The next 12 months will separate AI experimenters from AI producers. The difference won't be model choice – it'll be data preparation discipline.
ENTERPRISE AI
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Data governance gap widens between leading and lagging companies
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We're about to see a split between companies that crack data governance and those that keep throwing compute power at garbage data. The gap will be massive.
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Document Governance: The Real AI ROI Determinant
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AI projects will stay stuck in experimental purgatory until companies solve the unstructured data problem. The future belongs to organizations that master document governance, not just model sophistication. Data discipline determines AI ROI.Partner content with Adlib. #adlib_iiot pic.twitter.com/lKEz0FGKaX
— Lucian Fogoros (@fogoros) 25 avril 2026AI projects will stay stuck in experimental purgatory until companies solve the unstructured data problem. The future belongs to organizations that master document governance, not just model sophistication. Data discipline determines AI ROI.Partner content with Adlib. #adlib_iiot
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Selecting Top 100 Agent-User Interactions for Review Without LLM
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A great LLM interview question:
— Akshay 🚀 (@akshay_pachaar) 25 avril 2026
(answer shared below)
You have 80k Agent-user interactions from production. You need to find the top 100 worth reviewing to improve the agent.
You cannot use an LLM to evaluate them since it will be expensive.
This is one of the most painful… pic.twitter.com/nXS2nYGiC0A great LLM interview question: (answer shared below) You have 80k Agent-user interactions from production. You need to find the top 100 worth reviewing to improve the agent. You cannot use an LLM to evaluate them since it will be expensive. This is one of the most painful
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BytePlus Launches CodingPlan Developer Initiative Q2 2026
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https://
byteplus.com/en/activity/co
dingplan?utm_source=Developer_KOL&utm_medium=kol&utm_campaign=BP-Global-Codingplan&ArkClaw-publish-Q2APRFY26&utm_term=kimmonismus&utm_content=codingplan
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#Byteplus #Codingplan -
GLM-5.1 BytePlus: Opus-class Performance at 5x Lower Cost
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GLM-5.1 is now on BytePlus's Coding Plan — and the case is straightforward: Opus-class performance, 8-hour autonomous task loops, works natively in Cursor and Claude Code, 6 top models with smart routing. All at roughly 5x lower cost than http://
Z.ai official pricing. -
Codex AI disrupts five million dollar consulting business model
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Holy shit. Codex just killed the $5,000,000 consulting retainer.
— CHOI (@arrakis_ai) 25 avril 2026
I just tested Codex by asking it to run the exact same analysis provided by a premium, female-exclusive consulting firm making 5M$ a year in South Korea.
What it produced blew my mind.
In one single shot, Codex… pic.twitter.com/VwFL8baWgKHoly shit. Codex just killed the $5,000,000 consulting retainer. I just tested Codex by asking it to run the exact same analysis provided by a premium, female-exclusive consulting firm making 5M$ a year in South Korea. What it produced blew my mind. In one single shot, Codex
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Product Manager vs Engineer Perspectives in AI Implementation
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fun to think about what the pm thinks vs what the engineer thinks in this scenario
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BuildAI Pitch Event Attracts 450+ AI-Powered Innovation Ideas
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The BuildAI Pitch Event has received over 450 Participations! 450+ Participation = 450+ AI Empowered Ideas! From early-stage ideas to scalable solutions, builders across the country are enthused for the next big stage. More at https://
itelfoundation.in/BuildAI.html #IndiaAI #AIInnovation -
GPT-5.5 Now Available on Databricks with Codex Coding Workflows
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.@OpenAI GPT-5.5 is now available on Databricks, with Codex coding workflows and model inference fully governed through Unity AI Gateway.
— Databricks (@databricks) 25 avril 2026
With GPT-5.5 on Databricks, you can:
– Power coding workflows with Codex or other coding agents
– Build custom agents grounded in enterprise… pic.twitter.com/EwAP7qpilP.
@OpenAI GPT-5.5 is now available on Databricks, with Codex coding workflows and model inference fully governed through Unity AI Gateway. With GPT-5.5 on Databricks, you can:
– Power coding workflows with Codex or other coding agents
– Build custom agents grounded in enterprise