They didn't just train a model. They built the ENTIRE ecosystem first. → ROLL: RL training framework
→ ROCK: Sandboxed execution engine
→ iFlow CLI: Agent orchestration system ROME wasn't built in a day. The infrastructure came first. The model came last.
SAFETY
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Building the ecosystem before the model
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Balancing LLM Creativity with Factual Accuracy: The Hallucination Dilemma
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You are right. Hallucination is a feature actually and focusing on it may hurt creativity and all the quirks we get from LLMs. It's a tricky balance. We want LLMs to produce things that amaze us, but we also don't want them to make confusion about factual world knowledge.
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Tesla FSD V14.2 Completes First Fully Autonomous Coast-to-Coast Drive
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The first 100% autonomous coast-to-coast drive on Tesla FSD V14.2! 2 days 20 hours, 2732 miles, zero interventions. This one is special because the coast-to-coast drive was a major goal for the autopilot team from the start. A lot of hours were spent in marathon clip review
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AI Safety Concerns Require Stronger Protective Safeguards
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this is bad, and better safeguards need to be implemented to protect people from this
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Mastering AI Prompts in 2026
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Step 1: Understand what prompts actually are in 2026 Prompts aren't questions. They're instructions that control AI behavior. A prompt has: role, context, task, constraints, output format. Master these 5 elements and you control any AI model. This is the foundation everything
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Evaluating Agentic AI Systems: Rubrics, Ensembles, and Simulation
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ICYMI — Part V of our rubric series looks ahead at how AI systems will be evaluated as they become more agentic, multi-turn, and tool-using.
Rubrics + evaluator ensembles + simulation environments = quality and reliability https://
snorkel.ai/blog/part-v-fu
ture-direction-and-emerging-trends/
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#AI #Evaluation #AgenticAI -
Eric Schmidt Warns About AI’s Transformative Power Within 5 Years
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L’ancien PDG de Google, Eric Schmidt, lâche un avertissement glaçant sur l’avenir de l’IA.
— VISION IA (@vision_ia) 30 décembre 2025
« D’ici 5 ans, l’IA pourrait gérer un contexte infini, un raisonnement en chaîne avec des solutions en 1 000 étapes, et des millions d’agents travaillant ensemble.À terme, elles… pic.twitter.com/Jg7O1UtV7iThe former Google CEO, Eric Schmidt, issues a chilling warning about the future of AI. "Within 5 years, AI could handle an infinite context, chain-of-thought reasoning with solutions in 1,000 steps, and millions of agents working together. In the long run, they will develop
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SafeHaven: Edge AI Home Security Without Cloud
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30% of home break-ins happen through unlocked doors. Shashi Bhat’s #SmarterSpaces project, SafeHaven, will use edge AI to watch over garages, doors & backyards — with zero cloud. Alerts you. Even acts for you.
All local. All private. https://
eu1.hubs.ly/H0qzZtV0
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AI Job Apocalypse Solution: A One Percent Approach
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A good idea from @theRealSalKhan
, although I don't think it will be sufficient in the long run.
#RiseoftheRobots A 1 Percent Solution to the Looming #AI Job Apocalypse
