I built Ontology Studio, a Streamlit app that runs natively on Databricks Apps and turns Unity Catalog tables into a governed semantic layer in an afternoon. shorturl.at/czjpe
#Databricks #UnityCatalog #SemanticLayer #GenerativeAI #DataGovernance #TextToSQL #DataEngineering #AIAgents #Ontology
#Databricks #UnityCatalog #SemanticLayer #GenerativeAI #DataGovernance #TextToSQL #DataEngineering #AIAgents #Ontology
Databricks Ontology Studio-Your Lakehouse Is Ready for AI. Your Metadata Isn’t.
How Ontology Studio turns a pile of Unity Catalog tables into a governed semantic layer in an afternoon, and why that is the cheapest AI…
medium.com
November 10, 2026 at 3:59 AM
I built Ontology Studio, a Streamlit app that runs natively on Databricks Apps and turns Unity Catalog tables into a governed semantic layer in an afternoon. shorturl.at/czjpe
#Databricks #UnityCatalog #SemanticLayer #GenerativeAI #DataGovernance #TextToSQL #DataEngineering #AIAgents #Ontology
#Databricks #UnityCatalog #SemanticLayer #GenerativeAI #DataGovernance #TextToSQL #DataEngineering #AIAgents #Ontology
574 - One team filters three things out of customer count. Another team leaves those in and filters something else. Both call it customer count. If you say A and I hear B, the agent has no chance either.
youtu.be/qQ8GfnMReO4
#datagovernance #semanticlayer #metrics #aiagents #dataquality
youtu.be/qQ8GfnMReO4
#datagovernance #semanticlayer #metrics #aiagents #dataquality
November 2, 2026 at 3:02 AM
574 - One team filters three things out of customer count. Another team leaves those in and filters something else. Both call it customer count. If you say A and I hear B, the agent has no chance either.
youtu.be/qQ8GfnMReO4
#datagovernance #semanticlayer #metrics #aiagents #dataquality
youtu.be/qQ8GfnMReO4
#datagovernance #semanticlayer #metrics #aiagents #dataquality
NVIDIA just dropped Auto Ontology – an open semantic layer that lets AI agents talk SQL directly, even on nemotron‑3‑nano‑30b. Think enterprise metadata, MCP, Kubernetes integration. Curious? Dive in! #NVIDIAAutoOntology #SemanticLayer #AIagents
🔗 aidailypost.com/news/nvidia-...
🔗 aidailypost.com/news/nvidia-...
November 2, 2026 at 9:32 AM
NVIDIA just dropped Auto Ontology – an open semantic layer that lets AI agents talk SQL directly, even on nemotron‑3‑nano‑30b. Think enterprise metadata, MCP, Kubernetes integration. Curious? Dive in! #NVIDIAAutoOntology #SemanticLayer #AIagents
🔗 aidailypost.com/news/nvidia-...
🔗 aidailypost.com/news/nvidia-...
Where meaning is born of difference, there are NO SYNONYMS.
(up your face IT Crowd with so called " #SemanticLayer ")
(up your face IT Crowd with so called " #SemanticLayer ")
October 6, 2026 at 2:30 PM
Where meaning is born of difference, there are NO SYNONYMS.
(up your face IT Crowd with so called " #SemanticLayer ")
(up your face IT Crowd with so called " #SemanticLayer ")
Gartner says the semantic layer will be critical infrastructure by 2030, on par with cybersecurity. The problems we wait for the next model to solve? Solved at the data level. #AI #SemanticLayer
October 5, 2026 at 4:52 AM
Gartner says the semantic layer will be critical infrastructure by 2030, on par with cybersecurity. The problems we wait for the next model to solve? Solved at the data level. #AI #SemanticLayer
Real #SemanticLayer. Not another IT table pointing to other table.
dan-beranek.github.io/dio-odi-auto...
dan-beranek.github.io/dio-odi-auto...
DIO for Entity Resolution & Knowledge Graphs
A technical and research pilot for more consistent entity reconstruction across data, RAG and AI systems.
dan-beranek.github.io
October 3, 2026 at 3:31 PM
Real #SemanticLayer. Not another IT table pointing to other table.
dan-beranek.github.io/dio-odi-auto...
dan-beranek.github.io/dio-odi-auto...
You throw millions at the #SemanticLayer hoping for "Meaning."
It doesn’t work.
Software cannot code meaning.
Databases see a String; semantics requires a Thing.
It doesn’t work.
Software cannot code meaning.
Databases see a String; semantics requires a Thing.
DIO for Entity Resolution & Knowledge Graphs
A technical and research pilot for more consistent entity reconstruction across data, RAG and AI systems.
dan-beranek.github.io
September 29, 2026 at 11:04 AM
You throw millions at the #SemanticLayer hoping for "Meaning."
It doesn’t work.
Software cannot code meaning.
Databases see a String; semantics requires a Thing.
It doesn’t work.
Software cannot code meaning.
Databases see a String; semantics requires a Thing.
Telling a real semantic layer from a rebranded metrics catalogue, in 3 questions:
1. Can anything other than your BI tool read it?
2. Is policy enforced here or only documented here?
3. Does it survive a question nobody anticipated?
#BigDataLDN #SemanticLayer
1. Can anything other than your BI tool read it?
2. Is policy enforced here or only documented here?
3. Does it survive a question nobody anticipated?
#BigDataLDN #SemanticLayer
September 16, 2026 at 3:04 PM
Telling a real semantic layer from a rebranded metrics catalogue, in 3 questions:
1. Can anything other than your BI tool read it?
2. Is policy enforced here or only documented here?
3. Does it survive a question nobody anticipated?
#BigDataLDN #SemanticLayer
1. Can anything other than your BI tool read it?
2. Is policy enforced here or only documented here?
3. Does it survive a question nobody anticipated?
#BigDataLDN #SemanticLayer
Everyone keeps talking about AI models and GenAI, but when it comes to self-service analytics, recent developments increasingly suggest that the bigger challenge is not the model itself, but ... #AI #DataArchitecture #Databricks #Anthropic #DataGovernance #Analytics
www.linkedin.com/posts/emrese...
www.linkedin.com/posts/emrese...
#ai #dataarchitecture #databricks #unitycatalog #genie #anthropic #semanticlayer #knowledgemanagement #datagovernance #analytics | Emre Sevinç
Everyone keeps talking about AI models and GenAI, but when it comes to self-service analytics, recent developments increasingly suggest that the bigger challenge is not the model itself, but the quali...
www.linkedin.com
August 28, 2026 at 9:34 AM
Everyone keeps talking about AI models and GenAI, but when it comes to self-service analytics, recent developments increasingly suggest that the bigger challenge is not the model itself, but ... #AI #DataArchitecture #Databricks #Anthropic #DataGovernance #Analytics
www.linkedin.com/posts/emrese...
www.linkedin.com/posts/emrese...
Three AI agents, one Snowflake, three different revenue numbers. None hallucinated. None were wrong. They just never agreed on what "revenue" means. #SemanticLayer #DataStack
August 23, 2026 at 1:02 PM
Three AI agents, one Snowflake, three different revenue numbers. None hallucinated. None were wrong. They just never agreed on what "revenue" means. #SemanticLayer #DataStack
From Dashboards to Agents: The Future of Self-Service BI: Agentic AI could finally deliver on self-service BI’s original promise: faster, smarter decisions powered by trusted data.
Continue reading... #informationmanagement #semanticlayer
Continue reading... #informationmanagement #semanticlayer
From Dashboards to Agents: The Future of Self-Service BI
Agentic AI could finally deliver on self-service BI’s original promise: faster, smarter decisions powered by trusted data.
Continue reading...
www.vktr.com
July 9, 2026 at 3:00 PM
From Dashboards to Agents: The Future of Self-Service BI: Agentic AI could finally deliver on self-service BI’s original promise: faster, smarter decisions powered by trusted data.
Continue reading... #informationmanagement #semanticlayer
Continue reading... #informationmanagement #semanticlayer
Managing complex IT documentation is a major challenge for many companies.
We helped a multinational food corporation solve this with a #SemanticLayer Enterprise Information Architecture, creating a single source of truth to reduce costly delays. Read their success story: bit.ly/45d0ryX
We helped a multinational food corporation solve this with a #SemanticLayer Enterprise Information Architecture, creating a single source of truth to reduce costly delays. Read their success story: bit.ly/45d0ryX
August 11, 2025 at 8:44 AM
Managing complex IT documentation is a major challenge for many companies.
We helped a multinational food corporation solve this with a #SemanticLayer Enterprise Information Architecture, creating a single source of truth to reduce costly delays. Read their success story: bit.ly/45d0ryX
We helped a multinational food corporation solve this with a #SemanticLayer Enterprise Information Architecture, creating a single source of truth to reduce costly delays. Read their success story: bit.ly/45d0ryX
Today we're hosting our first US-based Customer Advisory Board meeting in New York & are excited about connecting with our customers, learning more about their needs & challenges & hearing their feedback!
#NewYork #CustomerAdvisoryBoard #CAB #KnowledgeGraphs #SemanticLayer #AI
#NewYork #CustomerAdvisoryBoard #CAB #KnowledgeGraphs #SemanticLayer #AI
May 5, 2025 at 5:43 PM
Today we're hosting our first US-based Customer Advisory Board meeting in New York & are excited about connecting with our customers, learning more about their needs & challenges & hearing their feedback!
#NewYork #CustomerAdvisoryBoard #CAB #KnowledgeGraphs #SemanticLayer #AI
#NewYork #CustomerAdvisoryBoard #CAB #KnowledgeGraphs #SemanticLayer #AI
Lulit Tesfaye improves companies' AI capabilities with a #semanticLayer that puts precious knowledge assets in a #context that machines can actually work with. A crucial part of that context is the interoperability that standards like #RDF enable.
knowledgegraphinsights.com/lulit-tesfaye/
knowledgegraphinsights.com/lulit-tesfaye/
Lulit Tesfaye: semantic architectures for the AI era
Lulit Tesfaye is a Partner and VP at Enterprise Knowledge and an expert on semantic architectures for AI and knowledge management.
knowledgegraphinsights.com
June 10, 2026 at 10:34 AM
Lulit Tesfaye improves companies' AI capabilities with a #semanticLayer that puts precious knowledge assets in a #context that machines can actually work with. A crucial part of that context is the interoperability that standards like #RDF enable.
knowledgegraphinsights.com/lulit-tesfaye/
knowledgegraphinsights.com/lulit-tesfaye/
Refactoring #data projects helps with clarity, scalability, and onboarding new people into the project
We’re refactoring in the open by tackling our internal #analytics #dbt project
Join us for part 1 as we create a time spine as a foundation for #semanticlayer:
medium.com/inthepipelin...
We’re refactoring in the open by tackling our internal #analytics #dbt project
Join us for part 1 as we create a time spine as a foundation for #semanticlayer:
medium.com/inthepipelin...
Building in the open: Recce’s internal dbt repo refactor
Coming into an incomplete, nascent, or otherwise confusingly set-up codebase is a rite of passage for data folks. At my first real job, at…
medium.com
April 8, 2025 at 3:59 AM
Refactoring #data projects helps with clarity, scalability, and onboarding new people into the project
We’re refactoring in the open by tackling our internal #analytics #dbt project
Join us for part 1 as we create a time spine as a foundation for #semanticlayer:
medium.com/inthepipelin...
We’re refactoring in the open by tackling our internal #analytics #dbt project
Join us for part 1 as we create a time spine as a foundation for #semanticlayer:
medium.com/inthepipelin...
Not usually one to share work posts, but this is the most exciting project Ive worked on since Joining Stardog. https://www.linkedin.com/posts/stardog-union_knowledgegraph-semanticlayer-datafabric-activity-7087879322283192322-X2cZ?utm_source=share&utm_medium=member_desktop
Stardog on LinkedIn: #knowledgegraph #semanticlayer #datafabric #datamesh #llm #generativeai…
Announcing the Stardog Voicebox Early Access Program - Ready to see the power of LLM and generative AI to accelerate data modeling? Join our waitlist:…
www.linkedin.com
July 20, 2023 at 7:52 PM
Not usually one to share work posts, but this is the most exciting project Ive worked on since Joining Stardog. https://www.linkedin.com/posts/stardog-union_knowledgegraph-semanticlayer-datafabric-activity-7087879322283192322-X2cZ?utm_source=share&utm_medium=member_desktop
今日のSEOでは、＃POTHAREDDYと＃ロバートに注目し、ウェブ4.0で確実にリードを握りましょう！データドリブンな時代においても、アカデティックな天才でさえ、SEO戦略を見極めることが求められます。アペィオットを通じてあなたの節目を発見してください！🚀🐺 ＃Web4_0 ＃SemanticLayer
aepiot.com/semantic-map... 最新の情報を探求し、実践的なガイドも既に公開しております！
aepiot.com/semantic-map... 最新の情報を探求し、実践的なガイドも既に公開しております！
May 10, 2026 at 7:05 AM
今日のSEOでは、＃POTHAREDDYと＃ロバートに注目し、ウェブ4.0で確実にリードを握りましょう！データドリブンな時代においても、アカデティックな天才でさえ、SEO戦略を見極めることが求められます。アペィオットを通じてあなたの節目を発見してください！🚀🐺 ＃Web4_0 ＃SemanticLayer
aepiot.com/semantic-map... 最新の情報を探求し、実践的なガイドも既に公開しております！
aepiot.com/semantic-map... 最新の情報を探求し、実践的なガイドも既に公開しております！
Anyone working with a Python based Semantic Layer like dotML (github.com/zurferr/dotML) or other?
I‘m starting a new venture in that area building something more modern. Stay tuned or DM me when interested to contribute.
#python #semanticlayer #freesemanticlayer #semanticlayerftw
I‘m starting a new venture in that area building something more modern. Stay tuned or DM me when interested to contribute.
#python #semanticlayer #freesemanticlayer #semanticlayerftw
GitHub - zurferr/dotML: dotML is a light-weight semantic layer written in Python.
dotML is a light-weight semantic layer written in Python. - zurferr/dotML
github.com
May 15, 2025 at 8:38 PM
Anyone working with a Python based Semantic Layer like dotML (github.com/zurferr/dotML) or other?
I‘m starting a new venture in that area building something more modern. Stay tuned or DM me when interested to contribute.
#python #semanticlayer #freesemanticlayer #semanticlayerftw
I‘m starting a new venture in that area building something more modern. Stay tuned or DM me when interested to contribute.
#python #semanticlayer #freesemanticlayer #semanticlayerftw
Orionbelt is here, I can see it from my house! The future is triples.. #SemanticLayer #Analytics #Data
December 2, 2024 at 8:49 PM
Orionbelt is here, I can see it from my house! The future is triples.. #SemanticLayer #Analytics #Data
But we didn’t stop there.
The tool also:
✅ suggests necessary #transformations
✅ maps everything into a #semanticlayer
✅ makes the data accessible in tools like @powerbi.bsky.social or #tableau
✅ help user to understand the #bussinessUseCase
✅ or exports it directly to a destination DB
The tool also:
✅ suggests necessary #transformations
✅ maps everything into a #semanticlayer
✅ makes the data accessible in tools like @powerbi.bsky.social or #tableau
✅ help user to understand the #bussinessUseCase
✅ or exports it directly to a destination DB
July 26, 2025 at 6:49 PM
But we didn’t stop there.
The tool also:
✅ suggests necessary #transformations
✅ maps everything into a #semanticlayer
✅ makes the data accessible in tools like @powerbi.bsky.social or #tableau
✅ help user to understand the #bussinessUseCase
✅ or exports it directly to a destination DB
The tool also:
✅ suggests necessary #transformations
✅ maps everything into a #semanticlayer
✅ makes the data accessible in tools like @powerbi.bsky.social or #tableau
✅ help user to understand the #bussinessUseCase
✅ or exports it directly to a destination DB
Talked w/ Everpure's Prakash Darji at Pure Accelerate 2026 about how the company's new Data Intelligence semantic layer actually works under the hood — down to a seven-layer model connecting a single purchase order across systems.
coderlegion.com/20849/inside... #DataIntelligence #SemanticLayer
coderlegion.com/20849/inside... #DataIntelligence #SemanticLayer
Inside Everpure's Data Intelligence: A Conversation with Prakash Darji
When ransomware hits, the standard playbook is to roll back the entire environment to the last known clean snapshot. It works, but it's blunt. You lose every legitimate change made since that snapshot...
coderlegion.com
June 17, 2026 at 10:20 PM
Talked w/ Everpure's Prakash Darji at Pure Accelerate 2026 about how the company's new Data Intelligence semantic layer actually works under the hood — down to a seven-layer model connecting a single purchase order across systems.
coderlegion.com/20849/inside... #DataIntelligence #SemanticLayer
coderlegion.com/20849/inside... #DataIntelligence #SemanticLayer
Best insight at Strategy World 2026 came from a toll authority BI director: "AI reads textual information well but still struggles with mathematical calculations. That's why the metrics layer matters."
www.insightsfromanalytics.com/post/strateg... #StrategyWorld2026 #Mosaic #SemanticLayer
www.insightsfromanalytics.com/post/strateg... #StrategyWorld2026 #Mosaic #SemanticLayer
Strategy World 2026: Three Customers, Three Industries, One Honest Gap Between AI Vision and Enterprise Reality
Three enterprise customers at Strategy World 2026 described what Mosaic adoption actually looks like. The gap between keynote vision and production reality is the story.Hours before this customer pane...
www.insightsfromanalytics.com
February 25, 2026 at 1:26 AM
Best insight at Strategy World 2026 came from a toll authority BI director: "AI reads textual information well but still struggles with mathematical calculations. That's why the metrics layer matters."
www.insightsfromanalytics.com/post/strateg... #StrategyWorld2026 #Mosaic #SemanticLayer
www.insightsfromanalytics.com/post/strateg... #StrategyWorld2026 #Mosaic #SemanticLayer