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Achievement: YOLOAchievement: Arctic Code Vault ContributorAchievement: Pull Sharkx2

Achievements

Achievement: YOLOAchievement: Arctic Code Vault ContributorAchievement: Pull Sharkx2

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@gluster @ankur-india @trustoverip

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sankarshanmukhopadhyay/README.md

Sankarshan Mukhopadhyay

I build digital trust infrastructure: governance patterns, assurance tooling, and interoperable artifacts for real institutions shipping real systems.

My work sits at the intersection of:

  • Verifiable data + identity (credentials, registries, trust lists)
  • Assurance + conformance (testability, evidence bundles, auditability)
  • AI governance (operational artifacts, risk-tier bindings, runtime controls)

Contributor across Trust Over IP (ToIP) and adjacent standards ecosystems, with a practical bias: if it cannot be implemented and tested, it is just vibes.

What I’m focused on right now

1) TRQP adoption + assurance front door

A coherent, non-monorepo pathway for teams adopting TRQP with compatibility and combined assurance workflows.

2) DPI + AI governance as artifacts, not opinions

Turning AI governance into reusable packs: templates, matrices, control bindings, and repeatable review methods.

3) Agent identity + name assurance

Normative baselines and security profiles that reduce adoption risk and shorten verification cycles.

Writing + public work

The Trust Graph
Essays on digital trust infrastructure, governance-by-design, and verifiable data economies.
https://substack.com/@thetrustgraph

LinkedIn
http://linkedin.com/in/sankarshan

About
https://about.me/sankarshan.mukhopadhyay/

Collaboration model

If you are:

  • implementing TRQP or trust registries
  • building assurance pipelines for verifiable data
  • operationalizing AI governance in DPI or public systems

Open a GitHub issue with:

  1. Your use case in one paragraph
  2. Your constraints (policy, latency, budget, legal, ecosystem)
  3. The definition of done you can actually ship

I prefer small, testable increments over big rewrites. High signal beats high ceremony.

Pinned Loading

  1. trqp-assurance-hub trqp-assurance-hub Public

    Meta-assurance entry point for TRQP. Provides TSAM-aligned onboarding, terminology, compatibility guidance, and workflow orchestration—connecting trqp-conformance-suite (protocol validation) and TR…

    Python

  2. agent-name-assurance-baseline agent-name-assurance-baseline Public

    A normative assurance and governance baseline for Agent Names and Agent Pages. Defines verification tiers, security controls, privacy safeguards, AI guardrails, and conformance profiles aligned wit…

    Python

  3. dpi-ai-governance-artifacts dpi-ai-governance-artifacts Public

    A lightweight, evolving repo of governance-ready artifacts for DPI + AI systems: risk matrices, scoring models, tier-to-control bindings, control-surface mappings, and templates. Built to be period…

    Python 1

  4. dtg-conformance-assurance dtg-conformance-assurance Public

    Conformance profiles, risk assessment, and assurance artefacts for Decentralized Trust Graph ecosystems.

    Python

  5. digital-governance-paper-notes digital-governance-paper-notes Public

    Analytical reviews of research and policy papers on digital governance, AI systems, digital identity, and public technology infrastructure. Notes focus on methodology, architectural assumptions, an…

    Python

  6. Links Links Public

    Forked from Inky-Tech-Pty-Ltd/Links

    Links is a governance substrate for distributed policy systems. It enables weighted and role-based quorum, signed policy feeds, versioned activation and rollback, federation reconciliation, and tru…

    Python