Oceanic AI Specification

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Oceanic AI

The ocean belongs to everyone.

Overview

Oceanic AI is an open-source maritime intelligence and transparency platform designed to investigate how laws, regulations, permits, exemptions, privileges, and harvesting restrictions govern access to oceans, coastal waters, inland waterways, and marine resources.

The platform uses artificial intelligence to analyze maritime laws, monitor commercial and industrial activity, compare the rights and privileges of different participant groups, and identify regulatory disparities that may affect access to shared marine resources. It examines the rules governing commercial, recreational, tribal, subsistence, scientific, governmental, conservation-related, and other authorized activities to determine who may harvest what, where, when, and in what quantities.

Oceanic AI is designed to uncover differences in how public resources are accessed, managed, harvested, and monetized. It investigates which groups receive permits, exemptions, special privileges, harvesting allowances, or other forms of authorization, and identifies the legal authority and stated rationale behind those distinctions. The platform does not automatically assume that different treatment is improper. It provides evidence-based comparisons that help the public understand whether distinctions are legally authorized, scientifically supported, environmentally justified, or worthy of further investigation.

The project promotes public transparency, informed participation, conservation awareness, and accountability in the management of shared marine and aquatic resources.

Core Objectives

Make maritime laws, regulations, permits, exemptions, and access restrictions easier for the public to understand.
Compare the rights, privileges, restrictions, and harvesting allowances of different participant categories.
Identify regulatory disparities between ordinary citizens and commercial, industrial, governmental, and other authorized entities.
Track commercial harvesting activities, reported landings, vessel operations, permits, and publicly available economic information.
Investigate who benefits from special permissions, exemptions, preferential treatment, and resource allocation decisions.
Examine the legal authority and policy rationale behind differences in access and harvesting privileges.
Monitor how marine resources are harvested, managed, valued, and protected.
Identify potential conflicts between commercial activity, public access, conservation objectives, and environmental protections.
Provide transparent, source-backed research that distinguishes verified facts from estimates, allegations, interpretations, and AI-generated analysis.
Give citizens accessible tools to investigate public resource management and participate in informed oversight.

Core Modules

Maritime Legal Intelligence Module

Analyzes the laws, regulations, policies, and legal authorities governing oceans, coastal waters, inland waterways, fisheries, marine resources, and related activities.

Features include:

Research federal, state, local, tribal, and international maritime laws and regulations.
Analyze the United States Code, Code of Federal Regulations, Federal Register, state statutes, administrative rules, and relevant legal decisions.
Identify laws governing commercial fishing, recreational fishing, subsistence harvesting, aquaculture, marine leasing, vessel operations, and other maritime activities.
Extract restrictions, permissions, definitions, exceptions, exemptions, penalties, and enforcement provisions.
Identify which government agencies and authorities administer or enforce particular rules.
Connect legal provisions to the geographic areas, species, activities, and participant categories they govern.
Compare overlapping or conflicting regulations across jurisdictions.
Explain legal language in accessible terms while preserving links to the original legal authority.
Distinguish binding legal requirements from agency guidance, policy statements, proposed rules, and nonbinding interpretations.
Maintain historical versions of laws and regulations to support analysis of how legal permissions and restrictions have changed.

Citizen Rights and Public Access Module

Investigates the rights of ordinary citizens to access, use, enjoy, and harvest public marine and aquatic resources.

Features include:

Identify public access rights and restrictions across oceans, coastal waters, beaches, waterways, and public fishing areas.
Analyze recreational fishing rules, catch limits, seasonal restrictions, gear requirements, and licensing requirements.
Identify restrictions affecting private citizens that may differ from permissions granted to other participant categories.
Research public trust doctrines, navigable waters, public fishing rights, shoreline access, and other relevant legal protections.
Identify areas where access is restricted, leased, reserved, or subject to special authorization.
Compare public access rights with commercial, industrial, governmental, scientific, and other authorized uses.
Explain the legal basis for public access restrictions and identify relevant exceptions.
Identify opportunities for public participation in regulatory proceedings and resource-management decisions.
Provide accessible summaries of citizen rights, responsibilities, and available research resources.

Commercial Privileges and Exemptions Module

Identifies and analyzes the special permissions, exemptions, privileges, and regulatory arrangements available to commercial and industrial operators.

Features include:

Identify commercial fishing permits, licenses, quotas, allocations, harvesting privileges, and special authorizations.
Research exemptions from restrictions that apply to recreational or ordinary citizen activities.
Compare commercial and recreational harvesting limits for the same species and geographic areas.
Identify differences in seasons, catch limits, gear restrictions, fishing locations, reporting requirements, and permitted methods.
Analyze exceptions granted to specific industries, entities, vessels, or permit categories.
Identify regulatory provisions that allow certain entities to access resources unavailable to ordinary citizens.
Research exclusive access rights, limited-entry programs, individual transferable quotas, and other allocation mechanisms.
Determine the legal authority supporting each identified privilege or exemption.
Investigate the stated conservation, economic, scientific, or administrative rationale for different treatment.
Identify who benefits from each authorization and whether the privilege is transferable, renewable, or subject to special conditions.
Track changes to commercial privileges and exemptions over time.

Regulatory Disparity Detection Module

Serves as the central intelligence engine for identifying and evaluating differences in regulatory treatment across participant categories.

Features include:

Compare laws, restrictions, permissions, exemptions, and harvesting allowances across all relevant participant categories.
Identify differences between ordinary citizens and commercial, industrial, tribal, subsistence, scientific, governmental, conservation-related, and other authorized activities.
Detect situations where one group may harvest a species, access a location, use a particular method, or operate during a period when another group is restricted.
Compare catch limits, quotas, seasons, geographic boundaries, gear requirements, permit requirements, and reporting obligations.
Identify preferential access, exclusive privileges, special exemptions, and resource allocation differences.
Determine whether distinctions are supported by identifiable legal authority.
Investigate the stated policy, conservation, scientific, economic, treaty, or public-interest rationale for each distinction.
Identify differences that may warrant additional legal, scientific, environmental, or public-policy review.
Highlight regulatory arrangements that may create unequal economic opportunities or disproportionate access to public resources.
Distinguish legally authorized differences from unexplained, ambiguous, outdated, or potentially inconsistent regulatory treatment.
Assign confidence levels based on source quality, completeness, and corroboration.
Provide side-by-side comparisons with citations to the underlying legal provisions and supporting evidence.
Maintain a record of the reasoning, sources, assumptions, and limitations behind each finding.

The module must not characterize a regulatory distinction as illegal, corrupt, discriminatory, or improper solely because different groups receive different treatment. Findings must identify the applicable authority, relevant context, and unresolved questions before drawing conclusions.

Commercial Harvesting Intelligence Module

Tracks publicly documented commercial and industrial harvesting activity and analyzes its relationship to resource availability, public access, and conservation objectives.

Features include:

Collect and analyze publicly available commercial harvesting records.
Track reported landings, harvesting quantities, species, dates, ports, and reporting jurisdictions where available.
Identify commercial harvesting limits, quotas, allocations, and permit conditions.
Compare reported harvesting activity with authorized limits and applicable reporting requirements.
Analyze harvesting trends by species, region, season, permit category, and commercial sector.
Identify concentrated harvesting activity and changes in harvesting patterns.
Compare commercial harvesting activity with recreational and subsistence harvesting opportunities.
Estimate the economic value of reported harvesting using documented market and valuation data.
Identify differences between authorized harvesting limits and reported harvesting quantities.
Track available records of discards, bycatch, protected species interactions, and other environmental impacts.
Distinguish observed data, reported data, modeled estimates, and inferred activity.
Identify data gaps and limitations that prevent reliable conclusions about actual harvesting locations or quantities.

Commercial Entity and Corporate Intelligence Module

Investigates the businesses, organizations, ownership structures, and economic interests associated with maritime resource extraction and commercial privileges.

Features include:

Identify commercial fishing companies, seafood processors, aquaculture operators, marine resource businesses, and other relevant entities.
Connect businesses to publicly documented permits, licenses, quotas, vessels, and harvesting operations.
Research corporate ownership, parent companies, subsidiaries, affiliates, and verified business relationships.
Identify publicly documented beneficial ownership information where available.
Track mergers, acquisitions, reorganizations, and changes in ownership.
Investigate relationships between commercial entities and permit holders.
Identify entities holding multiple permits, allocations, or special authorizations.
Analyze the concentration of harvesting privileges and resource access among commercial operators.
Estimate commercial activity and economic benefits using documented evidence.
Distinguish verified corporate relationships from inferred or unconfirmed associations.
Preserve source references for ownership, authorization, and financial information.

Vessel and Fleet Intelligence Module

Analyzes publicly available information about commercial vessels, fishing fleets, and other maritime operators.

Features include:

Identify registered commercial fishing vessels and relevant vessel classifications.
Connect vessels to publicly documented owners, operators, permits, and authorized activities.
Track publicly available vessel movements and activity records.
Analyze vessel activity by geographic area, species, season, and commercial operation.
Identify fleet concentration and changes in vessel participation.
Compare vessel activity with applicable geographic restrictions and authorization records.
Identify vessels associated with multiple permits, operators, or commercial entities.
Analyze publicly available vessel characteristics, including size, capacity, classification, and operational history.
Integrate Automatic Identification System data and other available tracking information.
Distinguish observed vessel positions from inferred fishing activity.
Account for incomplete tracking coverage, reporting gaps, disabled or unavailable transponders, and other data limitations.
Never treat missing vessel tracking information alone as proof of unlawful activity.

Species and Marine Resource Intelligence Module

Provides detailed intelligence about marine and aquatic species, harvesting rules, population conditions, and resource management.

Features include:

Maintain searchable information about fish, shellfish, crustaceans, marine mammals, and other aquatic species.
Identify species-specific harvesting permissions, restrictions, quotas, seasons, and geographic boundaries.
Connect species to relevant jurisdictions, management authorities, and regulatory provisions.
Track commercial and recreational catch limits.
Identify protected, threatened, endangered, invasive, and specially managed species.
Analyze population assessments, stock status, habitat conditions, and available scientific research.
Compare conservation restrictions with commercial and recreational harvesting allowances.
Identify changes to species classifications, population assessments, and management plans.
Track species-specific bycatch restrictions and incidental take authorizations.
Explain how scientific assessments influence harvesting limits and regulatory decisions.
Identify uncertainty in population estimates and differences between scientific assessments.

Geographic and Maritime Mapping Module

Provides interactive geographic analysis of maritime jurisdictions, resource access, harvesting activity, and regulatory boundaries.

Features include:

Map oceans, coastal waters, bays, estuaries, rivers, lakes, and inland waterways.
Display federal, state, local, tribal, and international jurisdictional boundaries.
Map marine protected areas, fishing zones, restricted areas, and public access locations.
Display commercial fishing areas, permitted harvesting zones, and publicly documented vessel activity.
Connect mapped locations to applicable laws, regulations, species, permits, and restrictions.
Compare geographic access and harvesting privileges across participant categories.
Identify overlapping jurisdictions and areas with complex regulatory authority.
Display seasonal restrictions and geographic changes in permitted activity.
Allow users to examine a location and discover which activities are permitted, restricted, or subject to special authorization.
Provide historical geographic comparisons when reliable historical data is available.
Clearly identify approximate boundaries, disputed jurisdictional areas, and limitations in source mapping.

Waterway and Jurisdiction Intelligence Module

Analyzes the legal and administrative authority governing specific bodies of water and geographic regions.

Features include:

Identify the federal, state, local, tribal, and international authorities responsible for managing a waterway.
Determine which jurisdictions overlap within a particular geographic area.
Identify agencies responsible for issuing permits and enforcing applicable rules.
Connect waterways to species, harvesting restrictions, access rights, and management plans.
Analyze differences in regulations between neighboring jurisdictions.
Identify navigational, environmental, public access, and resource-management restrictions.
Track changes in jurisdictional boundaries and administrative authority.
Investigate interstate, international, and tribal jurisdictional issues.
Explain how jurisdiction affects access, harvesting permissions, and enforcement authority.
Identify areas where jurisdiction or regulatory authority is unclear or disputed.

Economic Impact and Resource Valuation Module

Examines the economic value of marine resources and how financial benefits are distributed among different participant categories.

Features include:

Estimate the market value of commercially harvested marine resources using documented pricing data.
Analyze commercial harvesting revenue and publicly available economic indicators.
Compare commercial resource extraction with recreational, subsistence, and other public uses.
Identify the economic value associated with permits, quotas, exclusive access, and special harvesting privileges.
Analyze concentration of resource access and economic benefits among commercial entities.
Research public subsidies, grants, tax incentives, financial assistance, and other government support associated with maritime industries.
Investigate publicly documented lease payments, access fees, royalties, and resource allocation costs.
Compare public economic benefits with private commercial benefits where reliable information exists.
Identify potential external costs associated with resource extraction, including environmental degradation and conservation impacts.
Distinguish measured economic values from modeled estimates and assumptions.
Document valuation methodologies and data limitations.

Conservation and Environmental Impact Module

Evaluates the relationship between harvesting activity, marine ecosystems, conservation requirements, and long-term resource sustainability.

Features include:

Analyze available scientific assessments of marine populations and ecosystem conditions.
Track conservation restrictions and protected species requirements.
Compare commercial and recreational harvesting allowances with available population and sustainability assessments.
Identify bycatch, habitat damage, pollution, and other documented environmental impacts.
Investigate the scientific basis for quotas, seasonal restrictions, and harvesting closures.
Compare conservation requirements across participant categories.
Identify differences between permitted activity and stated conservation objectives.
Track marine protected areas, habitat restoration projects, and conservation initiatives.
Analyze cumulative harvesting pressure where reliable data permits.
Monitor changes in species populations and environmental conditions.
Distinguish established scientific findings from preliminary research, projections, and disputed conclusions.
Highlight areas where additional scientific evidence is needed.

Enforcement and Compliance Intelligence Module

Analyzes publicly available enforcement information and the relationship between regulatory requirements and observed or reported activity.

Features include:

Research publicly available enforcement records, agency reports, administrative actions, and court proceedings.
Track reported violations involving commercial, recreational, and other maritime activities.
Identify publicly documented penalties, permit suspensions, license revocations, and enforcement outcomes.
Compare enforcement activity across jurisdictions and participant categories where comparable records exist.
Analyze whether enforcement priorities align with documented regulatory risks and resource impacts.
Connect enforcement records to applicable laws, permits, entities, vessels, and geographic areas.
Distinguish allegations, investigations, administrative findings, settlements, and final judicial decisions.
Identify publicly documented differences in enforcement treatment.
Track changes in enforcement policies and agency procedures.
Preserve the original source and procedural status of every enforcement record.
Avoid presenting allegations or unresolved investigations as established violations.

Legislative and Regulatory Monitoring Module

Monitors proposed and adopted changes to maritime laws, fishing regulations, resource allocation policies, and related government decisions.

Features include:

Monitor federal, state, local, tribal, and international legislative developments.
Track proposed regulations, final rules, public notices, agency decisions, and regulatory amendments.
Identify legislation affecting commercial privileges, public access, harvesting limits, and conservation requirements.
Monitor public comment periods, hearings, advisory meetings, and regulatory consultations.
Compare proposed rules with existing requirements.
Identify which participant categories may benefit from or be restricted by proposed changes.
Analyze the stated rationale and supporting evidence for regulatory changes.
Track changes to quotas, permits, exemptions, seasons, and protected areas.
Identify relevant legislative sponsors, agencies, committees, and publicly documented stakeholders.
Provide historical comparisons showing how regulatory treatment changes over time.
Generate alerts when relevant legislation or regulatory actions are introduced, amended, adopted, or withdrawn.

AI Research and Evidence Verification Module

Coordinates AI-assisted research, analysis, source verification, and cross-module intelligence.

Features include:

Search and analyze authoritative legal, regulatory, scientific, governmental, and publicly available commercial sources.
Cross-reference laws, permits, entities, vessels, species, waterways, harvesting records, and economic data.
Generate source-backed answers to natural-language research questions.
Compare regulatory treatment across participant categories and jurisdictions.
Identify inconsistencies, missing information, conflicting sources, and outdated records.
Verify citations against the underlying source material.
Maintain source dates, publication dates, retrieval dates, and applicable legal effective dates.
Assign confidence levels based on source authority, reliability, completeness, and corroboration.
Distinguish verified facts, reported information, estimates, allegations, interpretations, and AI-generated inferences.
Explain how conclusions were reached and identify the evidence supporting each finding.
Preserve research history and the sources used in generated reports.
Identify when available evidence is insufficient to support a conclusion.
Never fabricate sources, citations, legal authorities, data, or findings.
Make uncertainty and limitations visible rather than presenting unsupported conclusions as facts.

Public Transparency Dashboard Module

Presents research findings and maritime intelligence in an accessible format for citizens, researchers, journalists, policymakers, and other interested parties.

Features include:

Provide searchable dashboards covering laws, regulations, permits, exemptions, commercial activity, and resource management.
Display comparisons between participant categories.
Highlight differences in harvesting privileges, access restrictions, quotas, and regulatory treatment.
Present commercial harvesting activity and publicly available economic information.
Display geographic maps and jurisdictional comparisons.
Show species-specific harvesting rules and conservation information.
Present source-backed findings with confidence levels and supporting evidence.
Allow users to filter information by location, species, activity, participant category, jurisdiction, and time period.
Display historical trends and regulatory changes.
Provide accessible explanations of complex legal and scientific information.
Clearly distinguish verified findings from preliminary research and unresolved questions.

Citizen Research and Reporting Module

Allows members of the public to investigate maritime issues, contribute information, and participate in evidence-based oversight.

Features include:

Allow users to submit research questions about maritime laws, commercial privileges, harvesting activity, and public access.
Provide guided research workflows for comparing regulatory treatment.
Allow users to submit public records, documents, photographs, observations, and relevant source links.
Support community research into specific species, waterways, jurisdictions, and commercial activities.
Allow users to identify potential regulatory disparities for further investigation.
Provide tools to compare official records with publicly documented observations.
Support source annotations, corrections, and additional evidence submissions.
Allow users to follow research topics and receive updates.
Provide moderation and verification processes for community-submitted information.
Protect personal information and prevent unsupported allegations from being presented as verified findings.
Preserve distinctions between user-submitted claims and independently verified evidence.

Reporting and Publication Module

Transforms research and intelligence findings into structured, shareable reports.

Features include:

Generate reports comparing citizen, recreational, commercial, industrial, tribal, subsistence, scientific, governmental, and other authorized activities.
Produce species-specific and location-specific regulatory summaries.
Document permits, exemptions, quotas, access rights, and harvesting restrictions.
Generate commercial entity, vessel, fleet, and harvesting activity reports.
Summarize regulatory disparities and explain the legal authority behind identified differences.
Include citations, source links, confidence levels, methodology, and data limitations.
Support historical comparisons and trend analysis.
Generate public transparency reports and research briefs.
Allow users to review and edit AI-generated reports before publication.
Clearly label unverified findings, estimates, and allegations.
Support export and sharing of reports in accessible formats.

Notifications and Monitoring Module

Provides ongoing monitoring of maritime regulations, commercial activity, resource conditions, and research topics.

Features include:

Notify users of changes to laws, regulations, permits, quotas, seasons, and harvesting restrictions.
Monitor proposed legislation and regulatory proceedings.
Alert users when new exemptions, special authorizations, or commercial privileges are identified.
Track changes in publicly documented commercial harvesting activity.
Notify users of relevant enforcement actions and agency announcements.
Monitor species population assessments and conservation updates.
Allow users to follow selected waterways, jurisdictions, species, companies, vessels, and regulatory issues.
Support configurable daily, weekly, and monthly research summaries.
Provide notifications when previously published findings are corrected or materially updated.
Identify changes in source availability and data reliability.

Optional Plugin Modules

International Maritime Intelligence Plugin

Extends research beyond domestic jurisdictions to international waters, foreign coastal jurisdictions, and cross-border maritime governance.

Features include:

Analyze international maritime agreements and conventions.
Research foreign fisheries laws and harvesting regulations.
Compare national fishing privileges and resource allocation systems.
Analyze international fishing agreements and regional fisheries management organizations.
Track publicly documented international commercial fishing activity.
Investigate cross-border resource management and enforcement arrangements.
Compare international conservation requirements and harvesting restrictions.

Freedom of Information Research Plugin

Supports research into government records and public information that may not be readily available through existing public databases.

Features include:

Identify relevant public records laws and government disclosure procedures.
Research available federal, state, and local records request processes.
Help users prepare records requests for human review and submission.
Track request status and response deadlines where information is available.
Organize received documents and connect them to existing research.
Identify redactions, withheld records, and cited disclosure exemptions.
Compare agency responses and publicly released records.
Never submit requests or communicate with government agencies without explicit user authorization.

Fisheries Trade and Supply Chain Plugin

Investigates the commercial movement, processing, distribution, and sale of marine resources.

Features include:

Analyze publicly available seafood import and export records.
Track commercial processing and distribution relationships.
Connect reported harvesting activity to publicly documented supply chains.
Research seafood market pricing and trade patterns.
Identify publicly documented ownership relationships among harvesters, processors, distributors, and retailers.
Analyze international seafood trade and reported sourcing information.
Identify data gaps that prevent reliable traceability.
Distinguish documented supply chain relationships from inferred connections.

Aquaculture and Marine Leasing Plugin

Analyzes aquaculture operations, marine leases, offshore installations, and other authorized uses of public waters.

Features include:

Track publicly documented aquaculture permits and leases.
Identify marine areas allocated for private or commercial use.
Compare lease terms, fees, conditions, and authorized activities.
Analyze differences between public access and privately authorized use.
Research environmental requirements and monitoring obligations.
Identify commercial beneficiaries and publicly documented ownership relationships.
Track proposed and approved marine development projects.
Analyze the legal authority and public-interest rationale for marine leasing decisions.

Public Trust and Legal Research Plugin

Provides deeper research into public ownership principles, government stewardship obligations, and legal protections affecting shared marine resources.

Features include:

Research public trust doctrines and related legal principles.
Analyze public access rights and government obligations concerning navigable waters and natural resources.
Identify relevant court decisions and legal interpretations.
Compare public resource management approaches across jurisdictions.
Investigate legal challenges involving access restrictions, resource allocation, and commercial privileges.
Connect legal findings to specific regulatory disparities.
Distinguish established legal precedent from unsettled legal questions.

Scientific Research and Marine Population Plugin

Expands scientific analysis of marine ecosystems, species populations, and resource sustainability.

Features include:

Integrate publicly available scientific studies and population assessments.
Analyze fisheries stock assessments and ecological research.
Compare scientific findings with harvesting quotas and regulatory decisions.
Track research concerning habitat degradation, climate impacts, pollution, and biodiversity.
Identify gaps between available scientific evidence and management decisions.
Monitor changes in scientific assessments over time.
Preserve publication details, methodologies, and uncertainty ranges.

Government Accountability Plugin

Investigates public decision-making, government resource allocation, regulatory administration, and documented relationships between public authorities and commercial interests.

Features include:

Research public contracts, grants, subsidies, leases, and resource allocation decisions.
Analyze publicly documented agency decisions affecting commercial and public access.
Identify relevant public officials, agencies, advisory bodies, and decision-making authorities.
Research lobbying disclosures and publicly documented stakeholder participation.
Track public hearings, meeting records, and regulatory consultation processes.
Compare stated public-interest objectives with documented policy outcomes.
Identify potential conflicts of interest for further human investigation.
Distinguish documented relationships from speculation or unsupported allegations.

Community Science Plugin

Supports public participation in the collection and review of environmental and marine resource observations.

Features include:

Allow users to submit observations of marine species, habitat conditions, and environmental changes.
Support structured community data collection.
Connect observations to geographic locations and relevant scientific research.
Identify patterns that may warrant scientific investigation.
Support verification and quality review of submitted observations.
Distinguish community observations from professionally validated scientific findings.
Protect sensitive ecological location data where disclosure could cause harm.

Advanced AI Research Assistant Plugin

Provides advanced conversational research capabilities across the platform.

Features include:

Answer complex questions using information connected across core modules.
Conduct multi-step research into specific regulatory disparities and commercial privileges.
Compare multiple jurisdictions, species, entities, and participant categories.
Identify relationships that may not be apparent from individual records.
Generate research plans and identify missing evidence.
Explain legal, scientific, economic, and regulatory findings in accessible language.
Support interactive exploration of source documents and historical records.
Maintain traceable research sessions with citations and documented assumptions.
Require human review before publishing findings or taking external actions.

Cross-Module Intelligence

Oceanic AI connects information across all core modules to provide a comprehensive understanding of maritime resource access, regulation, harvesting, and economic activity.

The platform should be able to connect:

Waterways and geographic locations to their governing jurisdictions.
Jurisdictions to applicable laws, regulations, agencies, and enforcement authorities.
Species to harvesting restrictions, population assessments, quotas, and conservation requirements.
Participant categories to their legal rights, permits, exemptions, and authorized activities.
Commercial privileges to the legal provisions and agencies that authorize them.
Permits and quotas to their holders, associated entities, vessels, species, and geographic areas.
Commercial entities to verified ownership relationships, subsidiaries, affiliates, and publicly documented business interests.
Vessels to registered owners, operators, permits, fleet relationships, and publicly available activity records.
Reported landings to species, dates, ports, reporting jurisdictions, and available commercial records.
Economic activity to harvesting privileges, resource allocations, market values, and documented public benefits.
Conservation requirements to scientific assessments, harvesting limits, and environmental outcomes.
Enforcement records to applicable regulations, entities, vessels, permits, and geographic locations.
Legislative and regulatory changes to affected participant categories, commercial privileges, public access, and conservation requirements.

Cross-module analysis should identify relationships, inconsistencies, missing information, and potential areas for further investigation without presenting inferred relationships as verified facts.

Data Sources and Evidence Management

Oceanic AI should prioritize authoritative and independently verifiable information.

Potential sources include:

NOAA and NOAA Fisheries.
National Marine Fisheries Service.
United States Code and Code of Federal Regulations.
Federal Register and government regulatory publications.
State fisheries and natural resource agencies.
Regional Fishery Management Councils.
Marine protected area and coastal management databases.
United States Coast Guard public information.
Public vessel registries and commercial fishing permit databases.
Publicly available harvesting and landing datasets.
Government enforcement records and administrative decisions.
Scientific publications and marine population assessments.
Legislative records, public hearings, and agency meeting documents.
Public corporate and business registration records.
Publicly available economic, trade, and seafood market data.
Tribal government publications and treaty-related legal materials.
International maritime organizations and regional fisheries management authorities.

Every source should be evaluated for:

Authority and reliability.
Publication and retrieval dates.
Applicable geographic and jurisdictional coverage.
Legal effective dates and historical validity.
Data collection and reporting methodology.
Completeness and known omissions.
Confidentiality restrictions and disclosure limitations.
Licensing, reuse, and attribution requirements.
Whether information is observed, reported, estimated, modeled, or inferred.

The platform must account for the fact that reported landings do not necessarily establish the precise location where harvesting occurred. Commercial harvesting data may be delayed, aggregated, withheld, or unavailable because of confidentiality requirements. Vessel tracking data may be incomplete, and the absence of Automatic Identification System information does not establish unlawful activity.

Specification Branding License (SBL)

Standard

Fully AGPL-3.0+ compliant system
Copyleft enforced for network deployments
Required attribution:
- Roxanne Ardary
- https://www.roxanneardary.com/

Optional

Specification Branding License (SBL)
- Attribution-free commercial deployment
- Pricing based on scale, usage, and deployment scope
- https://roxanneardary.com/oceanic-ai/

License & Notice Requirements

Oceanic AI is released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).
By contributing to any Open Arsenal project, you agree that your contributions will also be released under this license.

Please note the following:

All contributions must comply with the AGPL-3.0+ terms.
Under Section 7 of the license, all redistributions, forks, and derivative works must preserve attribution to:
Roxanne Ardary and roxanneardary.com.
Oceanic AI specifications are free to use with attribution. A Specification Branding License can be negotiated upon request.
The project’s notice.md file tracks attribution requirements and contributor acknowledgments.
Any update that adds new contributors or modifies attribution should also update notice.md.
When submitting a pull request, ensure that any new files maintain the attribution headers where applicable.
Network-deployed versions of this software must also remain fully AGPL-3.0+ compliant, including exposure of source code modifications when applicable under the license.

For full legal details, please refer to the AGPL-3.0+ license and the project’s notice.md file.

Notice – Oceanic AI

Attribution Requirement: Under Section 7 of the AGPL 3.0+ license, all redistributions, forks, and derivative works, including network-deployed versions of this project, must provide attribution to Roxanne Ardary and roxanneardary.com.

Contributors

This file tracks contributors and their specific contributions to the project.

Roxanne Ardary, roxanneardary.com – November 2, 2026
Created the repository for Oceanic AI. Developed the project concept and specification for an AI-powered maritime intelligence platform that analyzes maritime laws, identifies regulatory disparities, tracks commercial harvesting operations, investigates corporate privileges, and promotes transparency and equitable access to shared marine resources.
Add other contributors here – [Date]
[Describe contribution in one sentence]

License – Oceanic AI

This repository is licensed under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).

Key Points:

You are free to use, modify, and distribute the code.
All redistributions, forks, and derivative works or network-deployed versions must also be licensed under AGPL-3.0+ and provide attribution to Roxanne Ardary and roxanneardary.com as required under Section 7 of the license.
The software is provided “as is,” without warranty of any kind.

For the full license text, see GNU AGPL-3.0 License.