diff --git a/apps/web/src/bench/artifacts-tab.tsx b/apps/web/src/bench/artifacts-tab.tsx
index e16e29b07..efcbb98ad 100644
--- a/apps/web/src/bench/artifacts-tab.tsx
+++ b/apps/web/src/bench/artifacts-tab.tsx
@@ -19,7 +19,7 @@ export function ArtifactsTab({ workbenchTenantId }: { readonly workbenchTenantId
     <section className="drawer-sec">
       <div className="drawer-sec-head">
         <h3>Files saved here</h3>
-        <Link to={benchLink(ARTIFACTS_PATH_PREFIX, workbenchTenantId)}>See all</Link>
+        <Link to={benchLink(ARTIFACTS_PATH_PREFIX, workbenchTenantId)}>Open all</Link>
       </div>
       {page.kind === "loading" ? <Skeleton className="h-16 w-full" /> : null}
       {page.kind === "error" ? <p className="workbench-info-empty-note">{page.message}</p> : null}
diff --git a/apps/web/src/bench/bench-drawer.tsx b/apps/web/src/bench/bench-drawer.tsx
index 770bc279f..930559765 100644
--- a/apps/web/src/bench/bench-drawer.tsx
+++ b/apps/web/src/bench/bench-drawer.tsx
@@ -2,7 +2,7 @@ import { Button } from "@corbits/react-ui";
 import "./drawer-narrow.css";
 import { X } from "@/lib/icons";
 import "./drawer.css";
-import { useEffect, useRef, useState, type ReactNode } from "react";
+import { createContext, useEffect, useRef, useState, type ReactNode } from "react";
 
 export const DRAWER_TABS = [
   "Information",
@@ -16,6 +16,9 @@ export const DRAWER_TABS = [
 
 export type DrawerTab = (typeof DRAWER_TABS)[number];
 
+/** Lets a tab body switch the drawer to another tab. */
+export const DrawerTabContext = createContext<(tab: DrawerTab) => void>(() => undefined);
+
 /** The floating card in the grid column that pushes the thread left. Each
  * tab's body arrives as a prop keyed by tab name; a tab without one shows a
  * short empty state until its own ticket lands. */
@@ -99,7 +102,13 @@ export function BenchDrawer({
             <h2>{title}</h2>
             {subtitle === undefined || subtitle === "" ? null : <p>{subtitle}</p>}
           </div>
-          <Button variant="ghost" size="sm" aria-label="Close drawer" onClick={onClose}>
+          <Button
+            variant="ghost"
+            size="sm"
+            className="drawer-close"
+            aria-label="Close drawer"
+            onClick={onClose}
+          >
             <X size={16} aria-hidden="true" />
           </Button>
         </div>
@@ -118,9 +127,11 @@ export function BenchDrawer({
           ))}
         </div>
         <div className="drawer-body" role="tabpanel">
-          {body ?? (
-            <p className="workbench-info-empty-note">{tab} is coming to this drawer soon.</p>
-          )}
+          <DrawerTabContext.Provider value={setTab}>
+            {body ?? (
+              <p className="workbench-info-empty-note">{tab} is coming to this drawer soon.</p>
+            )}
+          </DrawerTabContext.Provider>
         </div>
       </div>
     </div>
diff --git a/apps/web/src/bench/drawer.css b/apps/web/src/bench/drawer.css
index 8bf1ab329..e8733aeb0 100644
--- a/apps/web/src/bench/drawer.css
+++ b/apps/web/src/bench/drawer.css
@@ -74,9 +74,74 @@
 .drawer-grant-mode[data-effect="deny"] {
   color: var(--ink-2);
 }
+.drawer .bi-stats {
+  grid-template-columns: 1fr 1fr;
+}
 .drawer .bi-stat {
+  padding: 12px 14px;
+}
+.drawer .bi-stat + .bi-stat {
+  border-left: 0;
+}
+.drawer .bi-stat:nth-child(even) {
+  border-left: 1px solid var(--line);
+}
+.drawer .bi-stat:nth-child(n + 3) {
+  border-top: 1px solid var(--line);
+}
+.drawer .bi-stat-v {
+  font-size: 20px;
+  letter-spacing: -0.01em;
+}
+.drawer .bi-chart {
+  margin-top: 0;
+}
+
+.drawer .drawer-close {
+  width: 32px;
+  height: 32px;
+  padding: 0;
+  flex: 0 0 auto;
+}
+.drawer-stack {
+  display: flex;
+}
+.drawer-stack > * + * {
+  margin-left: -6px;
+}
+.drawer-pill {
+  display: inline-flex;
+  align-items: center;
+  gap: 6px;
+  padding: 2px 10px;
+  border-radius: 999px;
+  font-size: 12px;
+  font-weight: 700;
+  white-space: nowrap;
+  color: var(--ink-2);
+  background: color-mix(in srgb, var(--action) 14%, transparent);
+}
+.drawer-pill::before {
+  content: "";
+  width: 6px;
+  height: 6px;
+  border-radius: 50%;
+  background: var(--action);
+}
+.drawer-sec-head button {
   padding: 0;
   border: 0;
-  border-radius: 0;
   background: none;
+  cursor: pointer;
+  font-size: 12.5px;
+  color: var(--ink-3);
+}
+.drawer-sec-head button:hover {
+  color: var(--ink);
+}
+.drawer .workbench-info-panel-header button {
+  height: auto;
+  padding: 0;
+  font-size: 12.5px;
+  color: var(--ink-3);
 }
diff --git a/apps/web/src/bench/information-tab.tsx b/apps/web/src/bench/information-tab.tsx
index 5be8cb8af..6b6a0c018 100644
--- a/apps/web/src/bench/information-tab.tsx
+++ b/apps/web/src/bench/information-tab.tsx
@@ -1,10 +1,9 @@
 import { Button, Skeleton, formatRelativeTime } from "@corbits/react-ui";
 import { toast } from "@corbits/react-ui/ui/toast";
 import { useQuery } from "@tanstack/react-query";
-import { useState } from "react";
+import { useContext, useState } from "react";
 
 import { ArtifactListPageSchema, useAPIQuery } from "@/api";
-import { ApprovalRow } from "@/chat/approval-row";
 import { IdentityAvatar } from "@/chat/avatar";
 import type { WorkbenchParticipant } from "@/chat/threads-api";
 import { libraryArtifactPath } from "@/library";
@@ -17,10 +16,13 @@ import { scheduleSentence } from "@/pages/routines-page";
 import { listScheduledWorkflows } from "@/routines-api";
 import { skillDisplayName } from "@/skill-display-name";
 import { listSkills } from "@/skills-api";
+import { principalLabel } from "../settings/identity";
+import { listPrincipals } from "../settings/tenancy-api";
 import { WorkbenchSchedulesPanel } from "../pages/workbench-schedules-panel";
 import { usePendingApprovals } from "../pending-approvals";
 import { benchLink } from "../shell/page-crumbs";
 import type { WorkerStatus } from "../worker-status";
+import { DrawerTabContext } from "./bench-drawer";
 import "./description.css";
 import { DESCRIPTION_MAX, useBenchDescription } from "./description";
 import { DEFAULT_WORKER_NAME, WORKER_NAME_MAX, useWorkerName } from "./worker-name";
@@ -28,10 +30,13 @@ import { DEFAULT_WORKER_NAME, WORKER_NAME_MAX, useWorkerName } from "./worker-na
 function Section({
   title,
   action,
+  onAction,
   children,
 }: {
   readonly title: string;
   readonly action?: { readonly to: string; readonly label: string };
+  /** A head button, for an action that stays in the drawer. */
+  readonly onAction?: { readonly onClick: () => void; readonly label: string };
   readonly children: React.ReactNode;
 }) {
   return (
@@ -39,6 +44,11 @@ function Section({
       <div className="drawer-sec-head">
         <h3>{title}</h3>
         {action === undefined ? null : <Link to={action.to}>{action.label}</Link>}
+        {onAction === undefined ? null : (
+          <button type="button" onClick={onAction.onClick}>
+            {onAction.label}
+          </button>
+        )}
       </div>
       {children}
     </section>
@@ -48,15 +58,28 @@ function Section({
 function AboutSection({ workbenchTenantId }: { readonly workbenchTenantId: string }) {
   const { description, save } = useBenchDescription(workbenchTenantId);
   const [draft, setDraft] = useState<string | null>(null);
-  const value = draft ?? description;
+  const editing = draft !== null;
   const dirty = draft !== null && draft.trim() !== description;
+  if (!editing) {
+    return (
+      <Section
+        title="About"
+        onAction={{
+          label: description === "" ? "Add" : "Edit",
+          onClick: () => setDraft(description),
+        }}
+      >
+        <p className="drawer-about">{description === "" ? "No description yet." : description}</p>
+      </Section>
+    );
+  }
   return (
-    <Section title="About">
+    <Section title="About" onAction={{ label: "Cancel", onClick: () => setDraft(null) }}>
       <form
         className="bench-description-form"
         onSubmit={(event) => {
           event.preventDefault();
-          save.mutate(value.trim(), {
+          save.mutate(draft.trim(), {
             onSuccess: () => setDraft(null),
             onError: (cause) => toast(cause instanceof Error ? cause.message : String(cause)),
           });
@@ -66,7 +89,8 @@ function AboutSection({ workbenchTenantId }: { readonly workbenchTenantId: strin
           aria-label="Description"
           placeholder="Add a description"
           maxLength={DESCRIPTION_MAX}
-          value={value}
+          value={draft}
+          autoFocus
           onChange={(event) => setDraft(event.target.value)}
         />
         <div className="bench-description-actions">
@@ -74,7 +98,7 @@ function AboutSection({ workbenchTenantId }: { readonly workbenchTenantId: strin
             Save
           </Button>
           <span className="bench-description-count">
-            {value.length}/{DESCRIPTION_MAX}
+            {draft.length}/{DESCRIPTION_MAX}
           </span>
         </div>
       </form>
@@ -82,6 +106,49 @@ function AboutSection({ workbenchTenantId }: { readonly workbenchTenantId: strin
   );
 }
 
+function MembersSummary({
+  workbenchTenantId,
+  participants,
+}: {
+  readonly workbenchTenantId: string;
+  readonly participants: readonly WorkbenchParticipant[];
+}) {
+  const setTab = useContext(DrawerTabContext);
+  // Same key as the Members tab so the two share one fetch.
+  const people = useQuery({
+    queryKey: [...tenantKeys.principals(workbenchTenantId), "members"],
+    queryFn: async () => (await listPrincipals(workbenchTenantId)).filter((p) => p.kind === "user"),
+  });
+  const workers = participants.filter((p) => p.kind === "agent");
+  const humans = people.data ?? [];
+  const workersText = `${workers.length} worker${workers.length === 1 ? "" : "s"}`;
+  const peopleText = humans.length === 1 ? "1 person" : `${humans.length} people`;
+  return (
+    <Section title="Members" onAction={{ label: "Manage", onClick: () => setTab("Members") }}>
+      <div className="drawer-li" style={{ cursor: "default" }}>
+        <span className="drawer-stack">
+          {workers.map((w) => (
+            <IdentityAvatar key={w.id} kind="agent" name={w.name} principalId={w.id} />
+          ))}
+          {humans.map((p) => (
+            <IdentityAvatar
+              key={p.id}
+              kind="person"
+              name={principalLabel(p.displayName).label}
+              principalId={p.id}
+            />
+          ))}
+        </span>
+        <span className="drawer-li-t">
+          <span>
+            {workersText}, {peopleText}
+          </span>
+        </span>
+      </div>
+    </Section>
+  );
+}
+
 function WorkerNameSection({ workbenchTenantId }: { readonly workbenchTenantId: string }) {
   const { name, save } = useWorkerName(workbenchTenantId);
   const current = name ?? DEFAULT_WORKER_NAME;
@@ -188,11 +255,25 @@ export function InformationTab({
           <p className="workbench-info-empty-note">Nothing is waiting on you.</p>
         ) : null}
         {pendingApprovals !== null && pendingApprovals.length > 0 ? (
-          <ul className="workbench-info-approval-list">
+          <div className="drawer-list">
             {pendingApprovals.map((item) => (
-              <ApprovalRow key={item.id} item={item} tenantId={workbenchTenantId} />
+              <div key={item.id} className="drawer-li">
+                <IdentityAvatar
+                  kind="agent"
+                  name={item.agentName}
+                  principalId={item.agentAddress}
+                />
+                <span className="drawer-li-t">
+                  <b>{item.headline}</b>
+                  <span>
+                    {item.agentName}
+                    {item.toolName === undefined ? "" : ` · ${item.toolName}`}
+                  </span>
+                </span>
+                <span className="drawer-pill">Waiting</span>
+              </div>
             ))}
-          </ul>
+          </div>
         ) : null}
       </Section>
 
@@ -247,6 +328,8 @@ export function InformationTab({
         </div>
       </Section>
 
+      <MembersSummary workbenchTenantId={workbenchTenantId} participants={participants} />
+
       <Section
         title="Skills"
         action={{ to: benchLink(SKILLS_PATH_PREFIX, workbenchTenantId), label: "View all" }}
diff --git a/apps/web/src/bench/insights-tab.tsx b/apps/web/src/bench/insights-tab.tsx
index a7463b4d7..d8ad390e4 100644
--- a/apps/web/src/bench/insights-tab.tsx
+++ b/apps/web/src/bench/insights-tab.tsx
@@ -1,23 +1,42 @@
 import { RichEmptyState, Skeleton } from "@corbits/react-ui";
+import { useQueries } from "@tanstack/react-query";
 
-import { useAPIQuery } from "../api";
-import { insightsTopLevelRunsPath, TopLevelRunsSchema } from "../insights-api";
+import { apiQueryOptions, ArtifactListPageSchema, useAPIQuery } from "../api";
 import {
-  approvalRunsInRange,
+  insightsRunEventsPath,
+  insightsTopLevelRunsPath,
+  RunEventsSchema,
+  runFailureMessage,
+  TopLevelRunsSchema,
+} from "../insights-api";
+import { runDetailPath, workbenchInsightsPath } from "../insights-deeplinks";
+import {
+  benchInsightTiles,
   computeBenchInsights,
-  durationLabel,
+  countSavedArtifacts,
   formatCount,
+  runDisplayName,
 } from "../insights-stats";
+import { X } from "../lib/icons";
 import { Link } from "../navigation";
-import { workbenchInsightsPath } from "../insights-deeplinks";
-import { benchLink } from "../shell/page-crumbs";
-import { ApprovalsLine } from "./approvals-insights";
 import { OutcomeChart } from "../pages/bench-insights";
+import { formatWhen } from "../pages/insights-page";
+import { benchLink } from "../shell/page-crumbs";
 
 /** The bench Insights page in miniature: the same runs query and
  * `computeBenchInsights`, fixed to the last 7 days. */
 export function InsightsTab({ workbenchTenantId }: { readonly workbenchTenantId: string }) {
   const runs = useAPIQuery(insightsTopLevelRunsPath(workbenchTenantId), TopLevelRunsSchema);
+  const artifacts = useAPIQuery(
+    `/api/tenants/${workbenchTenantId}/artifacts`,
+    ArtifactListPageSchema,
+  );
+  const failed = runs.kind === "ready" ? computeBenchInsights(runs.data.data, 7).failures : [];
+  const failureEvents = useQueries({
+    queries: failed.map((run) =>
+      apiQueryOptions(insightsRunEventsPath(workbenchTenantId, run.id), RunEventsSchema),
+    ),
+  });
 
   if (runs.kind === "loading") return <Skeleton className="h-32 w-full" />;
   if (runs.kind !== "ready") {
@@ -31,12 +50,11 @@ export function InsightsTab({ workbenchTenantId }: { readonly workbenchTenantId:
   }
 
   const stats = computeBenchInsights(runs.data.data, 7);
-  const finished = stats.ok + stats.fail;
-  const tiles: readonly (readonly [string, string])[] = [
-    ["Runs", formatCount(stats.total)],
-    ["Succeeded", finished === 0 ? "—" : `${Math.round((stats.ok / finished) * 100)}%`],
-    ["Median run", stats.medianMs === null ? "—" : durationLabel(stats.medianMs)],
-  ];
+  const rangeStart = stats.days[0]?.date.getTime() ?? 0;
+  const saved =
+    artifacts.kind === "ready"
+      ? formatCount(countSavedArtifacts(artifacts.data.artifacts, rangeStart))
+      : "—";
 
   return (
     <div>
@@ -45,7 +63,7 @@ export function InsightsTab({ workbenchTenantId }: { readonly workbenchTenantId:
           <h3>Last 7 days</h3>
         </div>
         <div className="bi-stats">
-          {tiles.map(([label, value]) => (
+          {benchInsightTiles(stats, saved).map(([label, value]) => (
             <div key={label} className="bi-stat">
               <div className="bi-stat-v">{value}</div>
               <div className="bi-stat-k">{label}</div>
@@ -56,24 +74,39 @@ export function InsightsTab({ workbenchTenantId }: { readonly workbenchTenantId:
       <section className="drawer-sec">
         <div className="drawer-sec-head">
           <h3>Runs per day</h3>
+          <Link to={benchLink(workbenchInsightsPath(workbenchTenantId), workbenchTenantId)}>
+            Open insights
+          </Link>
         </div>
-        <OutcomeChart days={stats.days} />
-      </section>
-      <section className="drawer-sec">
-        <div className="drawer-sec-head">
-          <h3>Approvals</h3>
-        </div>
-        <ApprovalsLine
-          tenantId={workbenchTenantId}
-          runs={approvalRunsInRange(runs.data.data, 7).runs}
-        />
+        <OutcomeChart days={stats.days} weekdayAxis />
       </section>
-      <Link
-        className="drawer-link"
-        to={benchLink(workbenchInsightsPath(workbenchTenantId), workbenchTenantId)}
-      >
-        Open Insights
-      </Link>
+      {failed.length === 0 ? null : (
+        <section className="drawer-sec">
+          <div className="drawer-sec-head">
+            <h3>Needs a look</h3>
+          </div>
+          <div className="drawer-list">
+            {failed.map((run, i) => {
+              const events = failureEvents[i]?.data?.events;
+              const why = events === undefined ? null : runFailureMessage(events);
+              return (
+                <Link
+                  key={run.id}
+                  to={benchLink(runDetailPath(run.id), workbenchTenantId)}
+                  className="drawer-li"
+                >
+                  <X size={16} aria-hidden="true" />
+                  <span className="drawer-li-t">
+                    <b>{runDisplayName(run)} failed</b>
+                    <span>{why ?? "The run failed."}</span>
+                  </span>
+                  <span className="drawer-li-m">{formatWhen(run.createdAt)}</span>
+                </Link>
+              );
+            })}
+          </div>
+        </section>
+      )}
     </div>
   );
 }
diff --git a/apps/web/src/bench/workflows-tab.tsx b/apps/web/src/bench/workflows-tab.tsx
index 0ee8e1133..b8ff6dacf 100644
--- a/apps/web/src/bench/workflows-tab.tsx
+++ b/apps/web/src/bench/workflows-tab.tsx
@@ -24,7 +24,7 @@ export function WorkflowsTab({ workbenchTenantId }: { readonly workbenchTenantId
     <section className="drawer-sec">
       <div className="drawer-sec-head">
         <h3>Scheduled here</h3>
-        <Link to={benchLink(WORKFLOWS_PATH_PREFIX, workbenchTenantId)}>See all</Link>
+        <Link to={benchLink(WORKFLOWS_PATH_PREFIX, workbenchTenantId)}>Open all</Link>
       </div>
       {flows.isLoading ? <Skeleton className="h-16 w-full" /> : null}
       {flows.isError ? (
diff --git a/apps/web/src/insights-stats.ts b/apps/web/src/insights-stats.ts
index ec4332bb1..8d4a6b302 100644
--- a/apps/web/src/insights-stats.ts
+++ b/apps/web/src/insights-stats.ts
@@ -215,6 +215,29 @@ export function computeBenchInsights(
   };
 }
 
+/** Non-archived artifacts created on or after `sinceMs`. */
+export function countSavedArtifacts(
+  artifacts: readonly { readonly archivedAt: string | null; readonly createdAt: string }[],
+  sinceMs: number,
+): number {
+  return artifacts.filter((a) => a.archivedAt === null && Date.parse(a.createdAt) >= sinceMs)
+    .length;
+}
+
+/** The four headline tiles shared by the Insights page and the drawer tab. */
+export function benchInsightTiles(
+  stats: BenchInsights,
+  saved: string,
+): readonly (readonly [string, string])[] {
+  const finished = stats.ok + stats.fail;
+  return [
+    ["Runs", formatCount(stats.total)],
+    ["Succeeded", finished === 0 ? "—" : `${Math.round((stats.ok / finished) * 100)}%`],
+    ["Median run", stats.medianMs === null ? "—" : durationLabel(stats.medianMs)],
+    ["Artifacts saved", saved],
+  ];
+}
+
 /** Most recent in-range runs whose approvals the Insights cards fetch. */
 export const APPROVAL_RUN_CAP = 50;
 
diff --git a/apps/web/src/pages/bench-insights.tsx b/apps/web/src/pages/bench-insights.tsx
index 2e498d7c9..95c711ff7 100644
--- a/apps/web/src/pages/bench-insights.tsx
+++ b/apps/web/src/pages/bench-insights.tsx
@@ -19,7 +19,9 @@ import {
 import {
   approvalRunsInRange,
   BENCH_RANGES,
+  benchInsightTiles,
   computeBenchInsights,
+  countSavedArtifacts,
   durationLabel,
   formatCount,
   runDisplayName,
@@ -57,7 +59,14 @@ function dayLabel(date: Date): string {
   });
 }
 
-export function OutcomeChart({ days }: { readonly days: readonly BenchDay[] }) {
+export function OutcomeChart({
+  days,
+  weekdayAxis = false,
+}: {
+  readonly days: readonly BenchDay[];
+  /** Weekday initials on the axis, for the drawer's 7-day chart. */
+  readonly weekdayAxis?: boolean;
+}) {
   const [active, setActive] = useState<number | null>(null);
   const max = Math.max(...days.map((d) => d.ok + d.fail + d.other), 1);
   const every = days.length > 30 ? 14 : days.length > 7 ? 5 : 1;
@@ -115,7 +124,11 @@ export function OutcomeChart({ days }: { readonly days: readonly BenchDay[] }) {
       <div className="bi-x" aria-hidden="true">
         {days.map((d, i) => (
           <span key={d.date.getTime()}>
-            {i % every === 0 ? `${d.date.getMonth() + 1}/${d.date.getDate()}` : ""}
+            {weekdayAxis
+              ? d.date.toLocaleDateString("en-US", { weekday: "narrow" })
+              : i % every === 0
+                ? `${d.date.getMonth() + 1}/${d.date.getDate()}`
+                : ""}
           </span>
         ))}
       </div>
@@ -244,7 +257,6 @@ function InsightsBody({
 }) {
   const stats = computeBenchInsights(runs.data, range);
   const approvalRuns = approvalRunsInRange(runs.data, range);
-  const finished = stats.ok + stats.fail;
   const artifacts = useAPIQuery(`/api/tenants/${tenantId}/artifacts`, ArtifactListPageSchema);
   const schedules = useQuery({
     queryKey: tenantKeys.schedules(tenantId),
@@ -263,18 +275,9 @@ function InsightsBody({
   const rangeStart = stats.days[0]?.date.getTime() ?? 0;
   const savedCount =
     artifacts.kind === "ready"
-      ? formatCount(
-          artifacts.data.artifacts.filter(
-            (a) => a.archivedAt === null && Date.parse(a.createdAt) >= rangeStart,
-          ).length,
-        )
+      ? formatCount(countSavedArtifacts(artifacts.data.artifacts, rangeStart))
       : "—";
-  const tiles: readonly (readonly [string, string])[] = [
-    ["Runs", formatCount(stats.total)],
-    ["Succeeded", finished === 0 ? "—" : `${Math.round((stats.ok / finished) * 100)}%`],
-    ["Median run", stats.medianMs === null ? "—" : durationLabel(stats.medianMs)],
-    ["Artifacts saved", savedCount],
-  ];
+  const tiles = benchInsightTiles(stats, savedCount);
 
   return (
     <div className="bi-page">