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The presentation advocates for a pragmatic hybrid approach to AI systems, combining deterministic software guardrails for reliability with agentic frameworks for discovery. Key takeaways include optimizing agent hierarchies, leveraging time-series foundation models, and implementing rigorous evaluation pyramids to ensure architectures scale effectively in production. This strategy addresses the critical need to move beyond speculative "vibe checking" toward building robust, certifiable workflows for enterprise deployment.
Sources coveringInfoQ, AI Alignment Forum, LessWrong, The Quantum Insider
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Presentation: Designing AI Platforms for Reliability: Tools for Certainty, Agents for Discovery

InfoQ47 min read

Aaron Erickson discusses the evolution of AI workflows, shifting from "vibe checking" to building reliable, multi-agent frameworks. He explains how to combine deterministic software guardrails with agentic discovery, optimize agent hierarchies, leverage time-series foundation models, and implement rigorous evaluation pyramids to ensure architecture scales effectively in production. By Aaron Erickson

Aaron Erickson: I'm Aaron Erickson. We're going to talk about why it's not all AI, but sometimes it's AI. "Tools for Certainty, Agents for Discovery", is the name of the talk. Who here has ever had this question? "I know, what if we decided to do some of this with AI?" Has anybody ever had that, and then decided that's a terrible idea? I have all sorts of bad ideas, one of which was something, I know, obviously, GraphQL, terrible idea. Agile, come on, what was that, the 2010s? We all did Agile, and we discovered it was a bad dream or something, maybe this'll become one of those things. Maybe this'll be a new paver stone on this road to hell that is filled with all sorts of good intentions. To that end, let me talk about one thing I built. Before my current life, I worked at this company called Orgspace. We had this idea of what if you could write software to do reorgs? Who has ever done a reorg? Who has ever been subjected to a reorg? Who has ever had a pleasant experience after being subjected to a reorg? No, nobody's had a pleasant experience…

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