Welcome to OpenAI! Very excited to be working together and to make great tools to make developers everywhere more productive. Charlie Marsh (@charliermarsh) We've entered into an agreement to join OpenAI as part of the Codex team. I'm incredibly proud of the work we've done so far, incredibly grateful to everyone that's supported us, and incredibly excited to keep building tools that make programming feel different. — https://nitter.net/charliermarsh/status/2034623222570783141#m
BUSINESS
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AI Infrastructure: From Side Project to Business Core
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What’s changed is simple but profound: AI is no longer a side project.
It’s reshaping every aspect of how businesses operate. And that requires infrastructure built for AI, not retrofitted for it. I break this down in detail in my new video with @Cisco
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Unified AI Stack: From Experiment to Enterprise Operation
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The other big shift? Owning and unifying the entire stack. Enterprises don’t need another science experiment.
They need the easy button to operationalize AI. That means: → Silicon
→ Optics
→ Systems
→ Orchestration layers Working as one cohesive platform, not stitched -
Enterprise AI Failures: Infrastructure, Not Models, Is the Problem
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Most enterprise AI initiatives don’t fail because of bad models.
— Ronald van Loon (@Ronald_vanLoon) 19 mars 2026
They fail because they’re running on infrastructure that was never designed for AI.
A traditional data center is not the same thing as AI infrastructure.
This came up directly in my conversation with… pic.twitter.com/EeakEubh5hMost enterprise AI initiatives don’t fail because of bad models. They fail because they’re running on infrastructure that was never designed for AI. A traditional data center is not the same thing as AI infrastructure. This came up directly in my conversation with
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IBM NVIDIA Accelerate Data Processing with AI cuDF Technology
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.@IBM and NVIDIA are reinventing data processing for the era of AI.
— NVIDIA AI (@NVIDIAAI) 19 mars 2026
By accelerating IBM with NVIDIA cuDF, @Nestle is seeing transformative results:
✅5x faster data workloads
✅83% lower costs
In a massive logistics network, "faster" means responding in minutes.
The next… pic.twitter.com/SDLTnehzYA.
@IBM and NVIDIA are reinventing data processing for the era of AI. By accelerating IBM with NVIDIA cuDF, @Nestle is seeing transformative results: 5x faster data workloads
83% lower costs In a massive logistics network, "faster" means responding in minutes. The next -
Simplified Music Licensing for Creators and Businesses
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For creators, marketers, and businesses, it replaces the complexity of traditional music licensing – no sync fees, no per-use negotiations, no clearance delays. Select your license tier, download, and use.
→ View original post on X — @elevenlabs, 2026-03-19 15:22 UTC
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ElevenLabs Expands Creator Payment Model to Music Industry
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Our Voice Marketplace has paid creators over $11,000,000 since launch. Now we're bringing the same model to music.
→ View original post on X — @elevenlabs, 2026-03-19 15:22 UTC
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ElevenLabs Launches Music Marketplace for Creators
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Introducing the Music Marketplace in @ElevenCreative.
— ElevenLabs (@ElevenLabs) 19 mars 2026
Creators, artists, and musicians can now publish and earn from their tracks created with our music model. pic.twitter.com/tXmoZnsvWBIntroducing the Music Marketplace in @ElevenCreative. Creators, artists, and musicians can now publish and earn from their tracks created with our music model. [Translated from EN to English]
→ View original post on X — @elevenlabs, 2026-03-19 15:22 UTC
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Nvidia Robot OS, Navy Deals, Visual Memory Breakthroughs
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Top stories in robotics today: – Nvidia wants to be the OS of every robot
– Gecko Robotics lands $71M U.S. Navy deal
– Ex-Meta engineers give robots visual memory
– Robot dogs guard billion-dollar AI data centers
– Quick hits on other robotics news -
Agent Workforce Platform: AI with Responsible Guardrails Inside
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We're the Agent Workforce Platform for the biggest global ompanies. And we've been using AI and responsible guardrails to build it. Here's what that actually looks like from the inside.