Progressive annual surtax on residential properties beyond primary residence: 1% on second, 3% on third, 5% on fourth, 10% on five+. Revenue earmarked for a Housing Abundance Fund financing infrastructure in communities that approve new housing.

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P-045. Open-Source AI Urban Planning Toolkit

Federally funded AI-powered platform that ingests local zoning, infrastructure capacity, and environmental constraints, then auto-generates compliant site plans and permit applications. Small towns lacking planning staff get the reform embedded in software.

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§6 — Healthcare

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P-046. Auto-Enroll Public Option

Public health insurance auto-enrolling anyone without employer coverage for 60+ days. 2% payroll tax split 50/50, premiums capped at 8.5% of income. Employer plans can opt out only if they meet or exceed actuarial value. Forces incumbents to justify overhead.

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P-046-R. Auto-Enroll Public Option — Revised

Revised per adversarial review. Original P-046 plus mandatory community health infrastructure in any area with healthcare access scores below the national median: mobile health units, community health worker programs (minimum 1 per 2,000 residents), and language-accessible care navigation funded as part of the public option's operating costs.

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P-047. All-Payer Rate Setting (Maryland Model National)

Extend Maryland's all-payer hospital rate-setting nationally. Every hospital charges same rates to all payers, eliminating cost-shifting and opacity. Maryland's model has operated since 1977, consistently holding cost growth below national average. 50-year existence proof waiting to scale.

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P-048. Pharmacy Benefit Manager Transparency

Ban PBM spread pricing, require pass-through of all manufacturer rebates to point of sale, mandate public disclosure of PBM contracts. The three largest PBMs control ~80% of the market and extract billions through pricing opacity.

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P-049. AI-First Primary Care Triage Network

Publicly funded AI-powered triage available via phone/text/app, trained on VA/Medicare/Medicaid clinical data. Handles 70%+ routine triage with nurse practitioner confirmation. Not a replacement for physicians — a bypass of the gatekeeping bottleneck for simple problems.

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P-050. Interstate Medical License Reciprocity

Federal legislation requiring all states to honor medical licenses from any other state, with single national background check. Extend to NPs, PAs, and mental health professionals. Eliminates artificial supply constraint, unlocks telemedicine.

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P-051. Universal Catastrophic Coverage Backstop

Federal catastrophic plan covering any expense above $5,000/year ($2,000 below 200% FPL). Funded by 1.5% dedicated health security tax. Everyone keeps existing insurance for routine care. No one faces medical bankruptcy. Sidesteps the "disruption to existing coverage" fear that has killed every universal plan.

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P-052. Outcomes-Based Provider Contracts

Require all Medicare/Medicaid to shift from fee-for-service to outcomes-based payment within 10 years. Providers paid for keeping patients healthy, not performing procedures. Early adopters get bonus rates; late adopters face graduated reductions.

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§7 — Education & Opportunity

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P-053. Federal Skills-First Hiring

Executive order requiring all federal jobs to specify competencies rather than degree requirements unless legally mandated. Federal government is the largest single employer — when it stops requiring degrees, it breaks the coordination problem. Multiple states have already done this.

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P-054. National Competency Passport

Federally maintained, portable digital credential where verified competencies from any source (college, bootcamp, military, self-study) are recorded in standardized format. Employers query with permission; individuals own data. Makes the degree one input among many.

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P-055. Earn-While-You-Learn Apprenticeship Expansion

Triple federal apprenticeship funding and extend beyond trades into healthcare, IT, public administration, clean energy. Living wage from day one. 50% first-year wage tax credit for employers. German/Swiss model with US cultural repositioning as premium pathway.

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P-056. Universal Post-Secondary Learning Account

$50,000 lifetime learning account for every US resident at 18. Usable for any accredited learning. Unused funds drawable at 60 for retirement. Reframes from "subsidize the institution" to "empower the learner."

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P-057. Open-Source Curriculum and Assessment Commons

Federally funded platform with complete curricula and validated assessments for every major professional domain. Any learner accesses free; any employer verifies competency against public standards. Maintained by consortium of community colleges, employers, and professional associations. When assessment cost drops to near-zero, the signaling equilibrium collapses.

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§8 — Food Systems

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P-058. Strategic Regional Food Reserve Network

12 regional food storage hubs, each maintaining 90-day supply of shelf-stable staples. Paired with resilience plans mapping supply chain single points of failure. Strategic Petroleum Reserve logic applied to something more essential than oil.

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P-059. Soil Health Payment Program

Redirect 25% of commodity crop subsidies ($5-6B/year) into per-acre payments for measurable soil health improvements: organic carbon, erosion reduction, water infiltration. Payments triggered by third-party testing, not practice adoption — outcomes, not inputs.

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P-060. Anti-Concentration Caps in Food Processing

No single company may control more than 25% of processing capacity in any food commodity category. Companies above threshold have 5 years to divest. Enforced by dedicated Food Systems Competition Authority. Top 4 beef packers currently control 85%.

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P-061. Urban-Periurban Food Production Zones

Federal incentives for metro areas to designate food production zones within 50 miles of city centers, protected from development. Infrastructure investment in water, cold chain, processing. Target 15-20% regional production capacity as resilience buffer.

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P-062. Food System Stress Testing

USDA conducts and publishes annual stress tests of national food supply chain, modeled on Fed bank stress tests. Scenarios include simultaneous drought, cyberattack on logistics, port closure. Making fragility visible before crisis creates constituency for resilience spending.

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P-063. Universal School Meals + Local Procurement

Universal free K-12 meals eliminating means-testing bureaucracy, with 30% procurement from producers within 250 miles. Addresses food access, reduces admin overhead, creates stable demand for regional producers, builds local food infrastructure.

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§9 — Family Support

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P-064. Universal Paid Family Leave — 12 Weeks

12 weeks at 80% wages (capped at 2x median income) for birth, adoption, illness, eldercare. Funded by 0.4% payroll tax split employer/employee (~$2/week at median). The US is one of six countries worldwide with no national paid leave.

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P-065. Universal Pre-K and Childcare Subsidy

Public pre-K for all 3-4 year olds. Childcare subsidies for 0-2 capping family costs at 7% of income. Care worker wage floor pegged to local teacher starting salary. Quebec's $7/day program increased women's workforce participation 8 percentage points and more than paid for itself.

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P-066. Caregiver Social Security Credit

Social Security credits for up to 5 years of full-time unpaid caregiving, calculated at median wage. Caregiver's benefit calculated as if they earned median during caregiving years rather than receiving $0 credits. Stops penalizing the people the economy depends on.

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P-067. Flexible Work Right-to-Request

Federal right for any employee to request flexible arrangements for caregiving reasons. Employer must consider and respond in writing within 14 days; denial requires specific business necessity. Modeled on UK and Netherlands law. Shifts default from unilateral employer control to structured process.

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§10 — Wealth & Power Concentration

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P-068. Progressive Wealth Tax with Sovereign Wealth Fund

2% on net worth above $50M, 4% above $500M, 6% above $1B. 100% deposited into a sovereign wealth fund. Returns distributed as $25K-$50K universal basic capital grants at age 18. Fund governance by stratified random lottery, not political appointment.

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P-069. Structural Separation of Platform Monopolies

Replace consumer welfare standard with "competitive structure" standard. Mandate separation of any firm controlling a marketplace and competing on it (Amazon Marketplace/Basics, Google Search/Ads/YouTube). Require data portability and interoperability above 30% market share.

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P-070. Mandatory Worker Codetermination

All public companies and firms over 500 employees allocate 40% board seats to worker-elected representatives. Right-of-first-refusal for employee buyouts when firms are sold, funded through public co-op lending. German Mitbestimmung at higher thresholds.

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P-071. Patent Sunset and Anti-Evergreening

Cap patent terms at 12 years from first commercial use. Ban continuation patents and minor-modification renewals. Compulsory licensing trigger for products priced above 5x marginal cost for 3+ years. Apply first to pharmaceuticals.

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P-072. Real-Time Beneficial Ownership Transparency

Public, real-time database of beneficial owners of every LLC, trust, and corporate entity. Cross-reference with IRS and real estate records. Criminal liability for false disclosures. UK Companies House model with verification and teeth.

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P-073. Concentrated-Wealth Political Influence Firewall

Constitutional amendment prohibiting individuals or entities with net worth above $100M from campaign contributions, lobbying expenditures, or funding political organizations. Independent enforcement body with subpoena power. Directly severs the wealth→capture transmission mechanism.

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P-074. Automatic Capital Gains Realization at Death

Eliminate stepped-up basis at death. Treat all transfers of appreciated assets as taxable realization events. Existing capital gains rate structure with $5M lifetime exclusion. Closes the "buy, borrow, die" loop.

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§11 — AI & Compute Concentration

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P-075. National Public Compute Infrastructure

Federally funded, publicly owned compute utility — "PublicCompute" — providing GPU/TPU access at cost to universities, nonprofits, governments, and public-interest developers. $20B initial capitalization, funded by 3% gross-revenue levy on data centers above 100MW. Zero industry seats on governance board.

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P-076. Mandatory Safety-to-Capability Spending Ratio

Any entity training a foundation model above 10^26 FLOPs must spend at minimum 20% of model-development budget on safety, alignment, and interpretability research, verified by independent auditors with codebase access. Non-compliance triggers suspension of commercial deployment license.

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P-077. Algorithmic Impact Assessment Regime

Mandatory pre-deployment assessment for AI in consequential decisions (credit, housing, employment, criminal justice, benefits, content recommendation to 1M+ users). Third-party bias audit, public failure-mode summary, mandatory appeal process. Dedicated 500+ person Algorithmic Accountability Office within FTC.

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P-078. Open-Weight Public Foundation Model

Publicly owned, open-weight model trained on curated public-domain data, optimized for public-interest applications. "Public-interest license" — free for non-commercial/government use, licensing fees for commercial above revenue threshold. Managed like CERN.

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P-079. Compute Export Control and Reciprocity Treaty

Multilateral treaty among democracies standardizing compute export controls, shared safety-evaluation protocols, mutual recognition of AI audit certifications. Members get preferential access to each other's public compute. Non-signatories face coordinated export restrictions.

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P-080. AI Capability Licensing with Sunset

Federal licensing for frontier AI systems above capability thresholds. 3-year terms, demonstrated safety compliance, automatic expiry without public review renewal. Licensing body includes affected-community seats selected by lottery.

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P-081. Public-Interest AI Corps

3-year placements for ML engineers and AI policy specialists in government at 80% private-sector median. Full student loan forgiveness on completion. 5,000 active members within 5 years, deployed to agencies with largest capacity gaps (SSA, IRS, state benefits systems, permitting offices).

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§12 — Ecological Stress

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P-082. Carbon Tax with Full Dividend and Border Adjustment

$100/ton carbon tax rising $15/year. 70% returned as equal per-capita dividends, 30% invested in transition infrastructure. Carbon border adjustment on imports from countries without equivalent pricing. Progressive redistribution plus price signal strong enough to accelerate decarbonization.

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P-083. Mandatory Natural Capital Accounting

SEC-reporting companies must publish audited natural capital accounts alongside financial statements, quantifying ecosystem service dependence and impact (water, soil, pollination, carbon, biodiversity). Material ecological liabilities on the balance sheet. Auditing by accredited ecological accountants.

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P-084. Constitutional Environmental Rights

Amend Constitution to establish justiciable right to stable climate and healthy ecosystem. All federal legislation requires "ecological impact certification" demonstrating consistency with science-based planetary boundaries. Modeled on Ecuador's rights of nature with judicial enforcement.

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P-085. Intergenerational Governance Chamber

100-member "Future Generations Chamber" selected by stratified lottery from citizens aged 16-30. Binding veto power over legislation projected to have net-negative ecological effects beyond 25 years. Single 6-year terms. Addresses the temporal mismatch where present political systems cannot represent future interests.

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P-086. Planetary Boundary Treaty with Automatic Sanctions

Multilateral treaty committing signatories to nine planetary boundary limits. Non-compliance triggers automatic, escalating trade sanctions by formula — no political vote required. Verification by independent scientific body with authority of an international court.

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P-087. Ecological Debt Reparations Framework

Binding international framework where historically high-emitting nations contribute to a "Planetary Repair Fund" proportional to cumulative emissions since 1850. Disbursements to ecosystem restoration and renewable deployment in Global South. Contributions by formula, not annual negotiation. Target $500B/year by 2035.

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P-088. Regenerative Agriculture Transition Program

Redirect 50% of USDA commodity subsidies ($10B+/year) into a 15-year transition program paying farmers per-acre premiums for verified soil carbon increases, cover cropping, integrated pest management, watershed restoration. USDA-backed crop insurance covers transition-year yield losses.

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§13 — Institutional Distrust

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P-089. Visible Performance Dashboards with Consequences

Every federal agency publishes real-time performance dashboards: processing times, error rates, accessibility, user satisfaction. Agencies missing targets two consecutive quarters trigger automatic budget reviews and improvement plans. Dashboard metrics co-created with randomly selected citizen panels.

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P-090. Mandatory Elite Public-System Usage

Elected federal officials, senior appointees, and their families must use public systems during service: public schools, public health insurance, public transit for official travel under 300 miles. Restores the feedback loop between governors and governed.

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P-091. Independent Anti-Corruption Authority

Constitutionally independent authority modeled on ICAC/Australia's NACC. Own investigative staff, prosecutorial power, budget protected from legislative reduction for 10-year cycles. Covers all federal officials, contractors, lobbyists. Commissioners appointed by judicial commission, not president or Congress.

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P-092. Citizen Auditor Program

Randomly selected citizens given security clearance, training, and one-year paid appointments to inspect federal agencies and contractors. Cohorts of 50 produce public reports with "respond or comply" obligations. Danish ombudsman tradition expanded with direct citizen participation.

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P-093. Algorithmic Transparency for Government Decisions

Any government algorithm affecting individuals must have full decision logic published: training data provenance, error rates by demographic, plain-language explanation. Affected individuals have right to human review within 30 days.

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§14 — Public-Interest Talent

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P-094. Federal Technical Service Pay Scale

New "Technical Service" pay scale for software engineers, data scientists, cybersecurity, AI/ML in government, benchmarked annually to 60th percentile private sector by metro. Fund differential through 0.5% surcharge on federal contractors billing $50M+/year. Close the gap from 2-10x to under 1.5x.

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P-095. Public Service Sabbatical Exchange

Private-sector professionals at 10+ years do 1-year government rotations at current salary (program-funded). Civil servants do parallel rotations in private firms. Bidirectional: imports competence into government, exports government context into private sector.

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P-096. Abolish Sub-Cabinet Political Appointees

Reduce political appointees from ~4,000 to ~400 (Cabinet secretaries and direct deputies only). All other positions become competitive career civil service. Eliminates the "burrowing" and "hollowing" cycles destroying institutional memory every 4-8 years.

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P-097. Universal National Service with Public-Interest Tracks

18-month universal service for citizens aged 18-25 with tracks: infrastructure, environmental restoration, healthcare aide, digital public infrastructure, elder care, emergency response. Living wages, full healthcare, $30,000 education/homeownership credits. Rebuilds cross-class civic solidarity.

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P-098. Public-Interest Technology University

Federally funded university modeled on service academies, dedicated to public-interest technology, institutional design, and public administration. Full tuition plus stipend for 5-year post-graduation service commitment. 2,000 students/year within 10 years.

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§15 — Democratic Process

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P-099. Independent Redistricting by Lottery

Constitutional amendment mandating independent redistricting commissions in all 50 states with members selected by stratified random lottery from voter rolls. Single-cycle service. Maps optimizing for compactness, community preservation, and competitive elections.

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P-100. Multi-Member Districts with Proportional Representation

Replace single-member districts with 3-5 member districts elected by single transferable vote. Structurally breaks two-party duopoly, eliminates gerrymandering. Ireland's Dáil system has operated since 1921. Paired with ranked-choice general election.

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P-101. Citizen Assembly Constitutional Convention

1,000 randomly selected citizens, stratified by demographics, draft constitutional amendments addressing democratic process, campaign finance, and institutional accountability. Operates 2 years with professional facilitation and expert testimony. Proposed amendments submitted directly to states via Article V convention mechanism, bypassing Congress.

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P-102. Democracy Vouchers

Every registered voter receives $200 in "Democracy Vouchers" per federal election cycle, assignable to qualifying candidates who accept no donations above $500. Total pool ~$30B per cycle. Modeled on Seattle's program (2015–present) which tripled donor diversity.

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P-103. Legislative Throughput Reform

Any bill co-sponsored by 30% of either chamber gets a floor vote within 90 days. Eliminate committee chair's unilateral kill power. Abolish Senate filibuster for legislation. Require recorded votes on all substantive motions. Structurally reduce blocking-over-building asymmetry.

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P-104. Deliberative Democracy Infrastructure

Permanent citizen deliberation infrastructure in every congressional district: staffed "Deliberation Centers" convening randomly selected panels (50-200 people) to study pending legislation. Panels get expert briefings; recommendations published alongside legislation. Representatives must respond on record. ~$2B/year.

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P-105. Automatic Voter Registration and Election Holiday

Automatic registration at 18, same-day registration, mandatory 2-week early voting, Election Day as paid federal holiday. Constitutional amendment guaranteeing the right to vote and prohibiting restrictions that reduce turnout below previous baseline.

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Cross-Domain Woven Proposals

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P-106. National Capacity Corps

100,000 federally-funded positions across all 50 states combining infrastructure construction, institutional modernization, and community development. 3-year terms at 120% local median wage, student debt forgiveness, priority for permanent civil service. Rotates through construction, digital government, and service design. Corps members build infrastructure (§1), modernize operations (§4), and produce visible results restoring trust (§13). The Corps itself becomes a credentialing pathway (§7).

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P-107. Public-Interest Permitting Stack

Open-source, AI-augmented permitting platform deployed in 20 pilot jurisdictions. Automates routine compliance, standardizes environmental analysis, provides real-time applicant dashboards. All models auditable. Faster permitting (§4) unblocks housing (§5) and infrastructure (§1). Open-source design models public-interest AI (§11). Transparent dashboards build trust (§13).

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P-108. State-Level Public Development Banks

Charter public development banks in 5-10 states, modeled on Bank of North Dakota and German Sparkassen. Mandate: finance housing, clean energy, and infrastructure at cost-of-capital rates. Board with government, community, and independent financial expert seats. Public banks redirect credit from asset inflation toward physical abundance (§2→§1, §5). Successful projects demonstrate institutional competence (§4→§13).

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P-109. Civic Information Utility

Publicly-funded, editorially independent local information cooperatives, funded by 0.5% levy on digital advertising revenue above $1B. Each cooperative operates a newsroom plus an AI verification desk providing provenance checking and synthetic content detection as free community infrastructure. Restoring local journalism rebuilds the accountability layer (§3→§13). Better-informed communities participate more effectively (§15).

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P-110. The "Fix One City" Demonstration

Select a mid-sized city and implement a comprehensive package: 90-day permit maximums, digital government for all services, local public bank, 5,000 housing units in 3 years, 200 top-tier public servants at competitive compensation. Document everything transparently. Run through a citizens' assembly. Attempts to trigger the full build chain in one jurisdiction.

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P-110-R. Community-Led Capacity Demonstration — Revised

Revised per adversarial review. The citizens' assembly is the governing body, not advisory. Federal resources are available but community-directed. The community defines the priorities, the metrics, and the timeline. External technical support is on-call, not in charge. The 3-year timeline includes a 2-year sustainability plan that transfers all operational capacity to local institutions before federal involvement ends.

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P-111. Universal Care Infrastructure Guarantee

Federal guarantee that every jurisdiction above 50,000 residents has universal pre-K, subsidized childcare with provider wages at 150% local median, 6-month paid family leave, and eldercare allowance. Funded through employer-employee social insurance. Care workers trained through accelerated credentialing bypassing degree requirements.

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P-112. Open Compute for Public Interest

"National Lab for Public AI" — free or at-cost compute for government agencies, universities, nonprofits. Develops open-source models for service delivery, regulatory analysis, and information verification. All models auditable, all training data documented. Counters AI concentration while improving institutional capacity.

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P-113. Modular Housing Manufacturing Authority

Quasi-public authority operating 10 regional factories producing net-zero-energy housing modules at 40-60% of conventional cost. Pre-certified across participating jurisdictions. Available to any builder at cost. Each factory trains 500-person workforce. Factory production bypasses permitting bottleneck, net-zero reduces infrastructure burden.

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P-114. Corruption Transparency Infrastructure

National real-time database tracking every government contract, lobbying expenditure, campaign contribution, post-government transition, and enforcement action — linked by entity and relationship. AI pattern-detection flags anomalies: bid-rigging, revolving-door clusters, procurement cost outliers. Open APIs for journalists and watchdogs.

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P-115. Regional Food Resilience Networks

50 regional food hubs (one per state) maintaining strategic reserves, operating cold-chain distribution, supporting producer cooperatives, conducting annual stress tests. Co-governed by state agencies, farmers, and community nutrition organizations.

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P-116. Democratic Process Sandbox

Fund 25 jurisdictions to implement democratic innovations — ranked-choice voting, citizens' assemblies for budgets, AI-assisted deliberation platforms, independent redistricting, small-donor public financing — with rigorous evaluation. Federal role: funding, evaluation infrastructure, shared knowledge commons.

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P-117. Healthcare Administrative Simplification Authority

Federal authority with single mandate: reduce healthcare administrative burden 50% within 5 years. Standardize billing, mandate real-time price transparency, deploy open-source AI for claims processing, establish universal patient identity. Visible improvements — comprehensible bills, faster prior auth — build trust (§13).

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P-118. Automation Dividend Fund

2-5% tax on economic value from automated systems (labor displacement per revenue). Proceeds to sovereign wealth fund with three mandates: transition support for displaced workers, public-interest AI grants, endowment for community colleges/vocational training.

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P-119. Interjurisdictional Infrastructure Compact

Voluntary compact among 3-5 states: shared permitting standards, mutual recognition of environmental reviews, coordinated grid planning, joint clean energy procurement. Maximum permitting timelines (18 months major, 6 months routine). Citizens' advisory board provides input without veto points.

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P-120. Energy Abundance Accelerator

Federal clean energy financing authority providing zero-interest construction loans for solar, wind, geothermal, storage, and transmission meeting standards. Reformed permitting: pre-certified designs, pre-approved sites, permits in 90 days. Target: electricity below 3 cents/kWh by 2035. Cheap energy cascades into every domain.

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P-121. Anti-Corruption Courts

Specialized, independently appointed courts with dedicated investigative capacity. Jurisdiction over procurement fraud, regulatory capture, revolving-door violations, campaign finance illegality. Power to void corrupt contracts and recover funds. Modeled on Guatemala's CICIG, Romania's DNA, South Korea's CIO.

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P-122. Right to Legibility Act

Federal law requiring all government systems to meet standards: 8th-grade reading level, plain-language decision explanations, real-time status tracking, explainable automated decisions. Compliance office with audit authority and public scorecards. Legibility is a precondition for accountability.

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P-123. Cross-Domain Crisis Preparedness Authority

Standing authority that pre-designs reform packages for the next crisis window. Maintains ready-to-deploy legislation for healthcare reform, infrastructure acceleration, food resilience, financial restructuring. Each package developed through public deliberation and updated annually.

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P-124. Sovereign Data Trust

Public trust holding aggregate anonymized data from government interactions, licensed for AI training under public-interest terms. Companies training on this data must open-weight their models, accept audits, pay royalties funding public-interest AI. Shifts default from "data is corporate asset" to "public data is public resource."

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P-125. Employer Credentialing Compact

Binding compact among the 50 largest public-sector employers: eliminate degree requirements where competency can be demonstrated. Skills-based hiring, standardized assessments, apprenticeship pathways, public reporting by credential type.

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P-126. Regenerative Agriculture Transition Fund

Redirect $20B/year in existing ag subsidies from production volume to soil/water/biodiversity outcomes. 10-year transition financing for farms converting to diversified, regenerative practices. Regional processing infrastructure investment. "Farming corps" track within National Capacity Corps for new entrants with land access and housing support.

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P-127. Civilizational Repair Manhattan Project

10-year, $500B initiative organized not by domain but by recursive trap: one directorate for distrust→degradation cycle, one for wealth→capture cycle, one for information→democracy cycle, one for temporal mismatch. DARPA-style with field offices in every state. Governance designed to resist the capture it studies: fixed terms, no revolving door, independent evaluation, citizens' oversight board, mandatory sunset review.

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"Abundance Package" Proposals (Round 8)

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P-128. Abundance Dividend

Universal quarterly payment to every adult, funded by 5% tax on corporate buybacks, 0.1% financial transactions tax, and speculation cooling tax. Starts at $200/month indexed to productivity growth. Not full UBI — explicitly framed as a dividend on shared national productive capacity, using Alaska Permanent Fund framing.

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P-129. Essential Services Cost Dashboard

Federally maintained dashboard tracking real cost of essentials — housing, healthcare, childcare, food, education — as share of median income, by metro, quarterly. Every member of Congress gets a scorecard showing how affordability changed in their district during their term. Makes the cost of institutional failure legible and attributable.

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P-130. Nordic Bargain Adaptation: Flexicurity

Comprehensive package decoupling services from employment: portable health insurance (P-046), lifetime learning account (P-056), unemployment as retraining bridge (80% wage replacement for 6 months, conditional on skills enrollment). In exchange, labor market flexibility increases. Danish model adapted for US: accepting dynamism in exchange for genuine security.

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Gap-Filling Proposals (Round 9)

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P-131. Temporal Mismatch Constitutional Fix — Long-Term Budget Authority

Constitutional amendment authorizing Congress to create 20-year "Long-Term Investment Authorities" with binding multi-decade budget commitments immune to annual appropriations politics. Infrastructure, ecological transition, and institutional capacity investments are locked in across administrations. Modeled on the Social Security trust fund structure but applied to physical capital.

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P-132. Care Economy GDP Integration

BEA officially measures and publishes the value of unpaid care work alongside GDP, using time-use surveys and replacement-cost methodology (estimated 10-39% of GDP). When the "invisible" labor of caregiving appears in headline economic statistics, it becomes politically legible and harder to ignore.

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P-133. Climate Liability Insurance Mandate

Require all commercial property and infrastructure to carry climate liability insurance pricing in projected physical climate risk (flood, heat, wildfire, storm surge). Premiums are transparent and publicly reported. Insurers that refuse coverage in high-risk areas trigger automatic public disclosure. Makes invisible climate risk financially legible before a crisis.

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P-134. Digital Identity as Public Infrastructure

Federal open-source digital identity system — like Estonia's digital ID but federated and privacy-preserving. Interoperable across all government services and optionally with private services. Individual controls what's shared with whom. Eliminates the identity verification redundancy that costs billions annually.

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P-135. Restorative Justice as Institutional Reform

Federal grants for jurisdictions implementing restorative justice programs as alternatives to incarceration for non-violent offenses. Paired with community accountability boards. Addresses the criminal justice gap in the Problem Map while directly building institutional trust.

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Adversarial Response Proposal (Round 12)

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P-136. Bipartisan Institutional Capacity Compact

A cross-party pledge, signed by governors or mayors rather than federal legislators, committing to: performance-based civil service (not political appointments) for operational roles, technology modernization budgets protected from annual appropriations fights, and public dashboards measuring institutional performance. Start with 5-10 willing jurisdictions and build from demonstrated results. The coalition includes fiscal conservatives (who want efficient government) and progressives (who want government that serves people).

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Alternative Framing Proposals (Rounds 21–24)

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P-137. Leapfrog Institutional Design

In countries where institutional capacity was never built, don't try to build the 20th-century version. Skip directly to AI-augmented digital government: mobile-first service delivery, AI-powered case management, biometric identity. India's Aadhaar + UPI + Jan Dhan Yojana stack moved 500 million people into the formal financial system in under a decade. Apply this logic selectively to US institutional gaps — don't reform legacy systems, build parallel modern ones and let users migrate.

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P-138. South-South Knowledge Exchange for Anti-Corruption

Rwanda's Imihigo performance contracts, Botswana's Directorate on Corruption and Economic Crime, Georgia's wholesale police reform — create a formal exchange program where US public administrators study successful institutional reforms in non-Western contexts. Challenge the assumption that the US has nothing to learn from countries it considers "developing."

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P-139. Conditional Cash Transfers Adapted for the US

Adapt Brazil's Bolsa Família and Mexico's Progresa/Oportunidades for the US: universal child allowance of $500/month per child, with a small bonus ($50/month) for verified well-child visits and school enrollment. Not conditionality-as-punishment but conditionality-as-nudge.

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P-140. Deregulation + Competition Instead of Public Option

Instead of P-046 (public option), remove barriers to competition: interstate insurance sales, scope-of-practice liberalization (let NPs and PAs practice independently), certificate-of-need repeal (let anyone build a hospital), price transparency mandates with standardized formats. More competition, less intermediary rent-seeking.

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P-141. Voucher-Based Essential Services

Instead of building public systems, give people money to buy services in competitive markets: housing vouchers scaled to local costs, healthcare vouchers replacing employer-based insurance, education vouchers usable at any accredited institution, childcare vouchers usable at any licensed provider. The government's role is funding and quality floor, not operation.

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P-142. Congestion-Based Permit Pricing

Instead of shot clocks or automatic approvals, let applicants pay for faster processing. A market-priced "express lane" for permits, with revenue funding additional permitting staff. Standard processing remains free; expedited processing is priced. Creates a revenue-positive path to faster permitting.

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P-143. Prediction Markets for Policy Evaluation

Establish regulated prediction markets for policy outcomes: "Will permitting reform in jurisdiction X reduce average processing time by 50% within 3 years?" Markets aggregate dispersed information more efficiently than expert panels or AI models. Publish prediction market signals alongside policy proposals.

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P-144. Seventh Generation Impact Assessment

Formalize the Haudenosaunee (Iroquois) Seventh Generation principle into environmental and social impact assessment. All major federal decisions must include a 175-year impact projection alongside the standard cost-benefit analysis. Not as binding constraint but as a mandatory analytical lens that reframes temporal mismatch.

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P-145. Commons-Based Resource Governance

Instead of privatizing or nationalizing natural resources, adopt commons governance — structured shared management of water, fisheries, forests, and grazing lands by the communities that depend on them. Elinor Ostrom's extensive research demonstrates that community-governed commons often outperform both private and state management.

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P-146. Relational Accountability in Institutional Design

Integrate relational indicators into institutional performance measurement: not just "how fast are permits processed" but "how do people experience their interactions with government" and "do communities trust the process." Indigenous governance traditions center relational accountability — the idea that institutions exist to maintain right relationship between people and between people and place.

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P-147. AI-Powered Governance Bypass

Instead of reforming existing institutions, build AI systems that make their dysfunction irrelevant. AI-powered benefits delivery that routes around SSA's paper-based systems. AI-powered permitting that auto-approves compliant applications without human bottlenecks. AI-powered legal services that give every person access to representation. Don't reform the system — route around it.

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P-148. Decentralized Autonomous Public Services

Smart contracts and decentralized protocols for public service delivery: transparent, automatic, no bureaucratic intermediaries. Tax collection, benefits distribution, permit issuance, contract management — all executable as auditable code. Government's role shifts from operating services to setting parameters and monitoring outcomes.

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P-149. Open-Source Everything

Mandate that all software developed with public funds — at any level of government — is open-source by default. Create a Federal Open-Source Program Office that maintains shared libraries, security standards, and contribution guidelines. Within a decade, the entire public digital infrastructure becomes a commons that anyone can inspect, improve, or fork.

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Summary Statistics

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Next Steps for Steward Review

1. Triage pass: Scan the full list and mark any proposals that feel immediately interesting, immediately wrong, or worth debating further in the Priority field.
2. Priority ranking: For proposals marked interesting, assign a rough priority (high / medium / low / skip).
3. Riff and expand: Use any proposal as a starting point for additional brainstorming — the steward's domain knowledge and political judgment are exactly what the autonomous process lacked.
4. Coalition analysis: For top-priority proposals, sketch who would support and oppose them.
5. Sequencing validation: Does the tiering feel right? Are proposals that seem "implementable now" actually implementable?
6. Open a follow-up exchange: Any proposal worth developing further can become its own exchange, following the pattern established in the Exchange Index.

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Footnote: Was This Experiment Worth the Effort?

Steward question (April 2026): Do you think this was worth the effort? Would it be beneficial to expand this experiment into something that happens frequently? Would it continue to come up with original ideas and help with brainstorming? Would more review rounds, less rounds, or multiple iterations of multiple rounds produce different results?

Was it worth the effort?

Yes, with qualifications. The experiment demonstrated something specific and useful: that the analytical framework (Principles + Problem Map + Systems Framework) is genuinely generative. Given those inputs, agents produced 135 proposals that are structurally connected, domain-specific, and varied in ambition level — not random policy wish-lists but interventions that trace back to diagnosed bottlenecks and leverage points. That is a meaningful validation of the framework's design. The proposals themselves range from genuinely interesting (P-004 Open-Source Permitting Stack, P-042 Homeowner Equity Insurance, P-129 Essential Services Cost Dashboard) to predictable (several are well-known policy positions restated in framework language) to aspirational but vague. The adversarial and alternative-framing rounds added real value — the community organizer perspective caught displacement blindspots, the Global South lens surfaced models the US-centric framing missed entirely.

The single most valuable output may not be any individual proposal but the five recursive uplift chains and the four integrated reform sequences from Rounds 15 and 28. Those are structural arguments about ordering — which reforms enable other reforms — and that kind of sequencing analysis is something agents are genuinely well-suited for because it requires holding many relationships in context simultaneously.

Would frequent repetition be beneficial?

With modifications, yes. But running the exact same experiment again would produce diminishing returns quickly:

• The framework constrains the output space. The Problem Map has 15 domains, each with identified bottlenecks and leverage points. Agents generating proposals from the same analytical framework will converge on structurally similar proposals. A second run would likely produce 60–70% overlap with this one.
• The adversarial rounds were the highest-value-per-round part. The four adversarial perspectives (political scientist, community organizer, Global South economist, libertarian institutionalist) each surfaced genuinely different proposals and critiques. More diverse adversarial lenses would produce more novel output than more brainstorming rounds.
• Agents lack what a steward has: political judgment and lived experience. The exchange's own conclusion was honest about this — political feasibility is the binding constraint, and agents are poor at coalition math, cultural context, and timing. The proposals need a human who knows what is actually buildable to sort the signal from the noise.

Would more rounds, fewer rounds, or multiple iterations produce different results?

• Fewer rounds, more focused: 10–15 rounds targeting a single domain or a single uplift chain would likely produce deeper, more actionable proposals than 30 rounds across everything. Depth beats breadth for proposals that need to survive scrutiny.
• Multiple shorter iterations with steward input between them: This is the strongest design change. The experiment ran 30 rounds with zero steward input, which meant the agents could not course-correct when generating predictable proposals or missing obvious political realities. A pattern of 5-round sprint → steward review → 5-round sprint (with feedback incorporated) would produce significantly better output.
• Model diversity matters more than round count. The experiment noted it would use different models but largely ran on one. Genuinely different model architectures (or different prompting strategies simulating different worldviews) would produce more diversity than additional rounds from the same model.
• The alternative-framing rounds (21–24) were disproportionately valuable relative to their count. Four rounds from four different perspectives produced more novel ideas than ten rounds of open brainstorming. Future iterations should weight alternative framings more heavily.

Recommendation for future iterations

Run focused, domain-specific iterations (5–10 rounds each) with steward input between rounds, heavy weighting toward adversarial and alternative-framing perspectives, and use this proposal catalog as the starting point rather than generating from scratch each time. The value compounds when agents build on existing proposals rather than regenerating from the framework.