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Deaf Led AI Goverance

Deaf-Led AI Governance centers control over how AI systems are designed, trained, and deployed, ensuring that sign language and Deaf experience are treated as foundational inputs rather than post-production fixes. It addresses how data is sourced, how models interpret visual language, and how platforms determine visibility and interaction. Without this layer, accessibility remains reactive, inconsistently applied, and dependent on systems that were not built to understand the language they process.

This approach shifts the focus from features to structure. It examines who defines standards, who controls training data, and who is accountable for outcomes when AI systems misinterpret or misrepresent Deaf communication. It also considers how governance decisions affect risk across compliance, product performance, and user trust.

By embedding Deaf leadership into system design and oversight, Deaf-Led AI Governance establishes conditions where language integrity, cultural context, and accuracy are preserved at scale. The result is not simply more accessible technology, but systems that perform more reliably because they are built on complete, representative inputs rather than partial adaptations.

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Deaf Led AI Goverance August 23, 2026

The Coordinates of Trust

NOVARA CONSULTING GROUP  ·  NCG SPECIAL ARTICLE The Coordinates of Trust A governance reading of Google DeepMind’s SL2T…

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Deaf Led AI Goverance August 17, 2026

AI Can Translate. But Who Translates the Risk?

Every AI deployment moves risk onto someone. In most cases it lands on the person with the least…

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Deaf Led AI Goverance August 15, 2026

The Demo Is Not the Evidence: What Google DeepMind’s Sign Language AI Must Prove Next

On August 12, Google DeepMind announced SL2T, a multilingual sign-language-to-text model, and began shipping it in consumer products…

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Deaf Led AI Goverance August 4, 2026

The Evidence That Wasn’t And Still Isn’t There

THE FIFTH PARAMETER Novara Consulting Group  ·  Novara Press  ·  Journal of Governance and Evidence in Accessibility AI…

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Deaf Led AI Goverance July 27, 2026

The Consent Gap: Undisclosed Data Collection in Sign Language AI Interpreting Systems

Executive Summary Sign language artificial intelligence, whether built for recognition, translation, or avatar-based generation, depends structurally on video…

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Deaf Led AI Goverance July 22, 2026

The Procurement Theater Problem: Procedural Assurance, Evidentiary Assurance, and the Governance of Accessibility AI

Executive Summary Institutions acquiring artificial intelligence systems for communication access are increasingly confident that they have managed risk,…

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Deaf Led AI Goverance July 15, 2026

Who Audits the Audit Trail? AI-Generated Conformance Claims and the Procurement Problem

The history of public procurement can be read, in part, as the history of documentary trust. Governments rarely…

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Deaf Led AI Goverance July 14, 2026

Who Audits the Audit Trail? AI-Generated Conformance Claims and the Procurement Problem

The history of public procurement can be read, in part, as the history of documentary trust. Governments rarely…

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Deaf Led AI Goverance July 12, 2026

NCG Insight: From Disney’s ASL Fragmentation to the SLxAI Governance Gap

Disney’s limited ASL rollout is not an isolated execution choice. It is a clean analog for what is…

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Deaf Led AI Goverance July 12, 2026

THE FIFTH PARAMETER: ISSUE 009: Beyond Procurement: Why Sign Language Artificial Intelligence Has Become a Public Policy Agenda

Artificial intelligence has become an increasingly significant component of contemporary public administration, reshaping how governments allocate resources, procure…

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