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A transparent framework for project leadership, technical decisions, contributor participation, accountability, and long-term stewardship.
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Current Project Maintainer: @krishanth7
Official Governance Document: GOVERNANCE.md
Important
Governance Authority
EveryO is currently an independently maintained, maintainer-led open-source project.
The maintainer sets technical direction, manages releases, reviews contributions, enforces policies, and makes final decisions when consensus cannot be reached.
This Wiki page expands the existing governance policy with recommendations for future growth. Proposed processes do not create new maintainer positions, voting rights, committees, or repository permissions.
- Governance Overview
- Governance Principles
- Current Governance Model
- Project Roles
- Maintainer Responsibilities
- Contributor Responsibilities
- Reviewers and Future Maintainers
- Repository Access and Permissions
- Decision-Making Process
- Technical Proposals and RFCs
- Architectural Decision Records
- Consensus and Final Authority
- Pull Request Governance
- Release Governance
- Security Governance
- Community Governance
- Conflict Resolution
- Policy Enforcement
- Project Roadmap Governance
- Licensing and Intellectual Property
- Sponsorship and Commercial Independence
- Transparency and Recordkeeping
- Maintainer Succession
- Governance Amendments
- Governance Decision Matrix
- Frequently Asked Questions
- Official References
- Next Steps
Governance defines how EveryO makes decisions, manages contributions, assigns responsibilities, and maintains the project's technical integrity.
EveryO is developed as an independently maintained open-source neural computing framework.
Its governance model aims to support open participation while preserving consistent technical leadership.
- Establish clear decision-making authority.
- Encourage community participation.
- Protect software quality.
- Maintain technical consistency.
- Resolve disagreements constructively.
- Preserve project independence.
- Ensure responsible security handling.
- Support sustainable project development.
This governance framework applies to:
- GitHub issues.
- GitHub Discussions.
- Pull requests.
- Code reviews.
- Documentation contributions.
- Project policies.
- Release management.
- Security coordination.
- Maintainer responsibilities.
Technical decisions should be discussed openly whenever confidentiality is not required.
Contributors are evaluated on technical judgment, collaboration, security awareness, and sustained participation.
People exercising project authority should act consistently with published policies.
Disagreements should focus on technical facts, trade-offs, and project outcomes rather than personal characteristics.
Correctness, security, reproducibility, and maintainability take priority over promotional considerations.
External sponsorship, promotion, or commercial interests do not automatically determine technical priorities.
Maintainers should consider both present users and the long-term sustainability of the framework.
EveryO currently operates under a maintainer-led model.
EVERYO
Open-Source Project
|
v
Project Maintainer
@krishanth7
|
+------------+------------+
| | |
v v v
Technical Repository Release
Direction Policies Management
| | |
+------------+------------+
|
v
Contributors
|
+------------+------------+
| | |
v v v
Issues Pull Requests Documentation
|
v
Code Review
|
v
Maintainer Decision
This diagram represents the current maintainer-led authority structure. It does not imply that additional maintainers or formal teams have been appointed.
GitHub: @krishanth7
| Property | Current Model |
|---|---|
| Governance type | Independent, maintainer-led |
| Technical authority | Project maintainer |
| Contribution model | Open participation |
| Final decision authority | Project maintainer |
| Release approval | Project maintainer |
| Security coordination | Project maintainer |
| Reviewer appointments | By invitation |
| Repository permissions | Explicitly granted |
EveryO's official governance document defines maintainers, contributors, reviewers, and potential future maintainers.
The maintainer is responsible for:
- Technical direction.
- Code review.
- Release management.
- Policy enforcement.
- Final decisions when consensus fails.
Anyone may contribute through:
- Issues.
- Discussions.
- Documentation.
- Testing.
- Code review.
- Pull requests.
Consistent contributors may be invited to review specific areas.
Reviewer participation does not necessarily grant merge or administrative permissions.
A contributor may be invited to maintain a defined area based on demonstrated judgment, sustained participation, and responsible collaboration.
| Responsibility | Contributor | Reviewer | Maintainer |
|---|---|---|---|
| Report issues | Yes | Yes | Yes |
| Submit PRs | Yes | Yes | Yes |
| Participate in discussions | Yes | Yes | Yes |
| Provide technical reviews | Yes | Yes | Yes |
| Exercise delegated review authority | No automatic right | If authorized | Yes |
| Merge changes | No automatic right | If separately authorized | Authorized |
| Approve releases | No | No automatic right | Yes |
| Change project policy | Propose | Propose | Final approval |
The maintainer acts as the primary steward of the project.
- Maintain architectural consistency.
- Evaluate proposed features.
- Review compatibility implications.
- Prioritize correctness and maintainability.
- Guide long-term technical direction.
- Review pull requests.
- Manage repository permissions.
- Maintain policies.
- Coordinate contributors.
- Address inappropriate participation.
- Approve release scope.
- Approve version numbers.
- Approve changelog content.
- Approve published artifacts.
- Receive vulnerability reports.
- Coordinate assessments.
- Manage remediation.
- Coordinate responsible disclosure.
Maintainer decisions should be explained through project records where practical.
Sensitive security and conduct matters may require private handling.
EveryO welcomes participation from developers, researchers, students, educators, and technical writers.
Contributors should:
- Respect other participants.
- Follow project policies.
- Submit technically relevant work.
- Provide accurate information.
- Protect confidential information.
- Accept constructive review.
Contributors should:
- Keep changes focused.
- Explain design decisions.
- Add relevant tests.
- Preserve CPU-only core functionality.
- Avoid unsupported claims.
- Update documentation.
Contributing does not automatically grant:
- Commit access.
- Administrative access.
- Release permissions.
- Maintainer status.
- Authority to represent the project officially.
The official governance policy permits inviting consistent contributors to review or maintain particular areas.
- Technical judgment.
- Code quality.
- Respectful collaboration.
- Security awareness.
- Sustained participation.
- Reliability.
As the project grows, review responsibilities could be organized around:
| Area | Potential Responsibility |
|---|---|
| Tensor Engine | Numerical operations |
| Autograd | Gradient correctness |
| Neural Networks | Module implementations |
| Optimization | Optimizer correctness |
| Data | Data processing |
| CUDA | Native acceleration |
| Documentation | Technical accuracy |
| Testing | Test quality and CI |
These are proposed functional areas, not currently appointed teams.
The governance policy permits limiting or removing access when responsibilities change.
- Identify a sustained contributor.
- Review contribution history.
- Discuss expected responsibilities.
- Define an appropriate permission scope.
- Obtain maintainer approval.
- Document the appointment where appropriate.
This appointment workflow is a recommendation.
Repository access should follow least-privilege principles.
GitHub repository roles may include:
- Read.
- Triage.
- Write.
- Maintain.
- Admin.
Availability depends on repository and organization settings.
| Activity | Recommended Permission |
|---|---|
| Read code | Read |
| Open issues | Appropriate contributor access |
| Review PRs | Appropriate review access |
| Push branches | Write |
| Manage repository settings | Admin |
| Publish releases | Explicitly authorized access |
- Grant only necessary permissions.
- Review access periodically.
- Revoke unused access.
- Protect release credentials.
- Avoid unnecessary administrative privileges.
This Wiki does not claim that specific GitHub branch protection or repository role configurations are enabled.
Those settings must be checked directly.
EveryO prefers transparent technical decision-making.
The governance policy establishes the following process:
- Bugs and bounded improvements begin with an issue or pull request.
- Architectural changes begin with a GitHub Discussion or design issue.
- Alternatives, trade-offs, and compatibility effects are recorded publicly.
- The maintainer seeks practical consensus.
- The maintainer makes the final decision if consensus cannot be reached.
Proposal Submitted
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v
Scope Evaluation
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+---------+---------+
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v v
Bounded Change Architectural Change
| |
v v
Issue / PR Design Discussion
| |
+---------+---------+
|
v
Technical Review
|
v
Practical Consensus?
/ \
Yes No
| |
v v
Record Decision Maintainer Decision
| |
+------+------+
|
v
Implement / Defer
Significant decisions should explain:
- Problem.
- Proposed solution.
- Alternatives.
- Technical impact.
- Compatibility considerations.
- Final outcome.
Requests for Comments (RFCs) can help structure major technical discussions.
EveryO's current governance requires design discussion for architectural changes but does not mandate a formal RFC numbering system.
- Major architecture changes.
- Public API redesigns.
- New backend strategies.
- Significant dependency changes.
- Serialization format changes.
- Compatibility-breaking proposals.
# RFC: Proposal Title
## Status
Proposed
## Summary
Brief description.
## Motivation
What problem needs solving?
## Proposed Design
Explain the architecture.
## Alternatives
Describe alternatives considered.
## Compatibility
Explain impacts on existing users.
## Security
Identify relevant risks.
## Testing
Describe validation requirements.
## Open Questions
List unresolved questions.
## Decision
To be recorded after review.Proposed
Under Review
Accepted
Rejected
Deferred
Superseded
These statuses are recommendations rather than an existing mandatory workflow.
Architectural Decision Records (ADRs) preserve the reasoning behind important technical choices.
ADRs can document:
- Why a design was chosen.
- Alternatives considered.
- Expected consequences.
- Relevant compatibility effects.
# ADR: Decision Title
## Status
Accepted
## Context
Describe the problem.
## Decision
Explain the chosen approach.
## Consequences
Describe positive and negative impacts.
## References
Link related issues and pull requests.A future project convention could use:
docs/architecture/decisions/
This is a proposed directory, not a verified existing repository requirement.
ADRs should document decisions; they do not replace maintainer approval.
EveryO seeks practical consensus.
Consensus means that relevant concerns have been considered and participants can proceed with an acceptable technical decision.
It does not require unanimous agreement.
The official governance policy gives the maintainer final decision-making authority.
The maintainer may consider:
- Mathematical correctness.
- Maintainability.
- Compatibility.
- Security.
- Scope.
- Testing.
- Documentation.
- Project direction.
The current governance policy does not establish a binding contributor voting system.
Polls or community feedback may inform decisions but do not override maintainer authority.
Pull requests are the primary mechanism for integrating changes.
Issue / Proposal
|
v
Implementation
|
v
Tests and Documentation
|
v
Pull Request
|
v
CI and Review
|
v
Maintainer Decision
|
v
Merge / Defer / Close
- Correctness.
- Scope.
- Maintainability.
- Tests.
- Documentation.
- Security.
- Project direction.
Passing CI does not guarantee merge approval.
Maintainers may:
- Request changes.
- Approve work.
- Squash commits.
- Defer proposals.
- Close stale or out-of-scope work.
The repository rules state that direct pushes to the default branch should be avoided.
Changes should normally arrive through reviewed pull requests with passing required checks.
Release authority belongs to the maintainer.
The maintainer approves:
- Release scope.
- Version numbers.
- Changelog content.
- Published artifacts.
- Verified source revision.
- Passing required tests.
- Reviewed dependencies.
- Accurate release notes.
- Valid package artifacts.
- Appropriate publishing authorization.
A feature appearing on the roadmap does not guarantee a release date.
Release-related tasks may be delegated through explicitly granted permissions, but final approval remains governed by the official project policy.
Security reports follow the official SECURITY.md.
Vulnerability details must not be discussed publicly before coordinated disclosure.
The maintainer coordinates:
- Vulnerability assessment.
- Remediation.
- Security releases.
- Advisory publication.
Security information should be shared only with people who need access to investigate or resolve the issue.
EveryO's Code of Conduct establishes community behavior standards.
- Respect differing viewpoints.
- Provide constructive feedback.
- Support newcomers.
- Focus on project outcomes.
- Communicate professionally.
- Harassment.
- Discrimination.
- Personal attacks.
- Doxxing.
- Sustained disruption.
- Threatening behavior.
The Code of Conduct applies to project spaces and public representation of the project.
Sensitive conduct concerns should be reported privately through GitHub.
Technical disagreement is a normal part of open-source collaboration.
- Identify the specific disagreement.
- Separate technical concerns from personal issues.
- Gather relevant evidence.
- Consider alternatives.
- Seek practical consensus.
- Request maintainer resolution if needed.
- Record the final technical decision.
Useful evidence includes:
- Reproducible tests.
- Benchmarks.
- API compatibility analysis.
- Security assessments.
- Documentation references.
Disagreements must not become harassment, threats, or personal attacks.
The maintainer has final decision-making authority when consensus is not possible.
Maintainers enforce EveryO's published community and repository rules.
Depending on the violation, maintainers may:
- Edit or remove content.
- Lock discussions.
- Close issues.
- Reject contributions.
- Restrict participation.
- Temporarily or permanently ban participants.
Recommended principles include:
- Proportionality.
- Consistency.
- Privacy.
- Documentation where appropriate.
- Protection of affected participants.
Security and conduct concerns may be handled privately.
Enforcement decisions are made under the repository's published policies.
The roadmap communicates intended technical direction.
A roadmap can help contributors understand:
- Current priorities.
- Proposed capabilities.
- Technical dependencies.
- Research areas.
- Development milestones.
Recommended statuses:
| Status | Meaning |
|---|---|
| Proposed | Under consideration |
| Planned | Accepted as an intended direction |
| In progress | Active implementation |
| Under review | Awaiting evaluation |
| Completed | Implemented and verified |
| Deferred | Postponed |
| Cancelled | No longer planned |
The maintainer determines project priorities.
A roadmap entry does not constitute a binding commitment to a release date.
EveryO is distributed under the MIT License.
Contributors represent that they have the right to submit their work and agree that contributions may be distributed under the repository's MIT License.
Do not submit:
- Proprietary code without permission.
- Trade secrets.
- Confidential information.
- Restricted datasets.
- Incompatibly licensed code.
- Credentials.
Third-party software, datasets, models, and tools remain subject to their own licenses and terms.
The MIT License does not authorize forks to imply official endorsement by EveryO or its maintainer.
EveryO's Project Policy establishes boundaries for sponsorship and commercial participation.
Sponsorship may support project maintenance.
It does not purchase:
- Technical influence.
- Endorsement.
- Priority.
- Guaranteed support.
- Merge approval.
The repository does not accept:
- Advertising disguised as contributions.
- Paid placement.
- Undisclosed sponsored content.
- Referral spam.
- Promotional issues or pull requests.
Legitimate integration proposals should:
- Be technically relevant.
- Disclose commercial interests.
- Follow normal engineering review.
- Avoid unsupported endorsement claims.
Technical decisions remain subject to the project's governance and engineering standards.
Public project records help preserve accountability.
| Record | Purpose |
|---|---|
| GitHub Issue | Track a problem or proposal |
| Discussion | Evaluate design alternatives |
| Pull Request | Review implementation |
| Changelog | Record released changes |
| Governance Document | Define decision authority |
| Security Advisory | Document vulnerabilities |
| ADR | Explain architectural decisions |
Significant decisions should record:
- Context.
- Alternatives.
- Trade-offs.
- Outcome.
- Relevant references.
Security reports and sensitive conduct matters may require private records.
Avoid silently rewriting important governance or release history.
EveryO's governance permits appointing future maintainers but does not currently establish a formal succession process.
The following procedure is recommended for future adoption.
- Preserve repository continuity.
- Maintain software quality.
- Protect release credentials.
- Avoid unmanaged administrative access.
- Provide clear leadership responsibility.
- Identify a qualified contributor.
- Review sustained participation.
- Assess technical and security judgment.
- Define responsibilities.
- Transfer necessary permissions securely.
- Document the change.
- Review access after transition.
For a larger future maintainer team, a documented temporary delegation process may help avoid blocking urgent security or maintenance work.
No successor or additional maintainer appointment is asserted by this Wiki page.
The official governance policy states that governance changes are proposed through pull requests.
A governance amendment should explain:
- Existing problem.
- Proposed change.
- Motivation.
- Expected benefits.
- Potential risks.
- Impact on contributors.
- Implementation considerations.
Material changes should receive appropriate public discussion.
Final approval remains with the maintainer under the current governance model.
Material governance changes should be documented in repository history.
# Governance Amendment Proposal
## Summary
Describe the proposed change.
## Motivation
Explain why it is needed.
## Current Policy
Reference the existing rule.
## Proposed Policy
Provide the replacement wording.
## Impact
Describe effects on contributors and maintainers.
## Alternatives
List other options.
## Review and Decision
Record the final outcome.This matrix summarizes current authority and recommended coordination practices.
| Decision | Contributors | Maintainer |
|---|---|---|
| Report a bug | Submit | Review and prioritize |
| Propose a feature | Submit and discuss | Decide |
| Propose architecture | Discuss and document | Final decision |
| Submit code | Implement and test | Review and approve |
| Merge PR | No automatic authority | Authorized decision |
| Set roadmap priorities | Provide input | Decide |
| Approve release version | Provide input | Approve |
| Publish release | No automatic authority | Approve artifacts |
| Report vulnerability | Report privately | Coordinate response |
| Amend governance | Propose | Final approval |
| Appoint reviewer | No automatic authority | Invite and authorize |
| Grant repository access | No automatic authority | Authorize |
A healthy governance process should be:
- Clear.
- Consistent.
- Transparent where practical.
- Secure.
- Adaptable.
- Respectful.
Who owns the final technical decision?
The project maintainer, @krishanth7, makes the final decision when practical consensus cannot be reached.
Can anyone contribute?
Yes. Contributions through issues, discussions, documentation, tests, reviews, and pull requests are welcome.
Does submitting pull requests make someone a maintainer?
No. Maintainer and repository permissions require explicit authorization.
Can contributors propose governance changes?
Yes. Changes may be proposed through pull requests explaining their motivation.
Does EveryO use formal voting?
The current governance policy does not establish binding voting procedures. The maintainer seeks practical consensus and makes final decisions when necessary.
Can commercial organizations contribute?
Yes, provided contributions follow project policies, disclose relevant commercial interests, and do not imply purchased influence or endorsement.
Are roadmap dates guaranteed?
No. A roadmap entry does not guarantee a release date.
How are security issues handled?
Privately under the official Security Policy, with coordinated disclosure.
| Resource | Link |
|---|---|
| EveryO Repository | GitHub |
| Official Governance | GOVERNANCE.md |
| Project Policy | PROJECT_POLICY.md |
| Repository Rules | REPOSITORY_RULES.md |
| Code of Conduct | CODE_OF_CONDUCT.md |
| Contributing | CONTRIBUTING.md |
| Security Policy | SECURITY.md |
| MIT License | LICENSE |
| Issues | GitHub Issues |
| Pull Requests | GitHub Pull Requests |
| Discussions | GitHub Discussions |
| Releases | GitHub Releases |
| Maintainer | @krishanth7 |
Continue exploring EveryO's development direction and community resources.
| Wiki Page | Focus |
|---|---|
| Roadmap | Technical milestones and future development |
| Security Policy | Responsible disclosure and security |
| Release Process | Release management |
| Contributing | Contributor onboarding |
| Pull Request Guidelines | Code review and merge process |
Wiki links become active after their corresponding pages are created.
Next Recommended Page: Roadmap →
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Project Maintainer: @krishanth7
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