---
title: "All Practitioner Takes | Context and Chaos"
url: "https://atlan.com/context-and-chaos/all-practitioner-takes/"
description: "Browse every Practitioner Take from Context and Chaos - sharp essays from data and AI leaders on the context layer, AI governance, and what's actually working in production."
---

> Atlan is hosting Context Conference, bringing together the leaders and builders at the frontier of giving AI the context it needs to understand their business. It runs online on October 28, 2026, from 11:00 AM to 2:00 PM ET. Atlan co-founder Prukalpa Sankar opens and closes the day. Leaders from AstraZeneca, BNY and Verizon share why they invest in context and what they get from it. Registrants get early access to The AI Context Gap, a new study from MIT Technology Review Insights. Register: https://atlan.com/context-conference/

**Practitioner Takes**, the archive of [Context & Chaos](https://atlan.com/context-and-chaos/), Atlan's weekly newsletter for enterprise data & AI practitioners. Sharp takes from data and AI practitioners on the context layer, AI governance, and what's actually working in production. Every issue, in one place. Each entry: title (linked), author and role, and the issue's pull quote.

## All takes, newest first

- [Is the Data Catalog Finally Dead?](https://atlan.com/context-and-chaos/issue/the-data-catalog-for-humans-is-dying/): Prukalpa Sankar, Co-founder & Co-CEO, Atlan. "The catalog isn't dying. Its reader is changing."
- [AI Ontology: Bottom-Up Doesn't Mean Starting From Scratch](https://atlan.com/context-and-chaos/issue/ai-ontology-bottom-up-doesnt-mean-starting-from-scratch/): Emily Winks, Data Governance Expert, Atlan. "Every claim carried a source and a confidence score. Not one could say when it stopped being true."
- [Enterprise AI's 200-Millisecond Problem](https://atlan.com/context-and-chaos/issue/enterprise-ais-200-millisecond-problem/): Dan McCreary, Author, Context Graph and Token Efficiency. "Your retrieval path has about 200 milliseconds to decide which twenty thousand."
- [Your Agent Doesn't Need to Walk the Graph](https://atlan.com/context-and-chaos/issue/your-agent-doesnt-need-to-walk-the-graph/): Andrew Lentz, Solutions Consultant, Atlan. "The graph was a box on a slide with an arrow running into it."
- [Gartner Hype Cycles 2026: Nobody Owns Context](https://atlan.com/context-and-chaos/issue/gartner-hype-cycles-2026-nobody-owns-context/): Tathagata Das Sarma, Head of Analyst Relations and Market Intelligence, Atlan. "314 obstacles across ten reports, and a vacancy sitting between two org charts."
- [Your Agents Are Code. Stop Governing Them Like Documents.](https://atlan.com/context-and-chaos/issue/your-agents-are-code-not-documents/): Vivek Dubey, Data & AI Leader, Atlan. "You cannot inventory agents fast enough to govern them. You can govern the parts they are made of."
- [AI Slop Produced by a Human Is a Yellow Flag](https://atlan.com/context-and-chaos/issue/ai-slop-is-a-yellow-flag/): Prukalpa Sankar, Co-founder, Atlan. "Adoption numbers tell you people are using AI. They do not tell you if the company is getting more capable."
- [I Got Long](https://atlan.com/context-and-chaos/issue/i-got-long/): Landon Pangburn, Enterprise Account Executive, Atlan. "Why context portability is the threat most AI programs cannot see yet."
- [The GitHub for Context Doesn't Exist Yet](https://atlan.com/context-and-chaos/issue/the-github-for-context-doesnt-exist-yet/): Prukalpa Sankar, Co-founder, Atlan. "Git versions text, not meaning. Context has the diffs and none of the rest."
- [Your AI Dashboard Is Hiding Its Worst Failures](https://atlan.com/context-and-chaos/issue/your-ai-dashboard-is-hiding-its-worst-failures/): Swati Tyagi, Applied AI/ML Expert. "The metrics that look green on the dashboard are the ones hiding where your system actually fails."
- [Production AI & The False Finish Line](https://atlan.com/context-and-chaos/issue/production-ai-the-false-finish-line/): Ankit Anand, Managing Consultant, Syniti. "Why the accountability gap in your AI deployments was decided at the go-live celebration."
- [How to make Satya Nadella's vision a reality](https://atlan.com/context-and-chaos/issue/how-to-make-satya-nadellas-vision-a-reality/): Prukalpa Sankar, Co-founder, Atlan. "The vision of AI as a compounding learning machine is right. But the context layer it needs has three architectural components most enterprises are missing."
- [The Godfather Problem](https://atlan.com/context-and-chaos/issue/the-godfather-problem/): Landon Pangburn, Enterprise Account Executive, Atlan. "Your AI's context has a floor. Most teams have never measured theirs. Here's the one number I use."
- [Snowflake Summit 2026: Everyone Owns Context Now.](https://atlan.com/context-and-chaos/issue/snowflake-summit-2026-everyone-owns-context-now/): Austin Kronz & Vivek Dubey, Data & AI Practitioners. "Nobody Owns the Hard Half."
- [What an Enterprise Context Layer Actually Is](https://atlan.com/context-and-chaos/issue/what-an-enterprise-context-layer-actually-is/): Prukalpa Sankar, Co-founder, Atlan. "A skill is the new primitive that does for procedural knowledge what code did for logic in software - making the way work gets done reusable, versionable, testable, and portable across every agent."
- [Four Arguments Ontologists Never Finished (And Why AI Teams Will Have Them Again)](https://atlan.com/context-and-chaos/issue/four-arguments-ontologists-never-finished/): Kurt Cagle, Ontology Expert & Knowledge Graph Architect. "AI teams are hitting the same four semantic failure modes that ontologists debated for 25 years - usually without knowing the map already exists."
- [Your AI Context Layer Is Being Built on Stale Metadata](https://atlan.com/context-and-chaos/issue/your-ai-context-layer-is-being-built-on-stale-metadata/): Amanda Darcangelo, Sr. Lead Data Consultant, OneSix. "Why governance programs decay after go-live, and why AI agents make that decay existential."
- [The Context Layer - Knowledge Graph's Second Act](https://atlan.com/context-and-chaos/issue/the-context-layer-knowledge-graphs-second-act/): Prukalpa Sankar, Co-founder, Atlan. "Knowledge graphs had their moment. Context graphs are the second act - built for the age of AI agents."
- [If Intelligence Is Abundant, What Is the Moat?](https://atlan.com/context-and-chaos/issue/if-intelligence-is-abundant-what-is-the-moat/): Prukalpa Sankar, Co-founder & Co-CEO. "Performance is intelligence times context. The labs solved one side. Your enterprise has to solve the other."
- [The Onboarding Gap is Killing your AI Agents](https://atlan.com/context-and-chaos/issue/the-onboarding-gap-is-killing-your-ai-agents/): Vivek Dubey, Data & AI Leader. "By month two, your best human is autonomous. Your best agent is still guessing."
- [Your Team Isn't Afraid of AI. They're Afraid of Being Wrong About AI.](https://atlan.com/context-and-chaos/issue/your-team-isnt-afraid-of-ai-theyre-afraid-of-being-wrong-about-ai/): Nandini Tyagi, Customer Experience Manager, Strategic Initiatives. "What your team's hesitation is actually telling you."
- [Conceptual Modeling Is the Context Engineering Nobody Is Doing](https://atlan.com/context-and-chaos/issue/conceptual-modeling-is-the-context-engineering-nobody-is-doing/): Juha Korpela, Co-founder & Data Modeling Expert. "The discipline data teams abandoned in the Big Data era is exactly what AI agents need now."
- [Context Graphs as AI Evaluation Infrastructure](https://atlan.com/context-and-chaos/issue/context-graphs-as-ai-evaluation-infrastructure/): Sandipan Bhaumik, Tech Leader - Data & AI. "The Governance Layer Enterprise AI Has Been Missing."
- [Metadata Weekly Is Now Context and Chaos (& Cats!)](https://atlan.com/context-and-chaos/issue/metadata-weekly-is-now-context-and-chaos/): Prukalpa Sankar, Co-founder, Atlan. "The field moved to context engineering. The name finally caught up."
- [BI-Ready Is Not AI-Ready](https://atlan.com/context-and-chaos/issue/bi-ready-is-not-ai-ready/): Vivek Dubey, Data & AI Leader. "Your dashboards work. Your governance is solid. Your AI agent still hallucinates."
- [Gartner D&A 2026: Where the Context Layer Became a Budget Line Item](https://atlan.com/context-and-chaos/issue/gartner-danda-2026-where-the-context-layer-became-a-budget-line-item/): Tathagata Das Sarma, Data Leader. "Gartner's spending data, analyst predictions, and three days of floor conversations all pointed the same direction."
- [Data Governance vs AI Governance: Why It's the Wrong Battle](https://atlan.com/context-and-chaos/issue/data-governance-vs-ai-governance-why-its-the-wrong-battle/): Charlotte Ledoux & Vivek Dubey, Data Governance Experts. "The risk surface has expanded. The answer is one control plane, not another silo."
- [OpenAI's Frontier Proves Context Matters. But It Won't Solve It.](https://atlan.com/context-and-chaos/issue/openais-frontier-proves-context-matters-but-it-wont-solve-it/): Prukalpa, Co-founder, Atlan. "Frontier validates the enterprise context thesis - yet risks accelerating AI sprawl unless organizations rethink context architecture."
- [Gartner D&A 2026: The Conversations We Should Be Having This Year](https://atlan.com/context-and-chaos/issue/gartner-danda-2026-the-conversations-we-should-be-having-this-year/): Tathagata Das Sarma & Vivek Dubey, Data Leaders. "A field guide to the questions worth debating in the hallways, and a checklist you can keep on your phone."
- [The Context Problem Nobody's Fixing in Talk to Data Initiatives (NL to SQL)](https://atlan.com/context-and-chaos/issue/the-context-problem-nobodys-fixing-in-talk-to-data-nl-to-sql/): Manoj Shanmugasundaram, Data Engineering Leader. "What testing natural language-to-SQL on enterprise-scale schemas revealed about production readiness."
- [The Human Elements of the AI Foundations](https://atlan.com/context-and-chaos/issue/the-human-elements-of-the-ai-foundations/): Gaurav Ramesh, Director of Engineering. "What AI quietly revealed about incentives, culture, and fragile foundations."
- [Semantic Layers Failed. Context Graphs Are Next... Unless We Get It Right](https://atlan.com/context-and-chaos/issue/semantic-layers-failed-context-graphs-are-next/): Prukalpa, Co-founder, Atlan. "Context graphs are a hot new conversation these days. And yet I feel like I've seen this story before."