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About Saroir

Why Saroir exists, what it is, how it works, and the step-by-step process from idea to permanent verified credential.

About: Why Saroir?

Infinite Viewpoints. One Foundation.

Saroir is built at the intersection of several interconnected failures in how professional knowledge is created, shared, and recognised. Each failure costs real people real time, real opportunity, and in some cases - real lives.

◐The World

Knowledge that could save lives is sitting in silos.

A doctor in Lagos has solved a clinical problem that a researcher in Mumbai is spending months figuring out. The insight exists. The infrastructure to move it does not. Professional knowledge is trapped inside individual heads, proprietary databases, expensive consultancies, and institutions that guard it as competitive advantage. The cost is enormous and mostly invisible: slower medicine, slower justice, slower solutions to the problems that affect the most people.

What Saroir gives you

Insights across borders in seconds

A practitioner's proven solution can reach peers worldwide the same hour it's contributed, not after a conference cycle.

Sharing becomes the power move

When a contribution is peer-reviewed, permanently attributed, and globally discoverable, hoarding knowledge stops being rational.

No institution can gate it

Open infrastructure means no single university, journal, or corporation controls what gets shared and who gets to see it.

The invisible cost becomes visible

Every knowledge silo has a body count. Saroir makes the cost of not sharing legible, and makes the alternative possible.

10K+

Practitioners who could benefit from a single shared clinical insight, per domain

About: What is Saroir?

The place where knowledge finally stays with the person who earned it.

Expertise disappears every day. Knowledge built over years leaves with the person who built it, and the systems meant to capture it (degrees, job titles, employer records) capture the institution, not the individual.

Saroir is built on a different premise. It is an open source platform where anyone can contribute to real projects, have that work reviewed by verified practitioners, and receive a permanent, cryptographically signed record that belongs entirely to them. Not to Saroir. Not to their employer. To the person who earned it.

Platform User Journey

←→ Scroll to explore
Entry
Onboarding
Identity
Main Domains
Sub-Domains
Projects
Cohorts
Published Research
Talent Discovery
🎓
Student
💼
Professional
Onboarding
Gets Invited
Gets Reviewed
Gets Private Identity
( W3C DID )
Nort****654
Discovery: On
Visible to companies
Alph****465
Discovery: Partial
Private Contribution
Bring Your Own Agent · HelpBot
α-Agent · 0x4F2
Agent DID · W3C DID
Linked: Alph****465
Platform
Health
Tech
Marketing
Finance
Mental Health
Autism
Tech
DevOps
Finance
Blockchain
◫ Discussion Thread
CAEI
Computer Assisted Early Intervention for Autistic Children
Cohorts:
· C9: Social Interactions
· C27: Applied Behavior Therapy
24 threads · 89 posts · 2 Moderators
Domain FundedCross-Domain Funded
◫ Discussion Thread
DeFiRM
Decentralized Finance Risk Management
Cohorts:
· C18: DeFi Protocols
17 threads · 143 posts · 3 Moderators
Company FundedDomain Funded
CAEI: Cohort 9: Social Interactions
5 Learners · 2 Moderators
Mark 1 · 3Mark 2 · 2Mark 4 · 1
Domain FundedCross-Domain Funded
Team Space · AI: Translates · Summarizes
Assists contributions · Human Moderated
CAEI: Cohort 27: Applied Behavior Therapy
7 Learners · 1 Moderator
Mark 1 · 5Mark 2 · 3Mark 4 · 1
Saroir GrantDomain Funded
Team Space · AI: Translates · Summarizes
Assists contributions · Human Moderated
DeFiRM: Cohort 18: DeFi Protocols
14 Learners · 3 Moderators · 1 Agent
Mark 1 · 4Mark 2 · 2Mark 4 · 1
Company FundedDomain Funded
α-Agent · Cohort SummaryHuman Moderated
Published Research
Health › Mental Health › Autism
Computer Assisted Early Intervention for Autistic Children
Cohort: CAEI: C9: Social Interactions
Report: [pending]

Cohort: CAEI: C27: Applied Behavior Therapy
Report: [pending]
✓ Open Access
Finance › Blockchain › DeFi RM
Decentralized Finance Risk Management
Cohort: DeFiRM: C18: DeFi Protocols
Report: [pending]

Cross-domain supplement: [pending]
✓ Open Access
Licensed to policy bodies
& research institutions
Companies Hiring Dashboard
Live contributor pool · filtered view
Filters Applied
Domain · Sub-domain · Mark Level · Cohort
Contributors
  1. 1. N*****654
  2. 2. P*****xx1
  3. 3. Z*****xx4
  4. 4. M*****xx6
  5. 5. 3*****xcA
  6. 6. D*****xx7
  7. 7. C*****xxz
  8. 8. A*****xx3
  9. 9. S*****xc4
  10. 10. A*****xc9
Contributions
Health › Autism › CAEI25 Contributions
31 Moderations
3 Research Published
Mark Level: Mark 2
Health › Chronic Diseasesxx Contributions
xx Moderations
Mark Level: Mark 1
Company Sends Offer to N*****654
Invites to Discuss
Invites to Review
N*****654 Accepts / Rejects
Can remain anonymous
(W3C DID key rotation · pseudonymous profile)
Health / Autism path
Tech / Finance path
Shared journey
Discovery-gated
Mark Level indicator
Bring Your Own Agent
◫Discussion Thread (Project)
AITeam Space (Cohort)

How a contribution becomes a credential

CONTRIBUTORCONTRIBUTIONPEER REVIEWDOMAIN REPOCREDENTIALSIGNED
Any domain
Peer reviewed
Cryptographically signed
Independently verifiable

How it works

01

Contribute to real work.

▾

Join projects across any domain. Write code, submit clinical insights, design, research, document. Every contribution is a real deliverable reviewed by people who do the same work. Not a simulation. Not a case study.

Students, mentors, researchers, freelancers, and career changers all contribute on the same platform. The domain is yours to choose. The work is real from day one.

02

Get verified by practitioners.

▾

Your work is reviewed by verified experts in your exact domain. The community votes to accept. The reviewer's own credentials become part of your record: proof of who validated you, not just that someone did.

AI triages submissions before they reach a human moderator. Domain-weighted voting means a senior practitioner's approval carries more weight. The entire review trail is permanent and signed.

03

Own it. Permanently.

▾

The record is cryptographically signed, append-only, and independently verifiable by anyone in the world without asking Saroir's permission. No employer can claim it. No platform can revoke it.

Built on W3C Decentralized Identifiers and transparent append-only logs. Your credential is a signed document you own and can present anywhere. It travels with you across every job, every pivot, every decade.

Built for the moment someone figures it out and chooses to pass it on.

The mentor who helped you did not have to. Neither did the one before them. Knowledge shared here belongs to the person who earned it, and to everyone who needed it and finally found it.

About: How the platform works?

How the permanence actually works.

Every standard Saroir is built on is public, documented, and independently verifiable. The tools to check are available to everyone.

01

Foundation 1

W3C Decentralized Identifiers

You own your identity. No platform can revoke it.

02

Foundation 2

SHA-256 content hashing

The record cannot be quietly altered. Ever.

Permanent verified identity
▾

W3C Decentralized Identifiers (DIDs)

Self-owned identity not controlled by any platform, employer, or institution.

Read the spec
Cryptographically signed contributions
▾

W3C Verifiable Credentials (VCs)

Tamper-proof, independently verifiable attribution that cannot be altered after signing.

Read the spec
Git commit authorship binding
▾

GPG / SSH signed commits

Every commit is signed with the contributor's key, proving authorship at the cryptographic level.

Read the spec
Non-git identity binding
▾

Per-user keypair at onboarding

Generated at account creation. Signs content hash at submission, invisible to the user, permanent in the record.

Immutable contribution record
▾

SHA-256 content hashing

Any change to the content produces a completely different hash. Tampering is mathematically detectable.

Read the spec
Append-only contribution log
▾

Transparency Log (RFC 6962)

The same standard used in SSL certificate transparency. Deletions are visible, nothing disappears silently.

Read the spec
External hash anchoring
▾

Layer-2 blockchain timestamping (OpenTimestamps)

Proof of existence written to a public chain. Survives independently of Saroir's infrastructure.

Read the spec
Version lineage
▾

Merkle tree structure

Each version references the hash of its parent. The chain of changes is permanent and unbreakable.

Read the spec
External repo integration
▾

GitHub Apps API / GitLab App

Per-installation rate limits, scoped permissions, and webhook events. Saroir never owns the repo.

Read the spec
Automatic contribution capture
▾

Webhook pipeline on merge

Moderator acceptance fires a webhook. Saroir receives the payload and records attribution without any manual step.

Commit hash in credential
▾

VC payload includes repo URL + commit SHA

The commit hash is included in the contribution VC payload. Independent proof the code existed at that moment, regardless of whether the external repo survives.

Invisible git for non-technical contributors
▾

Platform-managed commits

Saroir writes structured commits on the contributor's behalf. The user sees a form. Git runs underneath.

Domain-specific submission templates
▾

JSON Schema

Structured fields per domain. Clinical, legal, research, and creative submissions are reviewable and comparable.

Read the spec
Creative asset fingerprinting
▾

Lightweight checksum + SaaS native version IDs

For Figma, Google Drive, Frame.io and others. Saroir reads the version metadata, it never stores the 2GB file.

Decision trail over file storage
▾

Event log pattern

What changed, why it changed, who approved the direction. The intellectual record, not the binary asset.

Peer review as credential signal
▾

Pull request review model

Moderator acceptance is a signed event. The reviewer's domain credentials are part of the attribution record.

Domain-weighted voting
▾

Contribution-weighted voting

A vote from a practitioner with 50 verified contributions in a subdomain carries more weight than one from a new joiner.

AI triage layer
▾

Semantic similarity + graph analysis + velocity detection

Flags duplicate submissions, effort-to-claim mismatches, and Sybil patterns before a human moderator sees them.

Moderator reputation staking
▾

Reputation escrow pattern

Every approval links back to the moderator's own record. Patterns of poor moderation are visible and accountable.

Superseded versions preserved
▾

Immutable versioning

Old versions are marked superseded, never deleted. The contributor retains full attribution for every stage of their thinking.

Abandoned project record
▾

Structured archival schema

The idea layer: concept, learnings, failure modes, published permanently and independently of the codebase.

Revival lineage
▾

Explicit parent reference

Every revival declares its origin. The attribution chain from original idea to rebuilt product is permanent and auditable.

Unresolved thread preservation
▾

Archived state pattern

Unanswered questions are not deleted as noise. They are preserved as structured signal about where a domain has gaps.

Independently auditable record
▾

Cryptographic verification

Any third party can verify credentials using the contributor's public key and the OTS proof. No Saroir server needed.

Portable contributor profile
▾

W3C Verifiable Credentials export

The profile is a signed document the contributor owns and can present to any employer, institution, or platform.

Read the spec
Cross-platform contribution import
▾

OAuth-linked git identity

One verified link maps all future commits from that handle automatically to the contributor's Saroir profile.

Read the spec
External SaaS corroboration
▾

Read-only API integration

Figma, Google Drive, and similar tools. Saroir reads metadata as supporting evidence, never stores the content.

Unified AI abstraction layer
▾

LiteLLM proxy

A single interface across OpenAI, Anthropic, Azure OpenAI, Mistral, Cohere, and self-hosted models. Swap providers without changing application logic.

Read the spec
Bring Your Own Key (BYOK)
▾

Org-scoped encrypted key injection

API keys are stored encrypted at rest, never logged, and injected at request time. Saroir never sees the key value after initial submission.

Model traffic isolation
▾

LiteLLM sidecar deployment

Model traffic never transits Saroir's core application layer. For air-gapped deployments, the proxy runs entirely within the organisation's own infrastructure.

Read the spec
Per-feature model routing
▾

Cost-based and latency-based routing

Lighter models handle spam triage and velocity detection. Stronger models handle semantic similarity scoring and contribution analysis. Routing is configurable per feature.

Every standard listed here is publicly documented and independently verifiable.
The tools to verify every claim on this page are publicly available.

How it works

From idea to permanent proof.

Every step on Saroir produces a verifiable record. Not a portfolio entry. Not a participation badge. A cryptographically signed credential tied to real work.

01

01

Propose or join a project

Tell us what you want to build and who it helps. Projects must have a clear social good. Once approved, your project is anchored with a credential before the first line of work is written.

TL;DR

Projects must serve a clear social good to be approved

Your project receives a credential at creation, not just at completion

02

02

Form a cohort and start contributing

Contributors organise into cohorts around specific goals. Every contribution you submit goes through domain practitioner review before it is accepted.

TL;DR

Cohorts are structured collaborations around specific project goals

Every contribution is reviewed by domain practitioners before acceptance

03

03

Your work is reviewed and accepted

Accepted contributions are not opinions. They are signed records. A moderator makes the final call. Your contribution is attributed to your cryptographic identity, not your name on a platform.

TL;DR

Domain practitioners review your work. A moderator makes the final call

Attribution follows your cryptographic identity, not your account

04

04

Your credential is issued

Each accepted contribution generates a W3C Verifiable Credential signed by the platform and timestamped on the Bitcoin blockchain. You own it. You export it. It is independently verifiable by anyone, without contacting Saroir. How verification works →

TL;DR

W3C Verifiable Credential signed and timestamped on Bitcoin

Independently verifiable by anyone, without contacting Saroir

Credentials Created

When a contribution is accepted, Saroir generates a W3C Verifiable Credential signed with the platform key. It records what was built, who reviewed it, and when. It cannot be forged or reassigned.

Credentials Stored

In the contributor's wallet as a portable signed document they own outright. A hash is also written to the Bitcoin blockchain. Saroir shutting down does not erase it.

Credential Verified

By anyone, instantly, without asking Saroir. The credential is checked against the contributor's decentralised identity. It is either cryptographically valid or it is not. No expiry. No intermediary.

05

05

Your record follows you. Permanently.

Your credential does not live on Saroir's servers. It lives in your wallet. It survives the platform. It survives the institution. No one can take it away.

TL;DR

Your credential survives the platform and the institution

No employer, no platform, no authority can revoke what was legitimately earned