LLM-ASYST

asyst-backend/tests/test_run_delete_service.py

+from __future__ import annotations
+
+from pathlib import Path
+
+import pytest
+from sqlalchemy import create_engine
+from sqlalchemy.orm import Session, sessionmaker
+
+from app.core.config import settings
+from app.models.base import Base
+from app.models.grading import Answer, GradingRun, Question, Student
+from app.services import run_delete_service
+from app.services.run_delete_service import RunDeleteConflict, RunDeleteError, delete_run
+
+
+@pytest.fixture()
+def db_session(tmp_path, monkeypatch) -> Session:
+    upload_dir = tmp_path / "uploads"
+    upload_dir.mkdir()
+    monkeypatch.setattr(settings, "upload_dir", upload_dir)
+
+    engine = create_engine("sqlite:///:memory:", future=True)
+    Base.metadata.create_all(bind=engine)
+    session_factory = sessionmaker(bind=engine, autoflush=False, autocommit=False, expire_on_commit=False)
+    db = session_factory()
+    try:
+        yield db
+    finally:
+        db.close()
+
+
+def _create_run(db: Session, *, run_id: str, file_path: str) -> None:
+    run = GradingRun(
+        run_id=run_id,
+        filename=f"{run_id}.csv",
+        file_path=file_path,
+        file_type="csv",
+        status="parsed",
+    )
+    db.add(run)
+    db.flush()
+
+    student = Student(
+        run_id=run_id,
+        student_code=f"{run_id}-student",
+        first_name="Ada",
+        last_name="Lovelace",
+        email=f"{run_id}@example.test",
+        row_index=0,
+    )
+    db.add(student)
+    db.flush()
+
+    question = Question(
+        run_id=run_id,
+        question_number=1,
+        question_text="Question?",
+        reference_answer="Reference",
+        max_points=2.0,
+    )
+    db.add(question)
+    db.flush()
+
+    db.add(
+        Answer(
+            run_id=run_id,
+            student_id=student.id,
+            question_id=question.id,
+            answer_text="Answer",
+            processing_status="graded",
+        )
+    )
+    db.commit()
+
+
+def test_delete_run_deletes_rows_file_and_leaves_other_runs(db_session: Session) -> None:
+    upload_file = settings.upload_dir / "target.csv"
+    upload_file.write_text("payload", encoding="utf-8")
+    other_file = settings.upload_dir / "other.csv"
+    other_file.write_text("other", encoding="utf-8")
+
+    _create_run(db_session, run_id="target", file_path=str(upload_file))
+    _create_run(db_session, run_id="other", file_path=str(other_file))
+
+    summary = delete_run(db_session, "target")
+
+    assert summary.deleted is True
+    assert summary.answers_deleted == 1
+    assert summary.students_deleted == 1
+    assert summary.questions_deleted == 1
+    assert summary.grading_run_deleted == 1
+    assert summary.file_deleted is True
+    assert not upload_file.exists()
+
+    assert db_session.query(GradingRun).filter(GradingRun.run_id == "target").count() == 0
+    assert db_session.query(Answer).filter(Answer.run_id == "target").count() == 0
+    assert db_session.query(GradingRun).filter(GradingRun.run_id == "other").count() == 1
+    assert other_file.exists()
+
+
+def test_delete_run_succeeds_when_file_is_already_missing(db_session: Session) -> None:
+    missing_file = settings.upload_dir / "missing.csv"
+    _create_run(db_session, run_id="missing-file", file_path=str(missing_file))
+
+    summary = delete_run(db_session, "missing-file")
+
+    assert summary.deleted is True
+    assert summary.file_deleted is False
+    assert summary.grading_run_deleted == 1
+
+
+def test_delete_run_supports_current_relative_upload_paths(db_session: Session) -> None:
+    upload_file = settings.upload_dir / "relative.csv"
+    upload_file.write_text("payload", encoding="utf-8")
+    _create_run(db_session, run_id="relative", file_path=str(Path(settings.upload_dir.name) / upload_file.name))
+
+    summary = delete_run(db_session, "relative")
+
+    assert summary.file_deleted is True
+    assert not upload_file.exists()
+
+
+def test_delete_run_blocks_running_jobs(db_session: Session, monkeypatch) -> None:
+    upload_file = settings.upload_dir / "running.csv"
+    upload_file.write_text("payload", encoding="utf-8")
+    _create_run(db_session, run_id="running", file_path=str(upload_file))
+    monkeypatch.setattr(run_delete_service, "is_grade_run_running", lambda run_id: True)
+
+    with pytest.raises(RunDeleteConflict):
+        delete_run(db_session, "running")
+
+    assert upload_file.exists()
+    assert db_session.query(GradingRun).filter(GradingRun.run_id == "running").count() == 1
+
+
+def test_delete_run_rejects_unsafe_file_paths(db_session: Session, tmp_path) -> None:
+    unsafe_file = tmp_path / "outside.csv"
+    unsafe_file.write_text("payload", encoding="utf-8")
+    _create_run(db_session, run_id="unsafe", file_path=str(unsafe_file))
+
+    with pytest.raises(RunDeleteError):
+        delete_run(db_session, "unsafe")
+
+    assert unsafe_file.exists()
+    assert db_session.query(GradingRun).filter(GradingRun.run_id == "unsafe").count() == 1

asyst-ui/.dockerignore

+node_modules/
+dist/
+.vite/
+*.log

asyst-ui/.gitignore

+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+lerna-debug.log*
+
+node_modules
+dist
+dist-ssr
+*.local
+
+# Editor directories and files
+.vscode/*
+!.vscode/extensions.json
+.idea
+.DS_Store
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?

asyst-ui/Dockerfile

+FROM node:22-alpine
+
+WORKDIR /app
+
+COPY package*.json ./
+RUN npm ci
+
+COPY . .
+
+EXPOSE 5173
+
+CMD ["npm", "run", "dev", "--", "--host", "0.0.0.0"]

asyst-ui/README.md

+# LLM-ASYST Frontend
+
+The frontend provides the user-facing **Asyst** application for both supported workflows:
+
+- grading answers with human review;
+- evaluating AI predictions against professor grades.
+
+## Development
+
+```sh
+npm ci
+npm run dev
+```
+
+Set `VITE_API_BASE_URL` when the backend is not available at `http://localhost:8000`.
+
+## Checks
+
+```sh
+npm test
+npm run lint
+npm run build
+```
+
+The active application routes are created from the upload workflow and include a run identifier. Legacy mock-data Review, Overview, and Export pages are not part of this frontend.

asyst-ui/eslint.config.js

+import js from '@eslint/js'
+import globals from 'globals'
+import reactHooks from 'eslint-plugin-react-hooks'
+import reactRefresh from 'eslint-plugin-react-refresh'
+import tseslint from 'typescript-eslint'
+import { defineConfig, globalIgnores } from 'eslint/config'
+
+export default defineConfig([
+  globalIgnores(['dist']),
+  {
+    files: ['**/*.{ts,tsx}'],
+    extends: [
+      js.configs.recommended,
+      tseslint.configs.recommended,
+      reactHooks.configs.flat.recommended,
+      reactRefresh.configs.vite,
+    ],
+    languageOptions: {
+      ecmaVersion: 2020,
+      globals: globals.browser,
+    },
+  },
+])

asyst-ui/index.html

+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <link rel="icon" type="image/svg+xml" href="/vite.svg" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>Asyst</title>
+  </head>
+  <body>
+    <div id="root"></div>
+    <script type="module" src="/src/main.tsx"></script>
+  </body>
+</html>

asyst-ui/package-lock.json

+{
+  "name": "llm-asyst-ui",
+  "version": "0.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "llm-asyst-ui",
+      "version": "0.0.0",
+      "dependencies": {
+        "@tailwindcss/vite": "^4.1.18",
+        "react": "^19.2.0",
+        "react-dom": "^19.2.0",
+        "react-router-dom": "^7.0.2",
+        "tailwindcss": "^4.1.18"
+      },
+      "devDependencies": {
+        "@eslint/js": "^9.39.1",
+        "@testing-library/jest-dom": "^6.9.1",
+        "@testing-library/react": "^16.3.2",
+        "@types/node": "^24.10.1",
+        "@types/react": "^19.2.5",
+        "@types/react-dom": "^19.2.3",
+        "@vitejs/plugin-react": "^5.1.1",
+        "eslint": "^9.39.1",
+        "eslint-plugin-react-hooks": "^7.0.1",
+        "eslint-plugin-react-refresh": "^0.4.24",
+        "globals": "^16.5.0",
+        "jsdom": "^28.1.0",
+        "typescript": "~5.9.3",
+        "typescript-eslint": "^8.46.4",
+        "vite": "^7.2.4",
+        "vitest": "^4.1.8"
+      }
+    },
+    "node_modules/@acemir/cssom": {
+      "version": "0.9.31",
+      "resolved": "https://registry.npmjs.org/@acemir/cssom/-/cssom-0.9.31.tgz",
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+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/@adobe/css-tools": {
+      "version": "4.5.0",
+      "resolved": "https://registry.npmjs.org/@adobe/css-tools/-/css-tools-4.5.0.tgz",
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+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/@asamuzakjp/css-color": {
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+      }
+    },
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+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/xml-name-validator": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-5.0.0.tgz",
+      "integrity": "sha512-EvGK8EJ3DhaHfbRlETOWAS5pO9MZITeauHKJyb8wyajUfQUenkIg2MvLDTZ4T/TgIcm3HU0TFBgWWboAZ30UHg==",
+      "dev": true,
+      "license": "Apache-2.0",
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/xmlchars": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/xmlchars/-/xmlchars-2.2.0.tgz",
+      "integrity": "sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/yallist": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
+      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
+      "dev": true,
+      "license": "ISC"
+    },
+    "node_modules/yocto-queue": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
+      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/zod": {
+      "version": "4.3.6",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-4.3.6.tgz",
+      "integrity": "sha512-rftlrkhHZOcjDwkGlnUtZZkvaPHCsDATp4pGpuOOMDaTdDDXF91wuVDJoWoPsKX/3YPQ5fHuF3STjcYyKr+Qhg==",
+      "dev": true,
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zod-validation-error": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/zod-validation-error/-/zod-validation-error-4.0.2.tgz",
+      "integrity": "sha512-Q6/nZLe6jxuU80qb/4uJ4t5v2VEZ44lzQjPDhYJNztRQ4wyWc6VF3D3Kb/fAuPetZQnhS3hnajCf9CsWesghLQ==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=18.0.0"
+      },
+      "peerDependencies": {
+        "zod": "^3.25.0 || ^4.0.0"
+      }
+    }
+  }
+}

asyst-ui/package.json

+{
+  "name": "llm-asyst-ui",
+  "private": true,
+  "version": "0.0.0",
+  "type": "module",
+  "scripts": {
+    "dev": "vite",
+    "build": "tsc -b && vite build",
+    "lint": "eslint .",
+    "test": "vitest run",
+    "preview": "vite preview"
+  },
+  "dependencies": {
+    "@tailwindcss/vite": "^4.1.18",
+    "react": "^19.2.0",
+    "react-dom": "^19.2.0",
+    "react-router-dom": "^7.0.2",
+    "tailwindcss": "^4.1.18"
+  },
+  "devDependencies": {
+    "@eslint/js": "^9.39.1",
+    "@testing-library/jest-dom": "^6.9.1",
+    "@testing-library/react": "^16.3.2",
+    "@types/node": "^24.10.1",
+    "@types/react": "^19.2.5",
+    "@types/react-dom": "^19.2.3",
+    "@vitejs/plugin-react": "^5.1.1",
+    "eslint": "^9.39.1",
+    "eslint-plugin-react-hooks": "^7.0.1",
+    "eslint-plugin-react-refresh": "^0.4.24",
+    "globals": "^16.5.0",
+    "jsdom": "^28.1.0",
+    "typescript": "~5.9.3",
+    "typescript-eslint": "^8.46.4",
+    "vite": "^7.2.4",
+    "vitest": "^4.1.8"
+  }
+}

asyst-ui/public/vite.svg

+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="iconify iconify--logos" width="31.88" height="32" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 257"><defs><linearGradient id="IconifyId1813088fe1fbc01fb466" x1="-.828%" x2="57.636%" y1="7.652%" y2="78.411%"><stop offset="0%" stop-color="#41D1FF"></stop><stop offset="100%" stop-color="#BD34FE"></stop></linearGradient><linearGradient id="IconifyId1813088fe1fbc01fb467" x1="43.376%" x2="50.316%" y1="2.242%" y2="89.03%"><stop offset="0%" stop-color="#FFEA83"></stop><stop offset="8.333%" stop-color="#FFDD35"></stop><stop offset="100%" stop-color="#FFA800"></stop></linearGradient></defs><path fill="url(#IconifyId1813088fe1fbc01fb466)" d="M255.153 37.938L134.897 252.976c-2.483 4.44-8.862 4.466-11.382.048L.875 37.958c-2.746-4.814 1.371-10.646 6.827-9.67l120.385 21.517a6.537 6.537 0 0 0 2.322-.004l117.867-21.483c5.438-.991 9.574 4.796 6.877 9.62Z"></path><path fill="url(#IconifyId1813088fe1fbc01fb467)" d="M185.432.063L96.44 17.501a3.268 3.268 0 0 0-2.634 3.014l-5.474 92.456a3.268 3.268 0 0 0 3.997 3.378l24.777-5.718c2.318-.535 4.413 1.507 3.936 3.838l-7.361 36.047c-.495 2.426 1.782 4.5 4.151 3.78l15.304-4.649c2.372-.72 4.652 1.36 4.15 3.788l-11.698 56.621c-.732 3.542 3.979 5.473 5.943 2.437l1.313-2.028l72.516-144.72c1.215-2.423-.88-5.186-3.54-4.672l-25.505 4.922c-2.396.462-4.435-1.77-3.759-4.114l16.646-57.705c.677-2.35-1.37-4.583-3.769-4.113Z"></path></svg>
\ No newline at end of file

asyst-ui/src/App.tsx

+
+import { BrowserRouter, Routes, Route } from "react-router-dom"
+
+import UploadPage from "./pages/UploadPage"
+import GradingProgressPage from "./pages/GradingProgressPage"
+import BackendOverviewPage from "./pages/BackendOverviewPage"
+import BackendReviewPage from "./pages/BackendReviewPage"
+import BackendStudentsOverviewPage from "./pages/BackendStudentsOverviewPage"
+import EvaluationPage from "./pages/EvaluationPage"
+
+function App() {
+  return (
+    <BrowserRouter>
+      <Routes>
+        <Route path="/" element={<UploadPage />} />
+        <Route path="/grading-progress/:runId" element={<GradingProgressPage />} />
+        <Route path="/overview-live/:runId" element={<BackendOverviewPage />} />
+        <Route path="/overview-live/:runId/students" element={<BackendStudentsOverviewPage />} />
+        <Route path="/review-live/:runId/:questionId" element={<BackendReviewPage />} />
+        <Route path="/evaluation-live/:runId" element={<EvaluationPage />} />
+      </Routes>
+    </BrowserRouter>
+  )
+}
+
+export default App

asyst-ui/src/components/AppFrame.test.tsx

+import { render, screen } from "@testing-library/react"
+import { MemoryRouter } from "react-router-dom"
+import { describe, expect, it } from "vitest"
+
+import AppFrame from "./AppFrame"
+
+describe("AppFrame", () => {
+  it("shows only Upload in the global navigation", () => {
+    render(
+      <MemoryRouter initialEntries={["/"]}>
+        <AppFrame>Content</AppFrame>
+      </MemoryRouter>
+    )
+
+    expect(screen.getByRole("link", { name: "Upload" })).toBeInTheDocument()
+    expect(screen.queryByRole("link", { name: "Review" })).not.toBeInTheDocument()
+    expect(screen.queryByRole("link", { name: "Overview" })).not.toBeInTheDocument()
+    expect(screen.queryByRole("link", { name: "Export" })).not.toBeInTheDocument()
+  })
+})

asyst-ui/src/components/AppFrame.tsx

+import type { PropsWithChildren } from "react"
+import { NavLink } from "react-router-dom"
+
+const navLinks = [
+  { to: "/", label: "Upload", end: true }
+]
+
+function AppFrame({ children }: PropsWithChildren) {
+  return (
+    <div className="min-h-screen bg-[var(--surface)] text-[var(--on-surface)]">
+      <header className="fixed top-0 z-50 w-full glass-nav shadow-sm">
+        <div className="mx-auto flex w-full max-w-7xl items-center px-6 py-4 md:px-8">
+          <div className="flex items-center gap-8">
+            <span className="brand-font text-2xl font-extrabold tracking-tight text-[var(--primary)]">
+              Asyst
+            </span>
+            <nav className="hidden items-center gap-7 md:flex">
+              {navLinks.map(link => (
+                <NavLink
+                  key={link.to}
+                  to={link.to}
+                  end={link.end}
+                  className={({ isActive }) =>
+                    [
+                      "pb-1 text-sm font-semibold transition-colors",
+                      isActive
+                        ? "border-b-2 border-[var(--primary)] text-[var(--primary)]"
+                        : "text-slate-600 hover:text-[var(--primary)]"
+                    ].join(" ")
+                  }
+                >
+                  {link.label}
+                </NavLink>
+              ))}
+            </nav>
+          </div>
+        </div>
+        <div className="h-px w-full bg-slate-100/70" />
+      </header>
+
+      <main className="mx-auto min-h-screen w-full max-w-7xl px-6 pb-16 pt-28 md:px-8">
+        {children}
+      </main>
+
+      <footer className="border-t border-slate-200 bg-slate-50 py-10">
+        <div className="mx-auto flex w-full max-w-7xl flex-col items-center justify-between gap-6 px-6 text-xs uppercase tracking-wide text-slate-500 md:flex-row md:px-8">
+          <p className="brand-font">© 2026 Asyst Academic Systems</p>
+          <div className="flex flex-wrap items-center justify-center gap-6">
+            <a className="transition-colors hover:text-[var(--primary)]" href="#">
+              Privacy Policy
+            </a>
+            <a className="transition-colors hover:text-[var(--primary)]" href="#">
+              Terms of Service
+            </a>
+            <a className="transition-colors hover:text-[var(--primary)]" href="#">
+              Institutional Access
+            </a>
+          </div>
+        </div>
+      </footer>
+    </div>
+  )
+}
+
+export default AppFrame

asyst-ui/src/components/LabelMetricsTable.tsx

+import type { LabelMetricRow } from "../services/sessionsApi"
+import { formatGrade } from "../utils/formatGrade"
+
+function formatPercent(value: number | null): string {
+  return value === null ? "—" : `${Math.round(value * 100)}%`
+}
+
+function LabelMetricsTable({
+  labels,
+  selectedLabels,
+  lowSupportThreshold,
+  onToggle
+}: {
+  labels: LabelMetricRow[]
+  selectedLabels: number[]
+  lowSupportThreshold: number
+  onToggle: (label: number) => void
+}) {
+  return (
+    <div className="overflow-x-auto">
+      <table className="w-full min-w-[760px] border-collapse text-sm">
+        <thead className="bg-[var(--surface-container-low)]">
+          <tr>
+            <th className="px-4 py-3 text-left text-[11px] uppercase tracking-wider text-[var(--secondary)]">AI-predicted grade</th>
+            <th className="px-4 py-3 text-left text-[11px] uppercase tracking-wider text-[var(--secondary)]">Precision</th>
+            <th className="px-4 py-3 text-left text-[11px] uppercase tracking-wider text-[var(--secondary)]">Recall</th>
+            <th className="px-4 py-3 text-left text-[11px] uppercase tracking-wider text-[var(--secondary)]">Support</th>
+            <th className="px-4 py-3 text-center text-[11px] uppercase tracking-wider text-[var(--secondary)]">Show for review</th>
+          </tr>
+        </thead>
+        <tbody>
+          {labels.map(row => {
+            const selected = selectedLabels.includes(row.label)
+            return (
+              <tr key={row.label} className="border-t border-slate-100 align-top">
+                <td className="px-4 py-4 font-bold">{formatGrade(row.label)}</td>
+                <td className="px-4 py-4">
+                  <p className="text-lg font-extrabold text-[var(--on-surface)]">{formatPercent(row.precision)}</p>
+                  <p className="mt-1 text-xs text-[var(--on-surface-variant)]">
+                    {row.predicted_count === 0
+                      ? "AI never predicted this grade"
+                      : `${row.true_positive} of ${row.predicted_count} AI predictions matched`}
+                  </p>
+                </td>
+                <td className="px-4 py-4">
+                  <p className="font-bold">{formatPercent(row.recall)}</p>
+                  <p className="mt-1 text-xs text-[var(--on-surface-variant)]">
+                    {row.support === 0
+                      ? "No professor examples"
+                      : `${row.true_positive} of ${row.support} professor grades found`}
+                  </p>
+                </td>
+                <td className="px-4 py-4">
+                  <div className="flex flex-wrap items-center gap-2">
+                    <strong>{row.support}</strong>
+                    {row.low_support && (
+                      <span className="rounded-full bg-amber-50 px-2 py-1 text-[10px] font-bold text-amber-900">
+                        Low support
+                      </span>
+                    )}
+                  </div>
+                  {row.low_support && (
+                    <p className="mt-2 max-w-52 text-xs leading-relaxed text-amber-900">
+                      Fewer than {lowSupportThreshold} professor-graded examples. Interpret cautiously.
+                    </p>
+                  )}
+                </td>
+                <td className="px-4 py-4 text-center">
+                  <input
+                    type="checkbox"
+                    aria-label={`Show AI predictions of ${formatGrade(row.label)} for review`}
+                    checked={selected}
+                    disabled={row.predicted_count === 0}
+                    onChange={() => onToggle(row.label)}
+                    className="h-5 w-5 rounded border-slate-300 text-[var(--primary)] focus:ring-[var(--primary)] disabled:opacity-30"
+                  />
+                  <p className="mt-1 text-[10px] text-slate-500">{row.predicted_count} answers</p>
+                </td>
+              </tr>
+            )
+          })}
+        </tbody>
+      </table>
+    </div>
+  )
+}
+
+export default LabelMetricsTable

asyst-ui/src/index.css

+@import url("https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700&family=Manrope:wght@600;700;800&display=swap");
+@import url("https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght,FILL@100..700,0..1&display=swap");
+@import "tailwindcss";
+
+:root {
+	--surface: #f7fafc;
+	--surface-container-lowest: #ffffff;
+	--surface-container-low: #f1f4f6;
+	--surface-container-high: #e5e9eb;
+	--surface-container-highest: #e0e3e5;
+	--surface-container: #ebeef0;
+	--outline-variant: #dfbfbd;
+	--primary: #7b1318;
+	--primary-container: #9b2c2c;
+	--primary-fixed: #ffdad7;
+	--secondary: #545f72;
+	--secondary-container: #d5e0f7;
+	--on-surface: #181c1e;
+	--on-surface-variant: #574140;
+	--on-secondary-container: #586377;
+	--on-primary-fixed-variant: #881e20;
+}
+
+* {
+	box-sizing: border-box;
+}
+
+body {
+	margin: 0;
+	font-family: "Inter", sans-serif;
+	background: var(--surface);
+	color: var(--on-surface);
+	text-rendering: optimizeLegibility;
+}
+
+.brand-font {
+	font-family: "Manrope", sans-serif;
+}
+
+.label-meta {
+	font-family: "Inter", sans-serif;
+	font-size: 0.72rem;
+	font-weight: 700;
+	letter-spacing: 0.08em;
+	text-transform: uppercase;
+}
+
+.material-symbols-outlined {
+	font-family: "Material Symbols Outlined";
+	font-variation-settings: "FILL" 0, "wght" 350, "GRAD" 0, "opsz" 24;
+	font-size: 1.1rem;
+	line-height: 1;
+	vertical-align: middle;
+}
+
+.glass-nav {
+	background: rgb(255 255 255 / 85%);
+	backdrop-filter: blur(12px);
+	-webkit-backdrop-filter: blur(12px);
+}
+
+.custom-gradient-primary {
+	background: linear-gradient(135deg, var(--primary) 0%, var(--primary-container) 100%);
+}
+
+.soft-card {
+	border-radius: 0.75rem;
+	background: var(--surface-container-lowest);
+	box-shadow: 0 24px 48px -12px rgb(24 28 30 / 6%);
+}
+
+.soft-hover {
+	transition: all 0.2s ease-out;
+}
+
+.soft-hover:hover {
+	transform: translateY(-2px);
+}
\ No newline at end of file

asyst-ui/src/main.tsx

+import { StrictMode } from 'react'
+import { createRoot } from 'react-dom/client'
+import './index.css'
+import App from './App.tsx'
+
+createRoot(document.getElementById('root')!).render(
+  <StrictMode>
+    <App />
+  </StrictMode>,
+)

asyst-ui/src/pages/BackendOverviewPage.test.tsx

+import { cleanup, fireEvent, render, screen } from "@testing-library/react"
+import { MemoryRouter, Route, Routes, useLocation } from "react-router-dom"
+import { afterEach, beforeEach, describe, expect, it, vi } from "vitest"
+
+import { getRunQuestions, getRunReviewSummary } from "../services/sessionsApi"
+import BackendOverviewPage from "./BackendOverviewPage"
+
+vi.mock("../services/sessionsApi", async importOriginal => {
+  const actual = await importOriginal<typeof import("../services/sessionsApi")>()
+  return {
+    ...actual,
+    getRunQuestions: vi.fn(),
+    getRunReviewSummary: vi.fn(),
+    deleteRun: vi.fn()
+  }
+})
+
+function LocationProbe() {
+  const location = useLocation()
+  return <p>{location.pathname}{location.search}</p>
+}
+
+describe("BackendOverviewPage category dropdown", () => {
+  beforeEach(() => {
+    vi.mocked(getRunReviewSummary).mockResolvedValue({
+      run_id: "run-1",
+      filename: "grades.csv",
+      grading_status: "graded",
+      total_students: 5,
+      total_questions: 1,
+      total_answers: 5,
+      total_graded: 5,
+      total_failed: 0,
+      total_review_pending: 5,
+      total_accepted: 0,
+      total_overridden: 0,
+      review_completion_percent: 0,
+      export_ready: false
+    })
+    vi.mocked(getRunQuestions).mockResolvedValue({
+      run_id: "run-1",
+      items: [
+        {
+          question_id: 4,
+          question_number: 1,
+          question_text: "What is RAM?",
+          max_points: 2,
+          attempted_count: 5,
+          reviewed_count: 0,
+          pending_review_count: 5,
+          avg_llm_score: 1.2,
+          avg_final_score: null,
+          predicted_score_counts: [
+            { score: 0.5, count: 2 },
+            { score: 1, count: 3 }
+          ]
+        }
+      ]
+    })
+  })
+
+  afterEach(cleanup)
+
+  it("opens the review queue for the AI grade selected in the question row", async () => {
+    render(
+      <MemoryRouter initialEntries={["/overview-live/run-1"]}>
+        <Routes>
+          <Route path="/overview-live/:runId" element={<BackendOverviewPage />} />
+          <Route path="/review-live/:runId/:questionId" element={<LocationProbe />} />
+        </Routes>
+      </MemoryRouter>
+    )
+
+    const dropdown = await screen.findByRole("combobox", { name: "AI grade category for Question 1" })
+    expect(screen.getByRole("option", { name: "0.5 points (2)" })).toBeInTheDocument()
+    expect(screen.getByRole("option", { name: "1 point (3)" })).toBeInTheDocument()
+
+    fireEvent.change(dropdown, { target: { value: "0.5" } })
+    fireEvent.click(screen.getByRole("button", { name: "Review answers" }))
+
+    expect(await screen.findByText("/review-live/run-1/4?scale=full&scores=0.5")).toBeInTheDocument()
+  })
+
+  it("groups half-point predictions under whole-number categories when requested", async () => {
+    render(
+      <MemoryRouter initialEntries={["/overview-live/run-1"]}>
+        <Routes>
+          <Route path="/overview-live/:runId" element={<BackendOverviewPage />} />
+          <Route path="/review-live/:runId/:questionId" element={<LocationProbe />} />
+        </Routes>
+      </MemoryRouter>
+    )
+
+    fireEvent.change(await screen.findByRole("combobox", { name: "AI grade grouping scale" }), {
+      target: { value: "whole" }
+    })
+
+    const dropdown = screen.getByRole("combobox", { name: "AI grade category for Question 1" })
+    expect(screen.getByRole("option", { name: "1 point (5)" })).toBeInTheDocument()
+    expect(screen.queryByRole("option", { name: "0.5 points (2)" })).not.toBeInTheDocument()
+
+    fireEvent.change(dropdown, { target: { value: "1" } })
+    fireEvent.click(screen.getByRole("button", { name: "Review answers" }))
+
+    expect(await screen.findByText("/review-live/run-1/4?scale=whole&scores=1")).toBeInTheDocument()
+  })
+
+  it("restores the whole-number scale from the overview url", async () => {
+    render(
+      <MemoryRouter initialEntries={["/overview-live/run-1?scale=whole"]}>
+        <Routes>
+          <Route path="/overview-live/:runId" element={<BackendOverviewPage />} />
+        </Routes>
+      </MemoryRouter>
+    )
+
+    const scaleDropdown = await screen.findByRole("combobox", { name: "AI grade grouping scale" })
+    expect(scaleDropdown).toHaveValue("whole")
+    expect(screen.getByRole("option", { name: "1 point (5)" })).toBeInTheDocument()
+  })
+
+  it("can navigate back to the upload page", async () => {
+    render(
+      <MemoryRouter initialEntries={["/overview-live/run-1"]}>
+        <Routes>
+          <Route path="/" element={<LocationProbe />} />
+          <Route path="/overview-live/:runId" element={<BackendOverviewPage />} />
+        </Routes>
+      </MemoryRouter>
+    )
+
+    fireEvent.click(await screen.findByRole("button", { name: /Back to Upload/i }))
+
+    expect(await screen.findByText("/")).toBeInTheDocument()
+  })
+})

asyst-ui/src/pages/BackendOverviewPage.tsx

+import { useEffect, useState } from "react"
+import { useNavigate, useParams, useSearchParams } from "react-router-dom"
+
+import AppFrame from "../components/AppFrame"
+import {
+  deleteRun,
+  getRunQuestions,
+  getRunReviewSummary,
+  type LabelScaleKey,
+  type RunQuestionSummary
+} from "../services/sessionsApi"
+
+function formatPoints(value: number): string {
+  const score = Number.isInteger(value) ? value.toFixed(0) : value.toFixed(1)
+  return `${score} ${value === 1 ? "point" : "points"}`
+}
+
+function roundHalfUp(value: number): number {
+  return Math.floor(value + 0.5)
+}
+
+function getScoreCategoryCounts(question: RunQuestionSummary, scale: LabelScaleKey) {
+  if (scale === "full") return question.predicted_score_counts
+
+  const counts = new Map<number, number>()
+  question.predicted_score_counts.forEach(item => {
+    const rounded = roundHalfUp(item.score)
+    counts.set(rounded, (counts.get(rounded) ?? 0) + item.count)
+  })
+
+  return Array.from(counts.entries())
+    .sort(([left], [right]) => left - right)
+    .map(([score, count]) => ({ score, count }))
+}
+
+function BackendOverviewPage() {
+  const { runId } = useParams<{ runId: string }>()
+  const navigate = useNavigate()
+  const [searchParams, setSearchParams] = useSearchParams()
+
+  const [questions, setQuestions] = useState<RunQuestionSummary[]>([])
+  const [summary, setSummary] = useState<Awaited<ReturnType<typeof getRunReviewSummary>> | null>(null)
+  const [error, setError] = useState<string | null>(null)
+  const [isDeleting, setIsDeleting] = useState(false)
+  const [selectedCategories, setSelectedCategories] = useState<Record<number, string>>({})
+  const selectedScale: LabelScaleKey = searchParams.get("scale") === "whole" ? "whole" : "full"
+
+  useEffect(() => {
+    if (!runId) return
+
+    let cancelled = false
+    const load = async () => {
+      try {
+        const [summaryRes, questionsRes] = await Promise.all([
+          getRunReviewSummary(runId),
+          getRunQuestions(runId)
+        ])
+        if (cancelled) return
+        setSummary(summaryRes)
+        setQuestions(questionsRes.items)
+        setError(null)
+      } catch (err) {
+        if (cancelled) return
+        setError(err instanceof Error ? err.message : "Unable to fetch run overview")
+      }
+    }
+
+    load()
+    return () => {
+      cancelled = true
+    }
+  }, [runId])
+
+  if (!runId) {
+    return (
+      <AppFrame>
+        <div className="rounded-xl bg-[var(--surface-container-low)] p-8 text-sm text-[var(--on-surface-variant)]">
+          Missing run id.
+        </div>
+      </AppFrame>
+    )
+  }
+
+  const handleDeleteRun = async () => {
+    const target = summary?.filename ? `"${summary.filename}"` : `run ${runId}`
+    const confirmed = window.confirm(
+      `Delete ${target} permanently?\n\nThis removes the uploaded file, parsed answers, LLM grades, human review decisions, and final results. This cannot be undone.`
+    )
+    if (!confirmed) return
+
+    setIsDeleting(true)
+    setError(null)
+    try {
+      await deleteRun(runId)
+      navigate("/", {
+        replace: true,
+        state: { message: "Grading run deleted successfully." }
+      })
+    } catch (err) {
+      setError(err instanceof Error ? err.message : "Unable to delete run")
+    } finally {
+      setIsDeleting(false)
+    }
+  }
+
+  return (
+    <AppFrame>
+      <section className="space-y-8">
+        <header className="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
+          <div className="space-y-3">
+            <h1 className="brand-font text-4xl font-extrabold tracking-tight">Review Overview</h1>
+            <p className="text-sm text-[var(--on-surface-variant)]">
+              Choose a scale and an AI-predicted grade category, then open that question for review.
+            </p>
+          </div>
+          <div className="flex flex-col gap-2 sm:flex-row">
+            <button
+              type="button"
+              onClick={() => navigate("/")}
+              className="inline-flex items-center justify-center gap-2 rounded-lg border border-slate-200 px-4 py-2 text-sm font-semibold text-slate-600 transition-colors hover:bg-[var(--surface-container-low)]"
+            >
+              <span className="material-symbols-outlined !text-base">arrow_back</span>
+              Back to Upload
+            </button>
+            <button
+              type="button"
+              onClick={() => navigate(`/overview-live/${encodeURIComponent(runId)}/students`)}
+              className="rounded-lg border border-slate-200 px-4 py-2 text-sm font-semibold text-slate-600 transition-colors hover:bg-[var(--surface-container-low)]"
+            >
+              Open New Overview
+            </button>
+            <button
+              type="button"
+              onClick={handleDeleteRun}
+              disabled={isDeleting}
+              className="inline-flex items-center justify-center gap-2 rounded-lg border border-[rgb(123_19_24_/_35%)] px-4 py-2 text-sm font-semibold text-[var(--primary)] transition-colors hover:bg-[rgb(255_218_214_/_45%)] disabled:cursor-not-allowed disabled:opacity-50"
+            >
+              <span className="material-symbols-outlined !text-base">delete</span>
+              {isDeleting ? "Deleting..." : "Delete Run"}
+            </button>
+          </div>
+        </header>
+
+        {summary && (
+          <section className="grid grid-cols-1 gap-4 md:grid-cols-4">
+            <div className="soft-card p-4">
+              <p className="label-meta text-slate-500">Questions</p>
+              <p className="mt-1 text-2xl font-bold">{summary.total_questions}</p>
+            </div>
+            <div className="soft-card p-4">
+              <p className="label-meta text-slate-500">Answers</p>
+              <p className="mt-1 text-2xl font-bold">{summary.total_answers}</p>
+            </div>
+            <div className="soft-card p-4">
+              <p className="label-meta text-slate-500">Graded</p>
+              <p className="mt-1 text-2xl font-bold text-emerald-700">{summary.total_graded}</p>
+            </div>
+            <div className="soft-card p-4">
+              <p className="label-meta text-slate-500">Failed</p>
+              <p className="mt-1 text-2xl font-bold text-[var(--primary)]">{summary.total_failed}</p>
+            </div>
+          </section>
+        )}
+
+        {error && (
+          <p className="rounded-lg bg-[rgb(255_218_214_/_60%)] px-4 py-3 text-sm text-[var(--primary)]">
+            {error}
+          </p>
+        )}
+
+        <section className="soft-card overflow-hidden">
+          <div className="flex flex-col gap-3 border-b border-slate-100 bg-white px-5 py-4 sm:flex-row sm:items-center sm:justify-between">
+            <div>
+              <h2 className="text-base font-bold text-[var(--on-surface)]">AI grade grouping</h2>
+              <p className="mt-1 text-sm text-[var(--on-surface-variant)]">
+                Use exact half-point grades, or group predictions into rounded whole-number grades.
+              </p>
+            </div>
+            <label className="flex items-center gap-3 text-sm font-semibold text-[var(--on-surface)]">
+              <span>Scale</span>
+              <select
+                aria-label="AI grade grouping scale"
+                value={selectedScale}
+                onChange={event => {
+                  const nextScale = event.target.value as LabelScaleKey
+                  const nextSearchParams = new URLSearchParams(searchParams)
+                  nextSearchParams.set("scale", nextScale)
+                  setSelectedCategories({})
+                  setSearchParams(nextSearchParams, { replace: true })
+                }}
+                className="min-w-44 rounded-lg border border-slate-200 bg-white px-3 py-2 text-sm text-[var(--on-surface)] focus:border-[var(--primary)] focus:outline-none"
+              >
+                <option value="full">0.5 scale</option>
+                <option value="whole">Whole numbers</option>
+              </select>
+            </label>
+          </div>
+          <div className="overflow-x-auto">
+            <table className="w-full min-w-[820px] border-collapse text-sm">
+              <thead className="bg-[var(--surface-container-low)]">
+                <tr>
+                  <th className="px-5 py-3 text-left text-[11px] uppercase tracking-wider text-[var(--secondary)]">Question</th>
+                  <th className="px-5 py-3 text-left text-[11px] uppercase tracking-wider text-[var(--secondary)]">Progress</th>
+                  <th className="px-5 py-3 text-left text-[11px] uppercase tracking-wider text-[var(--secondary)]">AI grade category</th>
+                  <th className="px-5 py-3 text-left text-[11px] uppercase tracking-wider text-[var(--secondary)]">Maximum</th>
+                  <th className="px-5 py-3 text-right text-[11px] uppercase tracking-wider text-[var(--secondary)]">Action</th>
+                </tr>
+              </thead>
+              <tbody>
+                {questions.map(question => {
+                  const selectedCategory = selectedCategories[question.question_id] ?? ""
+                  const categoryCounts = getScoreCategoryCounts(question, selectedScale)
+                  const searchParams = new URLSearchParams()
+                  searchParams.set("scale", selectedScale)
+                  if (selectedCategory) searchParams.set("scores", selectedCategory)
+                  const queryString = searchParams.toString()
+                  const reviewUrl = `/review-live/${encodeURIComponent(runId)}/${encodeURIComponent(String(question.question_id))}${queryString ? `?${queryString}` : ""}`
+                  return (
+                    <tr key={question.question_id} className="border-t border-slate-100">
+                      <td className="max-w-[360px] px-5 py-4">
+                        <p className="font-semibold text-[var(--on-surface)]">Q{question.question_number}. {question.question_text}</p>
+                      </td>
+                      <td className="px-5 py-4 text-[var(--on-surface-variant)]">{question.reviewed_count}/{question.attempted_count} reviewed</td>
+                      <td className="px-5 py-4">
+                        <select
+                          aria-label={`AI grade category for Question ${question.question_number}`}
+                          value={selectedCategory}
+                          onChange={event => setSelectedCategories(current => ({ ...current, [question.question_id]: event.target.value }))}
+                          className="min-w-48 rounded-lg border border-slate-200 bg-white px-3 py-2 text-sm text-[var(--on-surface)] focus:border-[var(--primary)] focus:outline-none"
+                        >
+                          <option value="">All AI grades ({question.attempted_count})</option>
+                          {categoryCounts.map(item => (
+                            <option key={item.score} value={String(item.score)}>
+                              {formatPoints(item.score)} ({item.count})
+                            </option>
+                          ))}
+                        </select>
+                      </td>
+                      <td className="px-5 py-4 font-bold text-[var(--primary)]">{question.max_points === null ? "—" : formatPoints(question.max_points)}</td>
+                      <td className="px-5 py-4 text-right">
+                        <button type="button" onClick={() => navigate(reviewUrl)} className="rounded-lg bg-[var(--primary)] px-4 py-2 text-xs font-bold text-white hover:bg-[var(--primary-container)]">
+                          Review answers
+                        </button>
+                      </td>
+                    </tr>
+                  )
+                })}
+              </tbody>
+            </table>
+          </div>
+        </section>
+      </section>
+    </AppFrame>
+  )
+}
+
+export default BackendOverviewPage

asyst-ui/src/pages/BackendReviewPage.test.tsx

+import { cleanup, fireEvent, render, screen, waitFor } from "@testing-library/react"
+import { MemoryRouter, Route, Routes, useLocation } from "react-router-dom"
+import { afterEach, beforeEach, describe, expect, it, vi } from "vitest"
+
+import { getQuestionAnswers, getRunQuestions } from "../services/sessionsApi"
+import BackendReviewPage from "./BackendReviewPage"
+
+vi.mock("../services/sessionsApi", async importOriginal => {
+  const actual = await importOriginal<typeof import("../services/sessionsApi")>()
+  return {
+    ...actual,
+    getRunQuestions: vi.fn(),
+    getQuestionAnswers: vi.fn(),
+    reviewAnswer: vi.fn()
+  }
+})
+
+function LocationProbe() {
+  const location = useLocation()
+  return <p>{location.pathname}{location.search}</p>
+}
+
+describe("BackendReviewPage predicted-grade filters", () => {
+  beforeEach(() => {
+    vi.clearAllMocks()
+    vi.mocked(getRunQuestions).mockResolvedValue({
+      run_id: "run-1",
+      items: [
+        {
+          question_id: 4,
+          question_number: 1,
+          question_text: "What is RAM?",
+          max_points: 2,
+          attempted_count: 1,
+          reviewed_count: 0,
+          pending_review_count: 1,
+          avg_llm_score: 1,
+          avg_final_score: null,
+          predicted_score_counts: [{ score: 1, count: 1 }]
+        },
+        {
+          question_id: 5,
+          question_number: 2,
+          question_text: "What is an algorithm?",
+          max_points: 2,
+          attempted_count: 1,
+          reviewed_count: 0,
+          pending_review_count: 1,
+          avg_llm_score: 1,
+          avg_final_score: null,
+          predicted_score_counts: [{ score: 1, count: 1 }]
+        }
+      ]
+    })
+    vi.mocked(getQuestionAnswers).mockResolvedValue({
+      run_id: "run-1",
+      question_id: 4,
+      question_number: 1,
+      question_text: "What is RAM?",
+      max_points: 2,
+      items: [
+        {
+          answer_id: 1,
+          student_id: 1,
+          student_name: "Ada Lovelace",
+          student_code: "S1",
+          email: "ada@example.test",
+          answer_text: "RAM is volatile.",
+          llm_score: 1,
+          observed_score: null,
+          human_score: null,
+          final_score: null,
+          review_status: "pending",
+          review_required: true,
+          accepted_llm: false,
+          reviewed_at: null,
+          processing_status: "graded",
+          llm_feedback: null
+        }
+      ],
+      pagination: { page: 1, page_size: 500, total: 1 }
+    })
+  })
+
+  afterEach(cleanup)
+
+  it("uses the category chosen on the overview without adding filter controls to the review page", async () => {
+    render(
+      <MemoryRouter initialEntries={["/review-live/run-1/4?scores=1"]}>
+        <Routes>
+          <Route path="/review-live/:runId/:questionId" element={<BackendReviewPage />} />
+        </Routes>
+      </MemoryRouter>
+    )
+
+    await waitFor(() =>
+      expect(getQuestionAnswers).toHaveBeenCalledWith("run-1", 4, 1, 500, {
+        scoreScale: "full",
+        predictedScores: [1]
+      })
+    )
+    expect(screen.queryByText("AI-predicted grades to review")).not.toBeInTheDocument()
+    expect(screen.getByText("RAM is volatile.")).toBeInTheDocument()
+
+    fireEvent.click(screen.getByRole("button", { name: "Next" }))
+
+    await waitFor(() =>
+      expect(getQuestionAnswers).toHaveBeenCalledWith("run-1", 5, 1, 500, {
+        scoreScale: "full",
+        predictedScores: [1]
+      })
+    )
+  })
+
+  it("shows AI feedback in a separate card below the student response", async () => {
+    vi.mocked(getQuestionAnswers).mockResolvedValue({
+      run_id: "run-1",
+      question_id: 4,
+      question_number: 1,
+      question_text: "What is RAM?",
+      max_points: 2,
+      items: [
+        {
+          answer_id: 1,
+          student_id: 1,
+          student_name: "Ada Lovelace",
+          student_code: "S1",
+          email: "ada@example.test",
+          answer_text: "RAM is volatile.",
+          llm_score: 1,
+          observed_score: null,
+          human_score: null,
+          final_score: null,
+          review_status: "pending",
+          review_required: true,
+          accepted_llm: false,
+          reviewed_at: null,
+          processing_status: "graded",
+          llm_feedback: "- Correct: mentions volatility."
+        }
+      ],
+      pagination: { page: 1, page_size: 500, total: 1 }
+    })
+
+    render(
+      <MemoryRouter initialEntries={["/review-live/run-1/4"]}>
+        <Routes>
+          <Route path="/review-live/:runId/:questionId" element={<BackendReviewPage />} />
+        </Routes>
+      </MemoryRouter>
+    )
+
+    const studentHeading = await screen.findByText("Student Response")
+    const feedbackHeading = screen.getByText("AI Feedback")
+
+    expect(studentHeading.closest("section")).not.toHaveTextContent("- Correct: mentions volatility.")
+    expect(feedbackHeading.closest("section")).toHaveTextContent("- Correct: mentions volatility.")
+  })
+
+  it("treats All AI grades as an unfiltered queue and advances through its answers first", async () => {
+    vi.mocked(getQuestionAnswers).mockResolvedValue({
+      run_id: "run-1",
+      question_id: 4,
+      question_number: 1,
+      question_text: "What is RAM?",
+      max_points: 2,
+      items: [
+        {
+          answer_id: 1,
+          student_id: 1,
+          student_name: "Ada Lovelace",
+          student_code: "S1",
+          email: "ada@example.test",
+          answer_text: "RAM is volatile.",
+          llm_score: 1,
+          observed_score: null,
+          human_score: null,
+          final_score: null,
+          review_status: "pending",
+          review_required: true,
+          accepted_llm: false,
+          reviewed_at: null,
+          processing_status: "graded",
+          llm_feedback: null
+        },
+        {
+          answer_id: 2,
+          student_id: 2,
+          student_name: "Grace Hopper",
+          student_code: "S2",
+          email: "grace@example.test",
+          answer_text: "Second RAM answer.",
+          llm_score: 2,
+          observed_score: null,
+          human_score: null,
+          final_score: null,
+          review_status: "pending",
+          review_required: true,
+          accepted_llm: false,
+          reviewed_at: null,
+          processing_status: "graded",
+          llm_feedback: null
+        }
+      ],
+      pagination: { page: 1, page_size: 500, total: 2 }
+    })
+
+    render(
+      <MemoryRouter initialEntries={["/review-live/run-1/4"]}>
+        <Routes>
+          <Route path="/review-live/:runId/:questionId" element={<BackendReviewPage />} />
+        </Routes>
+      </MemoryRouter>
+    )
+
+    await waitFor(() =>
+      expect(getQuestionAnswers).toHaveBeenCalledWith("run-1", 4, 1, 500, {
+        scoreScale: "full",
+        predictedScores: undefined
+      })
+    )
+    expect(screen.getByText("RAM is volatile.")).toBeInTheDocument()
+
+    fireEvent.click(screen.getByRole("button", { name: "Next" }))
+
+    expect(await screen.findByText("Second RAM answer.")).toBeInTheDocument()
+    expect(getQuestionAnswers).not.toHaveBeenCalledWith(
+      "run-1",
+      5,
+      expect.anything(),
+      expect.anything(),
+      expect.anything()
+    )
+  })
+
+  it("uses whole-number grouping when deciding the next matching question", async () => {
+    vi.mocked(getRunQuestions).mockResolvedValue({
+      run_id: "run-1",
+      items: [
+        {
+          question_id: 4,
+          question_number: 1,
+          question_text: "What is RAM?",
+          max_points: 2,
+          attempted_count: 1,
+          reviewed_count: 0,
+          pending_review_count: 1,
+          avg_llm_score: 2,
+          avg_final_score: null,
+          predicted_score_counts: [{ score: 2, count: 1 }]
+        },
+        {
+          question_id: 5,
+          question_number: 2,
+          question_text: "What is an algorithm?",
+          max_points: 2,
+          attempted_count: 1,
+          reviewed_count: 0,
+          pending_review_count: 1,
+          avg_llm_score: 1.5,
+          avg_final_score: null,
+          predicted_score_counts: [{ score: 1.5, count: 1 }]
+        }
+      ]
+    })
+
+    render(
+      <MemoryRouter initialEntries={["/review-live/run-1/4?scale=whole&scores=2"]}>
+        <Routes>
+          <Route path="/review-live/:runId/:questionId" element={<BackendReviewPage />} />
+        </Routes>
+      </MemoryRouter>
+    )
+
+    await waitFor(() =>
+      expect(getQuestionAnswers).toHaveBeenCalledWith("run-1", 4, 1, 500, {
+        scoreScale: "whole",
+        predictedScores: [2]
+      })
+    )
+
+    fireEvent.click(screen.getByRole("button", { name: "Next" }))
+
+    await waitFor(() =>
+      expect(getQuestionAnswers).toHaveBeenCalledWith("run-1", 5, 1, 500, {
+        scoreScale: "whole",
+        predictedScores: [2]
+      })
+    )
+  })
+
+  it("returns to the overview with the active scale", async () => {
+    render(
+      <MemoryRouter initialEntries={["/review-live/run-1/4?scale=whole&scores=1"]}>
+        <Routes>
+          <Route path="/review-live/:runId/:questionId" element={<BackendReviewPage />} />
+          <Route path="/overview-live/:runId" element={<LocationProbe />} />
+        </Routes>
+      </MemoryRouter>
+    )
+
+    fireEvent.click((await screen.findByText("Back")).closest("button")!)
+
+    expect(await screen.findByText("/overview-live/run-1?scale=whole")).toBeInTheDocument()
+  })
+})

asyst-ui/src/pages/BackendReviewPage.tsx

+import { useEffect, useMemo, useState } from "react"
+import { useNavigate, useParams, useSearchParams } from "react-router-dom"
+
+import AppFrame from "../components/AppFrame"
+import {
+  getQuestionAnswers,
+  getRunQuestions,
+  reviewAnswer,
+  type LabelScaleKey,
+  type QuestionAnswerRow,
+  type RunQuestionSummary
+} from "../services/sessionsApi"
+
+function BackendReviewPage() {
+  const { runId, questionId } = useParams<{ runId: string; questionId: string }>()
+  const navigate = useNavigate()
+  const [searchParams] = useSearchParams()
+
+  const scoreScale: LabelScaleKey = searchParams.get("scale") === "whole" ? "whole" : "full"
+  const selectedScoreParam = searchParams.get("scores") ?? ""
+  const selectedPredictedScores = useMemo(
+    () => selectedScoreParam.trim() === ""
+      ? []
+      : selectedScoreParam
+          .split(",")
+          .map(value => Number(value))
+          .filter(value => Number.isFinite(value)),
+    [selectedScoreParam]
+  )
+  const reviewQueryString = searchParams.toString()
+
+  const [questions, setQuestions] = useState<RunQuestionSummary[]>([])
+  const [activeQuestion, setActiveQuestion] = useState<RunQuestionSummary | null>(null)
+  const [answers, setAnswers] = useState<QuestionAnswerRow[]>([])
+  const [index, setIndex] = useState(0)
+  const [overrideValue, setOverrideValue] = useState<string>("")
+  const [isScoreEdited, setIsScoreEdited] = useState(false)
+  const [isSaving, setIsSaving] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+
+  useEffect(() => {
+    if (!runId) return
+
+    let cancelled = false
+
+    const loadQuestions = async () => {
+      try {
+        const data = await getRunQuestions(runId)
+        if (cancelled) return
+        setQuestions(data.items)
+
+        const requestedId = Number(questionId)
+        const selected =
+          data.items.find(item => item.question_id === requestedId) ?? data.items[0] ?? null
+
+        if (selected && selected.question_id !== requestedId) {
+          navigate(
+            `/review-live/${encodeURIComponent(runId)}/${encodeURIComponent(String(selected.question_id))}${reviewQueryString ? `?${reviewQueryString}` : ""}`,
+            { replace: true }
+          )
+        }
+
+        setActiveQuestion(selected)
+      } catch (err) {
+        if (cancelled) return
+        setError(err instanceof Error ? err.message : "Unable to load question list")
+      }
+    }
+
+    loadQuestions()
+    return () => {
+      cancelled = true
+    }
+  }, [runId, questionId, navigate, reviewQueryString])
+
+  useEffect(() => {
+    if (!runId || !activeQuestion) return
+
+    let cancelled = false
+
+    const loadAnswers = async () => {
+      try {
+        const filters = {
+          scoreScale,
+          predictedScores: selectedPredictedScores.length > 0 ? selectedPredictedScores : undefined
+        }
+        const first = await getQuestionAnswers(runId, activeQuestion.question_id, 1, 500, filters)
+        if (cancelled) return
+        let rows = [...first.items]
+        const totalPages = Math.max(1, Math.ceil(first.pagination.total / first.pagination.page_size))
+        for (let page = 2; page <= totalPages; page += 1) {
+          const next = await getQuestionAnswers(runId, activeQuestion.question_id, page, 500, filters)
+          if (cancelled) return
+          rows = rows.concat(next.items)
+        }
+
+        setAnswers(rows)
+        setIndex(0)
+        setOverrideValue("")
+        setError(null)
+      } catch (err) {
+        if (cancelled) return
+        setError(err instanceof Error ? err.message : "Unable to load answers")
+      }
+    }
+
+    loadAnswers()
+    return () => {
+      cancelled = true
+    }
+  }, [runId, activeQuestion, scoreScale, selectedPredictedScores])
+
+  const current = useMemo(() => {
+    if (answers.length === 0) return null
+    return answers[Math.min(index, answers.length - 1)]
+  }, [answers, index])
+
+  useEffect(() => {
+    if (!current) return
+    setOverrideValue("")
+    setIsScoreEdited(false)
+  }, [current])
+
+  const handleAccept = async () => {
+    if (!current) return
+    setIsSaving(true)
+    try {
+      const updated = await reviewAnswer(current.answer_id, { action: "accept_llm" })
+      setAnswers(prev =>
+        prev.map(item =>
+          item.answer_id === current.answer_id
+            ? {
+                ...item,
+                review_status: updated.review_status,
+                review_required: updated.review_required,
+                accepted_llm: updated.accepted_llm,
+                final_score: updated.final_score,
+                human_score: updated.human_score,
+                reviewed_at: updated.reviewed_at,
+                llm_score: updated.llm_score,
+                processing_status: updated.processing_status
+              }
+            : item
+        )
+      )
+      setOverrideValue("")
+      setIsScoreEdited(false)
+      setError(null)
+    } catch (err) {
+      setError(err instanceof Error ? err.message : "Unable to accept score")
+    } finally {
+      setIsSaving(false)
+    }
+  }
+
+  const handleOverride = async () => {
+    if (!current) return
+    if (current.review_required) {
+      setError("Please mark this answer as Reviewed before saving")
+      return
+    }
+
+    if (!isScoreEdited && current.human_score === null) {
+      await handleAccept()
+      return
+    }
+
+    if (!isScoreEdited && current.human_score !== null) {
+      setError("Enter a new score in the textbox to update Your Score")
+      return
+    }
+
+    const value = overrideValue.trim()
+    if (!/^\d+(\.\d{1,2})?$/.test(value)) {
+      setError("Please enter a valid score with up to 2 decimal places (e.g., 4.53)")
+      return
+    }
+
+    const parsed = Number(value)
+    if (Number.isNaN(parsed) || parsed < 0) {
+      setError("Final score must be a valid number greater than or equal to 0")
+      return
+    }
+
+    const maxPoints = activeQuestion?.max_points
+    if (maxPoints !== null && maxPoints !== undefined && parsed > maxPoints) {
+      setError(`Final score cannot be greater than max points (${maxPoints})`)
+      return
+    }
+
+    setIsSaving(true)
+    try {
+      const updated = await reviewAnswer(current.answer_id, {
+        action: "override_score",
+        human_score: parsed
+      })
+      setAnswers(prev =>
+        prev.map(item =>
+          item.answer_id === current.answer_id
+            ? {
+                ...item,
+                review_status: updated.review_status,
+                review_required: updated.review_required,
+                accepted_llm: updated.accepted_llm,
+                final_score: updated.final_score,
+                human_score: updated.human_score,
+                reviewed_at: updated.reviewed_at,
+                llm_score: updated.llm_score,
+                processing_status: updated.processing_status
+              }
+            : item
+        )
+      )
+      setOverrideValue("")
+      setIsScoreEdited(false)
+      setError(null)
+    } catch (err) {
+      setError(err instanceof Error ? err.message : "Unable to save override")
+    } finally {
+      setIsSaving(false)
+    }
+  }
+
+  if (!runId) {
+    return (
+      <AppFrame>
+        <p className="rounded-xl bg-[var(--surface-container-low)] p-8 text-sm text-[var(--on-surface-variant)]">
+          Missing run id.
+        </p>
+      </AppFrame>
+    )
+  }
+
+  const activeQuestionIndex = questions.findIndex(question => question.question_id === activeQuestion?.question_id)
+  const questionMatchesFilter = (question: RunQuestionSummary) =>
+    selectedPredictedScores.length === 0
+      ? question.attempted_count > 0
+      : selectedPredictedScores.some(selected =>
+          question.predicted_score_counts.some(
+            category => {
+              const categoryScore = scoreScale === "whole" ? Math.floor(category.score + 0.5) : category.score
+              return Math.abs(categoryScore - selected) < 0.001 && category.count > 0
+            }
+          )
+        )
+  const previousQuestion = activeQuestionIndex > 0
+    ? [...questions.slice(0, activeQuestionIndex)].reverse().find(questionMatchesFilter) ?? null
+    : null
+  const nextQuestion = activeQuestionIndex >= 0
+    ? questions.slice(activeQuestionIndex + 1).find(questionMatchesFilter) ?? null
+    : null
+  const isFirst = index <= 0 && previousQuestion === null
+  const isLast = (answers.length === 0 || index >= answers.length - 1) && nextQuestion === null
+
+  const navigateToQuestion = (question: RunQuestionSummary) => {
+    navigate(
+      `/review-live/${encodeURIComponent(runId)}/${encodeURIComponent(String(question.question_id))}${reviewQueryString ? `?${reviewQueryString}` : ""}`
+    )
+  }
+
+  const overviewUrl = `/overview-live/${encodeURIComponent(runId)}?scale=${encodeURIComponent(scoreScale)}`
+
+  const handlePrevious = () => {
+    if (index > 0) {
+      setIndex(currentIndex => currentIndex - 1)
+    } else if (previousQuestion) {
+      navigateToQuestion(previousQuestion)
+    }
+  }
+
+  const handleNext = () => {
+    if (index < answers.length - 1) {
+      setIndex(currentIndex => currentIndex + 1)
+    } else if (nextQuestion) {
+      navigateToQuestion(nextQuestion)
+    }
+  }
+
+  return (
+    <AppFrame>
+      <section className="grid grid-cols-1 items-start gap-10 lg:grid-cols-12 lg:gap-10">
+        <aside className="hidden lg:col-span-2 lg:block lg:sticky lg:top-28">
+          <div className="space-y-5">
+            <button
+              type="button"
+              onClick={() => navigate(overviewUrl)}
+              className="group flex items-center gap-2 text-slate-500 transition-colors hover:text-[var(--primary)]"
+            >
+              <span className="material-symbols-outlined !text-lg">arrow_back</span>
+              <span className="label-meta">Back</span>
+            </button>
+
+            <h3 className="label-meta text-slate-400">Questions</h3>
+            <div className="space-y-2">
+              {questions.map(question => {
+                const active = question.question_id === activeQuestion?.question_id
+                return (
+                  <button
+                    key={question.question_id}
+                    type="button"
+                    onClick={() =>
+                      navigate(
+                        `/review-live/${encodeURIComponent(runId)}/${encodeURIComponent(String(question.question_id))}${reviewQueryString ? `?${reviewQueryString}` : ""}`
+                      )
+                    }
+                    className={[
+                      "flex w-full items-center gap-3 rounded-lg px-3 py-2 text-left text-xs transition-colors",
+                      active
+                        ? "bg-[var(--primary-fixed)] text-[var(--on-primary-fixed-variant)]"
+                        : "text-[var(--on-surface-variant)] hover:bg-[var(--surface-container-low)]"
+                    ].join(" ")}
+                  >
+                    <span className="font-semibold">Q{question.question_number}</span>
+                    <span className="line-clamp-1">{question.question_text}</span>
+                  </button>
+                )
+              })}
+            </div>
+          </div>
+        </aside>
+
+        <div className="space-y-8 lg:col-span-6">
+          <section>
+            <span className="inline-flex rounded-full bg-[var(--secondary-container)] px-3 py-1 text-[10px] font-bold uppercase tracking-wider text-[var(--on-secondary-container)]">
+              Historical Context
+            </span>
+            <h1 className="brand-font mt-4 text-3xl font-extrabold leading-tight tracking-tight md:text-4xl">
+              {activeQuestion?.question_text ?? "Loading question..."}
+            </h1>
+            <div className="mt-6 flex flex-wrap items-center gap-5 text-sm text-slate-500">
+              <div className="flex items-center gap-2">
+                <span className="material-symbols-outlined">assignment</span>
+                <span>Max Points: {activeQuestion?.max_points ?? "-"}</span>
+              </div>
+              <div className="flex items-center gap-2">
+                <span className="material-symbols-outlined">person</span>
+                <span>Student: {current?.student_name ?? "N/A"}</span>
+              </div>
+            </div>
+          </section>
+
+          {current ? (
+            <div className="space-y-5">
+              <section className="soft-card border-l-4 border-[rgb(123_19_24_/_20%)] p-6 md:p-10">
+                <div className="mb-6 flex items-center justify-between gap-4">
+                  <h2 className="label-meta text-slate-500">Student Response</h2>
+                  <p className="text-xs text-slate-500">Answer ID: {current.answer_id}</p>
+                </div>
+                <p className="text-base leading-relaxed text-[var(--on-surface)] md:text-lg">
+                  {current.answer_text}
+                </p>
+              </section>
+
+              {current.llm_feedback && (
+                <section className="soft-card border-l-4 border-sky-300 bg-sky-50/70 p-6 md:p-10">
+                  <div className="mb-4 flex items-center justify-between gap-4">
+                    <h2 className="label-meta text-sky-700">AI Feedback</h2>
+                  </div>
+                  <p className="whitespace-pre-line text-sm leading-relaxed text-slate-700 md:text-base">
+                    {current.llm_feedback}
+                  </p>
+                </section>
+              )}
+            </div>
+          ) : (
+            <div className="rounded-xl bg-[var(--surface-container-low)] p-8 text-sm text-[var(--on-surface-variant)]">
+              No answers available for this question.
+            </div>
+          )}
+        </div>
+
+        <aside className="space-y-5 lg:col-span-4 lg:sticky lg:top-28">
+          {current && (
+            <div className="soft-card border border-slate-100 p-6 md:p-8">
+              <h3 className="brand-font text-2xl font-bold">AI Grade Analysis</h3>
+
+              <div className="mt-6 rounded-lg bg-[var(--surface-container-low)] p-4">
+                <p className="text-sm text-slate-700">Agent Suggested Score: <strong>{current.llm_score ?? "-"}</strong></p>
+                {current.human_score !== null && (
+                  <p className="mt-1 text-sm text-slate-700">
+                    Your Score: <strong>{isScoreEdited && overrideValue.trim() !== "" ? overrideValue.trim() : current.human_score}</strong>
+                  </p>
+                )}
+              </div>
+
+              <div className="mt-4 space-y-3">
+                <label className="flex items-center gap-3 rounded-lg border border-slate-200 px-4 py-3 text-sm font-semibold text-[var(--on-surface)]">
+                  <input
+                    type="checkbox"
+                    checked={!current.review_required}
+                    disabled={isSaving}
+                    onChange={event => {
+                      const reviewed = event.target.checked
+                      setAnswers(prev =>
+                        prev.map(item =>
+                          item.answer_id === current.answer_id
+                            ? {
+                                ...item,
+                                review_required: !reviewed
+                              }
+                            : item
+                        )
+                      )
+                    }}
+                    className="h-4 w-4 rounded border-slate-300 text-[var(--primary)] focus:ring-[var(--primary)]"
+                  />
+                  Reviewed
+                </label>
+
+                <label className="block text-sm font-semibold text-[var(--on-primary-fixed-variant)]">
+                  <span className="mb-2 block">Set Final Score</span>
+                  <input
+                    type="text"
+                    inputMode="decimal"
+                    placeholder="e.g. 4.53"
+                    className="w-full rounded-lg border-none bg-[var(--surface-container-highest)] px-4 py-3 text-[var(--on-surface)] focus:ring-2 focus:ring-[var(--primary)]"
+                    value={overrideValue}
+                    onChange={event => {
+                      setOverrideValue(event.target.value)
+                      setIsScoreEdited(true)
+                    }}
+                  />
+                </label>
+
+                <button
+                  type="button"
+                  disabled={isSaving || current.review_required || (isScoreEdited && overrideValue.trim() === "")}
+                  onClick={handleOverride}
+                  className="w-full rounded-lg bg-[var(--surface-container-highest)] py-3 font-bold text-[var(--on-primary-fixed-variant)] transition-colors hover:bg-[var(--surface-container-high)] disabled:cursor-not-allowed disabled:opacity-40"
+                >
+                  Save Final Score
+                </button>
+              </div>
+            </div>
+          )}
+
+          <div className="flex gap-3">
+            <button
+              type="button"
+              onClick={handlePrevious}
+              disabled={isFirst}
+              className="flex-1 rounded-lg border border-slate-200 px-4 py-2 text-xs font-bold uppercase tracking-wider text-slate-500 transition-colors hover:bg-[var(--surface-container-low)] disabled:cursor-not-allowed disabled:opacity-40"
+            >
+              Prev
+            </button>
+            <button
+              type="button"
+              onClick={handleNext}
+              disabled={isLast}
+              className="flex-1 rounded-lg border border-slate-200 px-4 py-2 text-xs font-bold uppercase tracking-wider text-slate-500 transition-colors hover:bg-[var(--surface-container-low)] disabled:cursor-not-allowed disabled:opacity-40"
+            >
+              Next
+            </button>
+          </div>
+
+          {error && (
+            <p className="rounded-lg bg-[rgb(255_218_214_/_60%)] px-4 py-3 text-sm text-[var(--primary)]">
+              {error}
+            </p>
+          )}
+        </aside>
+      </section>
+    </AppFrame>
+  )
+}
+
+export default BackendReviewPage