Context and Chaos — Where context meets the chaos of building with AI

Context & Chaos

Where context meets the chaos of building with AI

Real takes from data and AI practitioners. No vendor slides. No hype. Just what actually happened, what worked, and why it matters.

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Latest Issue

ISSUE # 002

Context Graphs as AI Evaluation Infrastructure

  • Enterprise AI evaluation fails not because of model limitations, but because evaluation is decoupled from the governed context that determines what a correct answer means.
  • Context drift — when definitions, policies, and data sources change without the eval pipeline knowing — is the unnamed root cause of most enterprise AI failures.
  • The evaluation graph is a typed, versioned provenance layer that links every AI eval run to the governed context in force when it ran, making results legally defensible.
Read the Latest Issue
Context Graphs as AI Evaluation Infrastructure

Practitioner Takes

Expert Directory

Vivek Dubey

Vivek Dubey

Data & AI Leader

Prukalpa Sankar

Prukalpa Sankar

Co-founder, Atlan

Tathagata Das Sarma

Tathagata Das Sarma

Data Leader

Charlotte Ledoux

Charlotte Ledoux

Data Governance Expert

Manoj Shanmugasundaram

Manoj Shanmugasundaram

Data Engineering Leader

Vince Dacany

Vince Dacany

CTO

Gaurav Ramesh

Gaurav Ramesh

Director of Engineering

Jessica Talisman

Jessica Talisman

Ontology Expert

Marc Dupuis

Marc Dupuis

CTO & Cofounder

Mahdi Karabiben

Mahdi Karabiben

Sr. Product Manager (Data & AI)

Sandipan Bhaumik

Sandipan Bhaumik

Tech Leader - Data & AI

Vivek Dubey

Vivek Dubey

Data & AI Leader

Prukalpa Sankar

Prukalpa Sankar

Co-founder, Atlan

Tathagata Das Sarma

Tathagata Das Sarma

Data Leader

Charlotte Ledoux

Charlotte Ledoux

Data Governance Expert

Manoj Shanmugasundaram

Manoj Shanmugasundaram

Data Engineering Leader

Vince Dacany

Vince Dacany

CTO

Gaurav Ramesh

Gaurav Ramesh

Director of Engineering

Jessica Talisman

Jessica Talisman

Ontology Expert

Marc Dupuis

Marc Dupuis

CTO & Cofounder

Mahdi Karabiben

Mahdi Karabiben

Sr. Product Manager (Data & AI)

Sandipan Bhaumik

Sandipan Bhaumik

Tech Leader - Data & AI

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