The context layer making AI 5x more accurate
Joined September 2012
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Photos and videos
On June 24, we're hosting a live demo with Steven Touw (Co-Founder & CTO, Immuta), Tim Marston and Razi Shafiq from Atlan showing how: from a user discovering the right data in @AtlanHQ to @immuta provisioning access dynamically at the source.
Register: atlan.com/live-demo-series-a…
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Choosing an AI agent memory architecture in 2026 comes down to 7 factors: scale, governance, estate complexity, use case, ownership, freshness, and multi-agent needs.
Memory layers work for conversational agents.
Context layers are required for everything else. atlan.com/know/how-to-choose…
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Context drift: your AI agent reasons over a definition that changed 6 months ago. No error. No alert. Just a confident wrong answer. The silent failure mode nobody is debugging. atlan.com/know/context-drift…
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Bigger context windows don't fix the 'lost in the middle' problem. It's structural. External memory cuts tokens by 90% and improves accuracy by 26%. Neither approach solves the enterprise gap: governed definitions, lineage, and policies still need a dedicated context layer. atlan.com/know/in-context-vs…
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We're bringing the context layer to #SnowflakeSummit! ❄️
Four sessions. One spicy debate. Workday on stage sharing what they've built in production. And @prukalpa ⚡ demystifying the enterprise context layer live.
What we're tackling this week:
→ WTF is the enterprise context layer, actually? Prukalpa breaks it down and demos it. June 1, 4:00 PM PT.
→ Context layer vs. semantic layer vs. ontology vs. knowledge graph. Three industry leaders, one stage, no agreed-upon answer. Prukalpa Sankar, Jessica Talisman, and Cindi Howson hash it out. June 2, 1:00 PM PT.
→ Workday's VP of Enterprise Data & Analytics shares how they're putting the context layer into production. Not theory. Proof. June 2, 3:00 PM PT.
→ Workday's Director of Enterprise AI Solutions goes deeper on building trustworthy AI agents with context. June 3, 12:30 PM PT.
Search "Atlan" in the app and add these to your agenda. And of course, come see the Context Layer LIVE at Booth #1612 all week. 🙌
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Atlan retweeted
Most rooms in the Bay are built around speakers.
Ours is built around builders.
For AIBoomi Bootcamp ’26 | Bay Area, we’re bringing together:
⭐ @aparnadhinak | @arizeai
⭐ @HasijaKanav | @MeltPlanAI
⭐ @DevReveler | @devrev
⭐ @nhlhomer | @OpenAI
⭐ @prashantmital | @OpenAI
⭐ @prukalpa | @AtlanHQ
⭐ @rajoshighosh | @PromptQL
⭐ @srikrishnang | @RocketlaneHQ
⭐ @srinivasnjay | @interfaceAI
⭐ @swapnil | @observeAI
⭐ @amnigos | @atomicworkhq
And many more.
Founders. Operators. People who’ve actually built.
Fused with real conversations and breakdowns.
Including one full day inside OpenAI.
📍 May 18–20 · San Francisco
If this is your kind of room, you should be in it >> aiboomi.org/events/ai-bootca…
#MayInTheBay #AI #AIBoomi
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Atlan retweeted
Apr 22
We are proud to be a part of the AI Context Ecosystem: 40 partners, one shared understanding of your business.
Bigeye Atlan turn lineage into a live trust signal at inference time.
Learn how to build yours. Join Activate on April 29th → lnkd.in/emyhdm-h
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We're LIVE at Atlan Activate! @prukalpa kicking things off.
Context is King. 👑
atlan.com/activate
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Elastic's approach to context engineering: start in the data layer, define what good context looks like, enforce it before production. Then build semantic models on a real foundation — not brittle prompts that break and silo knowledge.
Thanks for joining us Jessie Buelteman!
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2025 - everyone talked about the context layer for AI.
Tomorrow - we're showing it live.
Come see Atlan's biggest product launch of the year:
🔹Context Engineering Studio: AI bootstraps 90%, your team adds the 10% only humans carry.
🔹Context Agents: nine autonomous teammates that keep documentation alive.
🔹Context Lakehouse: open, portable, built for any tool in your stack.
atlan.com/activate/
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Atlan retweeted
Context will become a core thing for enterprises. This may be a good event to attend to understand where we are now on this, and potentially hos to use it for our companies.
Your data warehouse added a context tab. Your integration vendor says they do context. Even the neighbor's son claims to have a context company.
So what actually makes a context layer real?
Our cofounder @prukalpa breaks it down — with a little help from her mom. 👇
Want to see it built live? Register for Activate on April 29 → bit.ly/42bPviA
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Atlan retweeted
Apr 22
Discover how data product marketplaces provide usage intelligence to the context layer to drive AI success in the new blog buff.ly/wtfDbjL #data #datamarketplace #AI @AtlanHQ
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