"security, maintainability, scale, and performance" are exactly the things most likely to suffer when you create more systems, each with their own interface boundaries.
SYSTEMS
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Multi-Agent System Architecture in AI Design
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While I thought of this as a single agent myself, I’ve had a lot of people tell me they saw this as a multi-agent system (task agent, execution agents, etc), and some multi-agent systems were initially a simplified version of this architecture. But I get what you’re saying so
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System Prompts as Prioritized Instructions Framework
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So really I think "follows prioritised instructions" might be a better framing, where the system prompt is taken as the highest priority instruction?
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Deploying AI on Physical Robots and Simulations
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I've mostly deployed my work on physical, real-world robots (e.g. the Spot from @BostonDynamics
, or the Franka Emika Panda arm). A lot of my work has also included experiments in simulated household environments (e.g. https://
behavior.stanford.edu). More recently, I've been working on -
JEPA Architecture: Exciting Research Direction at CSAIL
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I personally don't work on JEPA-related architectures, but it's certainly an exciting direction that I'm sure others in CSAIL/EECS are working on!
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AI Factories: Unifying the Complete Lifecycle for Innovation
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By unifying the full AI life cycle, AI factories become the scalable, repeatable, and reliable engine for innovation and business value. Learn more:
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Optimizing AI Output Across Different Operating Configurations
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It visualizes the best output for different operating configurations.
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AI Factories Balance Throughput and User Experience
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When throughput and user experience are balanced, AI factories can quickly deliver helpful outputs to engage users.
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AI factories redefining modern infrastructure economics
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AI factories are redefining the economics of modern infrastructure. AI factories help enhance three key aspects of the AI journey: Data ingestion Model training High-volume inference
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Blogged notes on AI system prompts updates
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I blogged my notes on the updates system prompts here