# Event Details - **Event Name**: Narratives to Networks — Mission-Critical Reasoning in the Age of AI - **Event Start and End Date**: Wed, 26 Aug, 2026 at 02:00 pm – Wed, 26 Aug, 2026 at 04:00 pm - **Event Description**: From persuasive AI narratives to causal reasoning you can calculate, inspect, and defend.About this EventStructure for the AI NoiseEvery week brings new claims about what AI can do for analysis. This seminar offers noise suppression: a framework for judging any analytic technology by asking what kinds of claims it can make, and what it costs to build it, to run it, and, above all, to trust what it says.What LLMs Know, and What Decisions DemandIn the first hour, we apply that framework to large language models and locate both their power and their limits. LLMs command an extraordinary breadth of knowledge, but the claims they natively support are associations expressed in language. Decisions demand more: what happens if we act, what would have happened otherwise, and what is it worth to find out before acting.The Most Expensive Thing in Analysis Is a Free AnswerOn costs, the picture is just as asymmetric. An LLM produces a confident, well-written recommendation at almost no cost. But decision-makers in accountable institutions know that a conclusion is only as good as its audit trail, and an LLM's conclusions arrive without one. The reasoning that produced the recommendation is distributed across billions of parameters that no one can read, so the audit must be reconstructed from the outside, by you, at full cost, and again on the next answer, and the next. We call this recurring burden the verification tax.Skipped Verification Is Not Forgiven, Only DeferredThe tax is easy to skip, because right and wrong answers read equally well. But skipped verification does not disappear. It accumulates quietly until it is collected by whoever benefits from your being wrong: a competitor, a counterparty, an auditor, a review board, a court, or an adversary.Reasoning You Can CalculateIn the second hour, we introduce the complement. Bayesian networks occupy precisely the territory LLMs do not: explicit variables, quantified causal relationships, and calculation, probabilistic and causal inference you can run, not prose you can only read. Their cost structure is the mirror image of the LLM's: the model is the audit trail, checked once, at build time, by experts who can see every assumption.From Narratives to Networks, LiveThe traditional weakness of Bayesian networks was the cost of building them. That is what generative AI just fixed. We demonstrate live how Hellixia, the GenAI assistant in BayesiaLab, converts narratives, documents, and prompts into fully quantified causal networks, on which we then enter evidence, simulate interventions, and compute outcome probabilities in front of you, every number traceable to an assumption someone can defend or correct. Each technology repairs the other's greatest weakness. That is the prudent path through the AI noise. - **Event URL**: https://allevents.in/arlington/narratives-to-networks-mission-critical-reasoning-in-the-age-of-ai/100001994317641752 - **Event Categories**: trips-adventures, workshops, art, theatre, artificial-intelligence - **Interested Audience**: - total_interested_count: 0 - **Event Highlights**: - Duration: 2 hours - Location: Virginia Tech Executive Briefing Center - Languages: English ## Ticket Details - **Ticket Price Range**: min: 0, max: 0, currency: USD ## Event venue details - **city**: Arlington - **state**: VA - **country**: United States - **location**: Virginia Tech Executive Briefing Center - **lat**: 38.8808069 - **long**: -77.1157929 - **full address**: Virginia Tech Executive Briefing Center, 900 North Glebe Road, Arlington, United States ## Event gallery - **Alt text**: Narratives to Networks — Mission-Critical Reasoning in the Age of AI - **Image URL**: https://cdn-az.allevents.in/events10/banners/fb53fc2d30932b75f3dfd735813956e92e5ee2cc93c11fd2ac7da9520a7ab9b4-rimg-w1200-h675-dc152d46-gmir.jpg?v=1784691912 ## FAQs - **Q**: When and where is Narratives to Networks — Mission-Critical Reasoning in the Age of AI being held? - **A:** Narratives to Networks — Mission-Critical Reasoning in the Age of AI takes place on Wed, 26 Aug, 2026 at 02:00 pm to Wed, 26 Aug, 2026 at 04:00 pm at Virginia Tech Executive Briefing Center, 900 North Glebe Road, Arlington, United States. - **Q**: Who is organizing Narratives to Networks — Mission-Critical Reasoning in the Age of AI? - **A:** Narratives to Networks — Mission-Critical Reasoning in the Age of AI is organized by Bayesia USA, LLC. - **Q**: Who is this event for? Is it right for me? - **A:** Narratives to Networks — Mission-Critical Reasoning in the Age of AI is ideal for curious learners, students, and skill-builders looking to gain hands-on knowledge and practical expertise in a focused, interactive setting. Whether you're a first-time attendee or a longtime enthusiast in Arlington, this event is thoughtfully curated to deliver a standout experience worth every moment. If Narratives to Networks — Mission-Critical Reasoning in the Age of AI sounds like your kind of event, don't wait - spots fill up fast. ## Structured Data (JSON-LD) ```json [ { "@context": "https://schema.org", "@type": "Event", "name": "Narratives to Networks — Mission-Critical Reasoning in the Age of AI", "image": "https://cdn-az.allevents.in/events10/banners/fb53fc2d30932b75f3dfd735813956e92e5ee2cc93c11fd2ac7da9520a7ab9b4-rimg-w1200-h675-dc152d46-gmir.jpg?v=1784691912", "startDate": "2026-08-26", "endDate": "2026-08-26", "url": "https://allevents.in/arlington/narratives-to-networks-mission-critical-reasoning-in-the-age-of-ai/100001994317641752", "location": { "@type": "Place", "name": "Virginia Tech Executive Briefing Center", "address": { "@type": "PostalAddress", "streetAddress": "900 North Glebe Road", "postalCode": "22203", "addressLocality": "Arlington", "addressRegion": "VA", "addressCountry": "US" }, "geo": { "@type": "GeoCoordinates", "latitude": "38.8808069", "longitude": "-77.1157929" } }, "eventAttendanceMode": "https://schema.org/OfflineEventAttendanceMode", "description": "From persuasive AI narratives to causal reasoning you can calculate, inspect, and defend.", "offers": [ { "@type": "AggregateOffer", "availability": "https://schema.org/InStock", "priceCurrency": "USD", "availabilityStarts": "2026-09-06", "availabilityEnds": "2026-08-26", "validFrom": "2026-09-06", "lowPrice": "0.00", "highPrice": "0.00", "price": "0.00", "url": "https://allevents.in/arlington/narratives-to-networks-mission-critical-reasoning-in-the-age-of-ai/100001994317641752" }, { "@type": "Offer", "availability": "https://schema.org/InStock", "priceCurrency": "USD", "availabilityStarts": "2026-09-06", "availabilityEnds": "", "validFrom": "2026-09-06", "url": "https://allevents.in/arlington/narratives-to-networks-mission-critical-reasoning-in-the-age-of-ai/100001994317641752", "price": 0, "name": "General Admission" } ], "organizer": [ { "@type": "Organization", "name": "Bayesia USA LLC", "url": "https://allevents.in/org/bayesia-usa-llc/22951976", "description": "Bayesia USA is the North American sales and marketing organization for France-based Bayesia S.A.S. Their mission is to promote Bayesian networks as a new framework for knowledge discovery and reasoning within complex domains.Founded by two professors in the field of artificial intelligence in 2001 and headquartered in northwestern France, Bayesia S.A.S. is the world's leading developer of research software based on the Bayesian network paradigm. Their principal product, BayesiaLab, is the only software platform that can perform unsupervised structural learning for knowledge discovery.Today, BayesiaLab is being used by researchers in major organizations around the world, including P&G, Microsoft, GfK, TNS, Ipsos, Booz Allen Hamilton, Hyatt Hotels Corporation, the U.S. Army, the U.S. EPA, and the U.S. Veterans Administration among many others." } ] } ] ```