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Context & Chaos

Prukalpa, Mahdi Karabiben, Sandipan Bhaumik, Charlotte Ledoux, Michele Nieberding, Marc Dupuis, Jessica Talisman, Gaurav Ramesh, Vivek Dubey, Digital Gene Tech, Vince Dacanay, Shubham Bhargav, Tathagata Das Sarma, Manoj Shanmugasundaram

A human-first community newsletter exploring the future of context engineering and AI. One story, one lesson, and one shared insight at a time. Curated with \ud83d\udc99 for the humans of data & AI.

Platform
Substack
PricingOnly free issuesPublishesWeekly
Issues102SubscribersRead metadataweekly.substack.com

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Latest Issues

Recent posts by this newsletter. Browse the email archive.

Context Graphs as AI Evaluation Infrastructure

About the Author: Sandipan Bhaumik have spent almost 2 decades building Data & AI foundations. Now, through AgentBuild Weekly, he shares how builders and founders can move beyond AI hype to create Agentic systems that think, adapt, and trul...

6 days ago
8
0

Metadata Weekly Is Now Context and Chaos (& Cats!)

> Originally published on Context & Chaos community platform.

13 days ago
17
4

BI-Ready Is Not AI-Ready

Here’s a pattern we keep seeing in 2026: a data team with mature BI, solid governance, respectable quality scores, and AI pilots that go nowhere.

20 days ago
18
0

Gartner D&A 2026: Where the Context Layer Became a Budget Line Item

Something shifted at Gartner D&A 2026. Not in a “here’s a new buzzword” way. In a “the analysts and the enterprises arrived at the same conclusion at the same time” way.

a month ago
9
0

Authors

The writers behind this newsletter.

  • Prukalpa

    Co-Founder at Atlan – Home for Data Teams \ud83d\udc99 I write about my experiences as a data leader, lessons and best practices on building a strong data culture, and musing on metadata. ✨

  • Mahdi Karabiben

    Product @Neo4j - I write about data engineering, analytics, and the intersection of data and product.

  • Sandipan Bhaumik

    I’ve spent almost 2 decades building Data & AI foundations. Now, through AgentBuild Weekly, I share how builders and founders can move beyond AI hype to create Agentic systems that think, adapt, and truly work.

  • Charlotte Ledoux

    Giving tips about Data Governance every 2 weeks. And Data Strategy. And Data Literacy.

  • Michele Nieberding

    Director of Product Marketing with over 12 years of experience in B2B tech.

  • Marc Dupuis

    Building the world's most powerful AI data analysis platform for GTM and product analytics @ Fabi.ai

  • Jessica Talisman

    The Ontology Pipeline | Knowledge Infrastructure

  • Gaurav Ramesh

    Director of Engineering at OpenTable, leading guest data platforms and CRM systems for restaurants. I love building analytical products and bridging business strategy with execution. I write about technology, leadership, and organizational dynamics.

  • Vivek Dubey

    Product, Growth & Community, proudly human at Atlan \ud83d\udc99 Bring your voice to Humans of Metadata Weekly. Let’s share it.

  • Digital Gene Tech

    AI engineer and enthusiast

  • Vince Dacanay

    Data & AI leader with 20+ years building production platforms. I help people navigate what actually works: enabling governance, semantic layers for agents, and people-first technical leadership.

  • Shubham Bhargav

    I explore how AI reshapes analysis, how data powers decision-making, and how finance — especially options trading — can be approached with engineering clarity. My goal is to simplify complex systems into actionable insights for curious minds.

  • Tathagata Das Sarma

    I work at the intersection of AI, metadata, and data platforms, focusing on analyst relations and market intelligence. I write to connect emerging trends to real market impact, always learning along the way.

  • Manoj Shanmugasundaram

    Specializing in cloud and data solution architecture to address complex business challenges. Proven success in driving cloud transformations, migrations, and strategy for large, complex accounts, while aligning with stakeholders and CxOs.

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