diff --git a/src/components/labs/Lab1ConfidenceChat.test.tsx b/src/components/labs/Lab1ConfidenceChat.test.tsx
index 7a967d3..ff25962 100644
--- a/src/components/labs/Lab1ConfidenceChat.test.tsx
+++ b/src/components/labs/Lab1ConfidenceChat.test.tsx
@@ -49,7 +49,12 @@ describe("Lab1ConfidenceChat", () => {
       screen.getByRole("button", { name: "Generate Output" }).closest("form")!,
     );
 
-    expect(await screen.findByLabelText("often 40.0%")).toBeInTheDocument();
+    const token = await screen.findByLabelText("often 40.0%");
+    expect(token).toBeInTheDocument();
+
+    fireEvent.mouseEnter(token);
+
+    expect(screen.getByRole("tooltip")).toBeInTheDocument();
     expect(screen.getByText("14.0%:")).toBeInTheDocument();
     expect(screen.getByText("commonly")).toBeInTheDocument();
     expect(screen.getByText("batiai/gemma4-e2b:q4")).toBeInTheDocument();
diff --git a/src/components/labs/Lab1ConfidenceChat.tsx b/src/components/labs/Lab1ConfidenceChat.tsx
index b1b145a..3b9cd19 100644
--- a/src/components/labs/Lab1ConfidenceChat.tsx
+++ b/src/components/labs/Lab1ConfidenceChat.tsx
@@ -1,6 +1,12 @@
 "use client";
 
-import { FormEvent, useState } from "react";
+import {
+  type CSSProperties,
+  type FocusEvent,
+  FormEvent,
+  type MouseEvent,
+  useState,
+} from "react";
 
 import {
   formatProbabilityPercent,
@@ -23,12 +29,28 @@ type AssistantTurn = Lab1ConfidenceResponse & {
 
 type ChatTurn = AssistantTurn | UserTurn;
 
+type TooltipPlacement = "above" | "below";
+
+type ActiveTooltip = {
+  left: number;
+  placement: TooltipPlacement;
+  token: Lab1ResponseToken;
+  tokenId: string;
+  top: number;
+};
+
 const starterPrompts = [
   "The quick brown fox",
   "Write one sentence explaining what a firewall does.",
   "List three words that describe a phishing email.",
 ] as const;
 
+const CONFIDENCE_TOOLTIP_ID = "lab1-confidence-tooltip";
+const TOOLTIP_ESTIMATED_HEIGHT = 180;
+const TOOLTIP_ESTIMATED_WIDTH = 260;
+const TOOLTIP_VIEWPORT_PADDING = 16;
+const TOOLTIP_OFFSET = 10;
+
 function buildTurnId() {
   return `lab1-turn-${Date.now()}-${Math.random().toString(36).slice(2, 8)}`;
 }
@@ -37,14 +59,56 @@ function toConversation(messages: ChatTurn[]) {
   return messages.map(({ content, role }) => ({ content, role }));
 }
 
-function renderTooltip(token: Lab1ResponseToken) {
+function getTooltipPosition(element: HTMLElement) {
+  const rect = element.getBoundingClientRect();
+  const viewportWidth =
+    window.innerWidth || document.documentElement.clientWidth;
+  const viewportHeight =
+    window.innerHeight || document.documentElement.clientHeight;
+  const halfTooltipWidth = TOOLTIP_ESTIMATED_WIDTH / 2;
+  const minLeft = TOOLTIP_VIEWPORT_PADDING + halfTooltipWidth;
+  const maxLeft = viewportWidth - TOOLTIP_VIEWPORT_PADDING - halfTooltipWidth;
+  const centeredLeft = rect.left + rect.width / 2;
+  const left =
+    maxLeft > minLeft
+      ? Math.min(Math.max(centeredLeft, minLeft), maxLeft)
+      : viewportWidth / 2;
+  const belowTop = rect.bottom + TOOLTIP_OFFSET;
+  const hasRoomBelow = belowTop + TOOLTIP_ESTIMATED_HEIGHT <= viewportHeight;
+  const hasRoomAbove = rect.top - TOOLTIP_OFFSET - TOOLTIP_ESTIMATED_HEIGHT > 0;
+
+  if (!hasRoomBelow && hasRoomAbove) {
+    return {
+      left,
+      placement: "above" as const,
+      top: rect.top - TOOLTIP_OFFSET,
+    };
+  }
+
+  return {
+    left,
+    placement: "below" as const,
+    top: belowTop,
+  };
+}
+
+function renderTooltip(
+  token: Lab1ResponseToken,
+  placement: TooltipPlacement,
+  style?: CSSProperties,
+) {
   return (
-    <span className="lab1-confidence__tooltip">
+    <span
+      className={`lab1-confidence__tooltip lab1-confidence__tooltip--${placement}`}
+      id={CONFIDENCE_TOOLTIP_ID}
+      role="tooltip"
+      style={style}
+    >
       <strong>{formatProbabilityPercent(token.probability)}</strong>
       {token.topAlternatives.length > 0 ? (
         <span className="lab1-confidence__tooltip-list">
-          {token.topAlternatives.map((candidate) => (
-            <span key={`${token.token}-${candidate.token}`}>
+          {token.topAlternatives.map((candidate, index) => (
+            <span key={`${token.token}-${candidate.token}-${index}`}>
               {formatProbabilityPercent(candidate.probability)}:{" "}
               <code>{candidate.token}</code>
             </span>
@@ -64,6 +128,27 @@ export function Lab1ConfidenceChat() {
   const [messages, setMessages] = useState<ChatTurn[]>([]);
   const [error, setError] = useState<string | null>(null);
   const [isSubmitting, setIsSubmitting] = useState(false);
+  const [activeTooltip, setActiveTooltip] = useState<ActiveTooltip | null>(
+    null,
+  );
+
+  function showTooltip(
+    tokenId: string,
+    token: Lab1ResponseToken,
+    element: HTMLElement,
+  ) {
+    setActiveTooltip({
+      token,
+      tokenId,
+      ...getTooltipPosition(element),
+    });
+  }
+
+  function hideTooltip(tokenId: string) {
+    setActiveTooltip((currentTooltip) =>
+      currentTooltip?.tokenId === tokenId ? null : currentTooltip,
+    );
+  }
 
   async function handleSubmit(event: FormEvent<HTMLFormElement>) {
     event.preventDefault();
@@ -183,21 +268,40 @@ export function Lab1ConfidenceChat() {
                 </div>
 
                 <div className="lab1-confidence__token-stream" role="list">
-                  {message.tokens.map((token, index) => (
-                    <span
-                      aria-label={`${token.token} ${formatProbabilityPercent(
-                        token.probability,
-                      )}`}
-                      className={`lab1-confidence__token lab1-confidence__token--${getConfidenceBand(
-                        token.probability,
-                      )}`}
-                      key={`${message.id}-${index}-${token.token}`}
-                      role="listitem"
-                    >
-                      {token.token}
-                      {renderTooltip(token)}
-                    </span>
-                  ))}
+                  {message.tokens.map((token, index) => {
+                    const tokenId = `${message.id}-${index}-${token.token}`;
+                    const isTooltipActive = activeTooltip?.tokenId === tokenId;
+
+                    return (
+                      <span
+                        aria-describedby={
+                          isTooltipActive ? CONFIDENCE_TOOLTIP_ID : undefined
+                        }
+                        aria-label={`${token.token} ${formatProbabilityPercent(
+                          token.probability,
+                        )}`}
+                        className={`lab1-confidence__token lab1-confidence__token--${getConfidenceBand(
+                          token.probability,
+                        )}`}
+                        key={tokenId}
+                        onBlur={() => hideTooltip(tokenId)}
+                        onFocus={(
+                          event: FocusEvent<HTMLSpanElement, Element>,
+                        ) => showTooltip(tokenId, token, event.currentTarget)}
+                        onMouseEnter={(
+                          event: MouseEvent<
+                            HTMLSpanElement,
+                            globalThis.MouseEvent
+                          >,
+                        ) => showTooltip(tokenId, token, event.currentTarget)}
+                        onMouseLeave={() => hideTooltip(tokenId)}
+                        role="listitem"
+                        tabIndex={0}
+                      >
+                        {token.token}
+                      </span>
+                    );
+                  })}
                 </div>
 
                 {message.error ? (
@@ -239,6 +343,13 @@ export function Lab1ConfidenceChat() {
 
         {error ? <p className="lab1-confidence__error">{error}</p> : null}
       </form>
+
+      {activeTooltip
+        ? renderTooltip(activeTooltip.token, activeTooltip.placement, {
+            left: activeTooltip.left,
+            top: activeTooltip.top,
+          })
+        : null}
     </section>
   );
 }
diff --git a/src/components/labs/LabContent.test.tsx b/src/components/labs/LabContent.test.tsx
index 08e610d..d842133 100644
--- a/src/components/labs/LabContent.test.tsx
+++ b/src/components/labs/LabContent.test.tsx
@@ -165,9 +165,44 @@ describe("LabContent", () => {
         name: "WhiteRabbitNeo-V3-7B on Hugging Face",
       }),
     ).toHaveClass("lab-open-pill");
-    expect(
-      screen.getByRole("link", { name: "Ollama registry" }),
-    ).toHaveClass("lab-open-pill");
+    expect(screen.getByRole("link", { name: "Ollama registry" })).toHaveClass(
+      "lab-open-pill",
+    );
+  });
+
+  it("renders Lab 7 dataset and download targets as polished buttons", async () => {
+    mockRuntimeConfig();
+
+    const lab = getLabDocument("lab-7-dataset-generation-and-fine-tuning");
+    expect(lab).not.toBeNull();
+
+    render(
+      <LabContent
+        className="lab-content"
+        html={micromark(lab?.content ?? "", { allowDangerousHtml: true })}
+      />,
+    );
+
+    const gsm8kLink = await screen.findByRole("link", {
+      name: "GSM8K dataset",
+    });
+    expect(gsm8kLink).toHaveAttribute(
+      "href",
+      "https://huggingface.co/datasets/openai/gsm8k",
+    );
+    expect(gsm8kLink).toHaveClass("lab-open-pill");
+
+    const kilnLinks = screen.getAllByRole("link", {
+      name: "Download Kiln AI",
+    });
+    expect(kilnLinks).toHaveLength(2);
+    for (const kilnLink of kilnLinks) {
+      expect(kilnLink).toHaveAttribute(
+        "href",
+        "https://github.com/Kiln-AI/Kiln/releases/tag/v0.18.1",
+      );
+      expect(kilnLink).toHaveClass("lab-download-pill");
+    }
   });
 
   it("keeps rendered service URL links after opening an image zoom modal", async () => {
diff --git a/src/styles/globals.css b/src/styles/globals.css
index c4e2d31..e871199 100644
--- a/src/styles/globals.css
+++ b/src/styles/globals.css
@@ -914,17 +914,22 @@ ol {
 }
 
 .lab-content ul.concept-pill-list > li {
-  display: flex;
-  flex-wrap: wrap;
-  align-items: center;
-  gap: 0.55rem;
+  display: grid;
+  grid-template-columns: max-content minmax(0, 1fr);
+  align-items: baseline;
+  column-gap: 0.7rem;
+  row-gap: 0.28rem;
   margin: 0;
-  padding: 0.48rem 0.78rem;
+  padding: 0.72rem 1rem;
   border: 1px solid #d5e2ee;
   border-radius: 999px;
   background: linear-gradient(180deg, #f9fcff, #f4f9fe);
 }
 
+.lab-content ul.concept-pill-list > li > span:not(.concept-pill-label) {
+  line-height: 1.45;
+}
+
 .lab-content .concept-pill-label {
   display: inline;
   color: #0f4f76;
@@ -1899,7 +1904,10 @@ ol {
   }
 
   .lab-content ul.concept-pill-list > li {
+    grid-template-columns: 1fr;
+    row-gap: 0.3rem;
     border-radius: 16px;
+    padding: 0.72rem 0.9rem;
   }
 
   .quantization-explorer__controls,
@@ -2052,7 +2060,8 @@ ol {
 }
 
 .lab-content a.lab-service-pill,
-.lab-content a.lab-open-pill {
+.lab-content a.lab-open-pill,
+.lab-content a.lab-download-pill {
   display: inline-flex;
   align-items: center;
   gap: 0.45rem;
@@ -2074,7 +2083,8 @@ ol {
 }
 
 .lab-content a.lab-service-pill::before,
-.lab-content a.lab-open-pill::before {
+.lab-content a.lab-open-pill::before,
+.lab-content a.lab-download-pill::before {
   content: "Open";
   display: inline-flex;
   align-items: center;
@@ -2088,8 +2098,13 @@ ol {
   text-transform: uppercase;
 }
 
+.lab-content a.lab-download-pill::before {
+  content: "Download";
+}
+
 .lab-content a.lab-service-pill:hover,
-.lab-content a.lab-open-pill:hover {
+.lab-content a.lab-open-pill:hover,
+.lab-content a.lab-download-pill:hover {
   transform: translateY(-1px);
   box-shadow: 0 12px 28px -22px rgba(15, 92, 139, 0.85);
 }
@@ -2185,14 +2200,21 @@ ol {
 .lab1-confidence__token {
   position: relative;
   border-radius: 0.42rem;
+  cursor: help;
   padding: 0.12rem 0.08rem;
   transition: filter 120ms ease;
 }
 
-.lab1-confidence__token:hover {
+.lab1-confidence__token:hover,
+.lab1-confidence__token[aria-describedby="lab1-confidence-tooltip"] {
   filter: saturate(1.05);
 }
 
+.lab1-confidence__token:focus-visible {
+  outline: 2px solid rgba(15, 92, 139, 0.35);
+  outline-offset: 2px;
+}
+
 .lab1-confidence__token--very-high {
   background: rgba(88, 185, 102, 0.3);
 }
@@ -2214,25 +2236,24 @@ ol {
 }
 
 .lab1-confidence__tooltip {
-  position: absolute;
-  left: 0;
-  top: calc(100% + 0.45rem);
-  z-index: 5;
-  display: none;
+  position: fixed;
+  z-index: 50;
+  display: block;
   min-width: 180px;
-  max-width: 260px;
+  max-width: min(260px, calc(100vw - 2rem));
   border: 1px solid #d7e2ee;
   border-radius: 0.85rem;
   background: rgba(255, 255, 255, 0.98);
   box-shadow: 0 18px 38px -26px rgba(17, 44, 73, 0.7);
   color: #24384c;
   padding: 0.7rem 0.8rem;
+  pointer-events: none;
+  transform: translateX(-50%);
   white-space: normal;
 }
 
-.lab1-confidence__token:hover .lab1-confidence__tooltip,
-.lab1-confidence__token:focus-visible .lab1-confidence__tooltip {
-  display: block;
+.lab1-confidence__tooltip--above {
+  transform: translate(-50%, -100%);
 }
 
 .lab1-confidence__tooltip strong {