Add iariw-2026 workshop deck

.gitignore

@@ -8,3 +8,4 @@ out/
 tsconfig.tsbuildinfo
 *.tsbuildinfo
 .env*.local
+slideshows/*/*.pdf

lib/slideshows.ts

@@ -19,8 +19,10 @@ import { civicBuilders2026Config } from "@/slideshows/civic-builders-2026/config
 import { policybenchWebinarConfig } from "@/slideshows/policybench-webinar/config";
 import { aspenBenefits2026Config } from "@/slideshows/aspen-benefits-2026/config";
 import { l0Ima2026Config } from "@/slideshows/l0-ima-2026/config";
+import { iariw2026Config } from "@/slideshows/iariw-2026/config";
 
 export const slideshows: SlideshowConfig[] = [
+  iariw2026Config,
   l0Ima2026Config,
   aspenBenefits2026Config,
   policybenchWebinarConfig,

slideshows/cbo-2026/slides/CalibrationSlide.tsx

@@ -14,7 +14,7 @@ export default function CalibrationSlide() {
           <div>
             <div className="slide-tag mb-2">The method</div>
             <p className="text-lg text-gray-800 leading-relaxed">
-              <span className="font-semibold">Gradient descent</span> over
+              <span className="font-semibold">Gradient descent</span>{' '}over
               household weights, optimizing simultaneously against thousands
               of published administrative targets &mdash; SOI tables, BLS
               series, Census tabulations, agency program totals.

slideshows/cbo-2026/slides/Evo4ValidationSlide.tsx

@@ -70,7 +70,7 @@ export default function Evo4ValidationSlide() {
         <div className="w-[35%] flex flex-col">
           <div className="accent-block mb-5">
             <p className="text-gray-700 text-base">
-              We added <strong>edge-case-generator</strong>, <strong>reference-validator</strong>, and <strong>ci-fixer</strong> to automatically iterate on failures. The workflow now loops&mdash;when tests fail, ci-fixer analyzes the error and retries.
+              We added <strong>edge-case-generator</strong>, <strong>reference-validator</strong>, and <strong>ci-fixer</strong>{' '}to automatically iterate on failures. The workflow now loops&mdash;when tests fail, ci-fixer analyzes the error and retries.
             </p>
           </div>
 

slideshows/cbo-2026/slides/Evo6FullWorkflowSlide.tsx

@@ -131,7 +131,7 @@ export default function Evo6FullWorkflowSlide() {
         <div className="w-[35%] flex flex-col">
           <div className="accent-block mb-5">
             <p className="text-gray-700 text-base">
-              The complete pipeline: <strong>12 agents</strong> and <strong>6 skills</strong> working together. One command triggers the entire workflow&mdash;from issue creation to a draft PR ready for human review.
+              The complete pipeline: <strong>12 agents</strong> and <strong>6 skills</strong>{' '}working together. One command triggers the entire workflow&mdash;from issue creation to a draft PR ready for human review.
             </p>
           </div>
 

slideshows/iariw-2026/DEMO-SCRIPT.md

@@ -0,0 +1,70 @@
+# Live demo script — IARIW 2026 (~8 min inside the 14:40–15:30 talk)
+
+The deck embeds the LIVE apps directly: slide 21 (Axiom App, Belgium), slide 35 (calibration
+dashboard), and slide 41 (policyengine.org/be) are live iframes with an Expand button — you
+can drive the whole demo without leaving the deck. Preloaded browser tabs remain the smoother
+option for deep interaction; use whichever feels better in the moment. Every beat also has
+static screenshot slides right after it (22–25, 36, 42). If the network dies mid-beat,
+advance and keep talking.
+
+## Before the talk (10 min, on venue wifi or hotspot)
+
+1. Open these tabs, in order, and let each fully load:
+   - https://axiom.org
+   - https://axiom.org/axiom?country=be  (Belgium field view)
+   - https://axiom.org/axiom/graph?compose=be  (composition graph)
+   - https://axiom.org/validation
+   - https://policyengine.org/be
+   - https://microcosm.institute/calibration/dashboard/microcosm?country=be
+2. On policyengine.org/be: confirm the yellow provenance banner renders and the
+   "Society-wide impacts" tab shows €0.00B at baseline.
+3. Phone hotspot ready as backup. If neither works, the deck carries every beat.
+4. ⚠️ Do NOT quote per-suite numbers from axiom.org/oracles live — the deployed scoreboard
+   is serving a pre-Aug-22 snapshot (two newest Belgian suites 404 there). The slide numbers
+   come from origin/main and are correct. Redeploy the oracles dashboard before the talk if
+   you want it live; otherwise skip that page.
+
+## Beat 1 — the Axiom App, Belgium (≈3 min)
+
+| Step | Do | Say |
+|---|---|---|
+| 1.1 | Switch to the tab at axiom.org/axiom?country=be | "This is Belgium in the Axiom App — 107 provisions, clustered federal, Flanders, Wallonia, Brussels, German-speaking community." |
+| 1.2 | Hover the middle cluster; click a highlighted provision (e.g. "Income tax — benefits — company car (Belgium)") | "Each node is a rule encoded from the statute." |
+| 1.3 | In the side panel, click "Read the law →" | "The CIR 92 text sits beside the RuleSpec rule that computes it — name, entity, unit, effective-from date. The interpretation is the published artifact, not something buried in an engine." |
+| 1.4 | Close the modal; open the tab at axiom.org/axiom/graph?compose=be; click the final-result node | "And the computation graph: every result traces to its parameters and inputs. The dependency structure of the law becomes data you can analyze." |
+
+Fallback slides: "Browse the encoded law" → "The law at the node" → "The computation graph".
+
+## Beat 2 — policyengine.org/be (≈3 min)
+
+| Step | Do | Say |
+|---|---|---|
+| 2.1 | Switch to policyengine.org/be; point at the banner | "Everything here is labeled: Axiom rules engine, Microcosm-BE v0.5, 2025 law — and the provenance line states the US donor pool and the planned Belgian upgrade." |
+| 2.2 | Drag "Top bracket rate" 50% → 55% | "One statute parameter — art. 130 CIR 92. Budget impact, Gini, poverty recompute from 155 precomputed cells across 28 encoded parameters." |
+| 2.3 | Click "Reset to current law" | — |
+| 2.4 | Scroll to "The population, checked" | "The same population, computed by both engines against administrative truth. The misses are shown in red, not hidden — each carries a named mechanism in the cross-engine ledger." |
+
+Fallback slide: "A Belgian reform, computed".
+
+## Beat 3 — policyengine.py (≈1 min, works offline)
+
+Stay on the code slide in the deck (no network needed). Walk the two calls:
+a UK household in four lines; the same call for the US with a reform attached.
+"This is the interface the Belgian work targets — the apps and the notebook run the same package."
+
+## Beat 4 — if time allows (≈1 min)
+
+| Step | Do | Say |
+|---|---|---|
+| 4.1 | microcosm.institute dashboard tab | "Every one of the 254 Belgian calibration targets published with its error — 96.1% within 10%." |
+| 4.2 | axiom.org/validation tab | "And the standing rule: the model that wrote the rules never grades its own work." |
+
+Fallback slides: "The data, anchored in public" → "Validation, in the open".
+
+## Hard rules during the demo
+
+- Never say "certified" about any program. The honest line: "conformant, and the certificate
+  registry says certified = no — that honesty is the design."
+- The 15 July 2026 Belgian PIT reform estimates are held — do not compute or mention them live.
+- If someone asks to try an arbitrary household in the BE prototype: it is a precomputed-cell
+  prototype, not a free calculator — say so and offer the US/UK household calculator instead.