Mar 6
Why do so many #AIprototypes fail in production? It usually comes down to one harsh reality: #CuratedData vs. #EnterpriseData.
During our recent Agentic AI Unleashed event, our CTO, @RajuPenmetsa1, broke down exactly where #AI projects hit a wall.
In a POC, it's easy to feed your models perfectly curated data to get the exact results you want. But in a real enterprise environment
• Data is scattered across 50 isolated islands.
• Teams are relying on 20 different tools, creating endless silos.
• The infrastructure is inherently complex and messy.
If you overlook the challenge of bringing these disconnected data silos into a cohesive dataset during the prototype stage, your production rollout is guaranteed to struggle.
Watch the clip below as Raju and @BobLaliberte discuss the biggest obstacle customers face today and why solving the #data layer is the mandatory first step for #AgenticAI.
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7 Jul 2025
Here are concise one-word summaries for each core function of @OpenledgerHQ
✅ Datanets: Curated
✅ Model Factory: No‑code
✅ OpenLoRA: Scalable
✅ Proof of Attribution: Traceable
✅ OpenLedger (specialized AI focus):Verticalized
#CuratedData #NoCodeAI
@FerreWeb3 @Avalanche_XV
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To all of the #FineTuning nay sayers out there: If you have good data and know what you are doing, you can build great, targeted models. @rishdotblog, founder @DefogData builds a 7B parameter model that outperforms gpt-4. The trick? "Defog leveraged its own hand-crafted dataset and built a new, fine-tuned model." #CuratedData FTW.
7 Feb 2024
Two big updates today!
We updated the weights for sqlcoder-7b-2, and it now outperforms GPT-4 for most SQL queries – specially if you give it the right instructions and prompt well
@huggingface link here: huggingface.co/defog/sqlcode…
2) We've added basic instruction following capabilities, including the ability to say "I don't know" when a question cannot be confidently answered given a database schema. More on that here! github.com/defog-ai/sqlcoder…
3) We've got a Colab notebook up if you want to explore the model (though just with a single beam, for now): colab.research.google.com/dr…
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17 Aug 2023
Masterful answers for allocators this morning. Thank you David and Emma!
@dsaleminvestor @emmavlasic @Hedgeye
#Behavioral #Process #CuratedData #OODA #CIOCorner #ReadingList #CapitalAllocation
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27 Jan 2021
Excited to be participating on the #FoG2021 Mastermind panel today at 11:30 pm EST to discuss the role of #curateddata in #precisionmedicine festivalofgenomics.com/regis…
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27 Jan 2021
Our Director of COSMIC, Dr Simon Forbes joins the #fog2021 Mastermind panel today, Jan. 27 at 4.30 p.m. GMT to discuss “Powering the precision in “precision medicine”. Don’t miss it! festivalofgenomics.com/regis… #precisiononcology #curateddata
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6 May 2020
HHS launches portal for providers to submit claims for uninsured patients who received #COVID-19 testing/treatment, according to Becker’s. Clean and #curateddata is crucial for processing claims during this pandemic. Discover more: verinovum.com/solutions/
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Cultivated data is the next Gold Rush – TechCrunch hubs.ly/H0kc5CJ0 by @techcrunch
#Data #BusinessIntelligence #CuratedData
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7 Jun 2019
"OS OpenMap Local - All Buildings in Great Britain" -Alasdair Rae (@undertheraedar)
ajrae.staff.shef.ac.uk/build…
#OSOpenDataLicense #OpenMapData #CuratedData
Most products are organised in tiles in @OrdnanceSurvey OpenData, but Open ZoomStack is for the GB ordnancesurvey.co.uk/opendat…
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6 Mar 2019
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17 Feb 2018
Yes! Most people seem unaware of this aspect. At some point the penny will drop… #curateddata #domainexperts x.com/DrHughHarvey/status/96…
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15 Jan 2018
I call it 'rightData,' or if manipulated, 'curatedData.' BigData is useful to define a universe of potential value, but ughhhh.. generally, like basements, a junk pile :)
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24 Mar 2017
Can #CuratedData Fix The $18.3 Billion #Analytics Market? via @forbes forbes.com/sites/bernardmarr… by @BernardMarr #datadriven
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