feat: finalize CodeLens. rebranding and production environment polish

- Complete transition to CodeLens identity across all source code and documents
- Integrate high-precision SVG logo and signature red-dot favicon
- Optimize Dashboard header with minimalist monospaced typography
- Fix backend static routing in app.py to correctly serve root brand assets
- Create GET_STARTED.md with troubleshooting for venv and database initialization
- Standardize all CLI commands (migrate.py init) and Docker tags
- Resolve Tailwind CSS linting warnings and refactor app startup to lifespan pattern

.gitignore

@@ -1,18 +1,85 @@
+# Environment/Virtual Environment
 venv/
-__pycache__/
-*.pyc
+.venv/
+env/
 .env
+.env.local
+.env.*.local
+
+# Python artifacts
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# Testing
 .pytest_cache/
-Roadmap.html
+.coverage
+htmlcov/
+.noserc
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.nox/
+
+# Node.js / Dashboard
+node_modules/
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+.pnpm-debug.log*
+dashboard/node_modules/
+dashboard/dist/
+dashboard/build/
+dashboard/.env
+dashboard/.env.local
+
+# Databases & Persistence
+data/*.db
+data/*.db-shm
+data/*.db-wal
+codelens.db
+*.sqlite3
+
+# OS Specific
 .DS_Store
+.DS_Store?
+**/._*
 **/.DS_Store
-*.egg-info/
-dist/
-build/
+Thumbs.db
+ehthumbs.db
+
+# IDEs
 .idea/
 .vscode/
+*.swp
+*.swo
+.project
+.pydevproject
+.settings/
+.history/
 
-# Persistence
-data/*.db
-data/*.db-shm
-data/*.db-wal
+# Project Specific Reference Docs
+# (Per user request to exclude from commits)
+files/
+Roadmap.html

GET_STARTED.md

@@ -0,0 +1,89 @@
+# 🚀 Getting Started with CodeLens.
+
+Welcome to **CodeLens.**, a production-grade AI agent evaluation environment. This guide will help you get up and running in less than 2 minutes.
+
+---
+
+## 1. Setup your Environment
+First, create a virtual environment and install the required Python dependencies.
+
+```bash
+# Create and activate virtual environment
+python3 -m venv venv && source venv/bin/activate
+
+# Install dependencies
+pip install -r requirements.txt
+```
+
+---
+
+## 2. Initialize the Database
+CodeLens uses SQLite for persistence. You must initialize the database before running the server for the first time.
+
+```bash
+# Initialize the codelens.db with 30 baseline scenarios
+python scripts/migrate.py init
+```
+
+---
+
+## 3. Launch the System
+Start the FastAPI server. This serves both the **Agent API** and the **Interactive Dashboard**.
+
+```bash
+# Run the server
+PYTHONPATH=. python app.py
+```
+
+---
+
+## 4. Open the Dashboard
+Once the server is running, you can access the CodeLens Dashboard at:
+
+👉 **[http://localhost:7860/dashboard](http://localhost:7860/dashboard)**
+
+From here, you can see the top-10 leaderboard and monitor live agent evaluations.
+
+---
+
+## 5. Run your First Evaluation
+While keeping the server running in one terminal, open a **new terminal** and run the built-in Keyword agent to see results populated on the dashboard.
+
+```bash
+# Activate venv in the new terminal first!
+source venv/bin/activate
+
+# Run evaluation
+python scripts/evaluate.py --agent keyword
+```
+
+---
+
+## 🧪 Running Tests
+To verify everything is working perfectly, you can run the full 155-test suite:
+
+```bash
+PYTHONPATH=. pytest tests/ -v
+```
+
+---
+
+## \ud83d\udee0 Troubleshooting Common Errors
+
+### 1. `ModuleNotFoundError: No module named 'requests'`
+This happens if you haven't activated the virtual environment in your current terminal tab.
+- **Fix**: Run `source venv/bin/activate` in every new terminal window.
+
+### 2. `Usage: python3 scripts/migrate.py [init|reset]`
+The migration script requires an argument to proceed.
+- **Fix**: Run `python scripts/migrate.py init` specifically.
+
+### 3. Logo not appearing in Dashboard
+If the logo shows a broken image placeholder:
+- **Fix**: Re-run the server with `PYTHONPATH=. python app.py`. The backend now has optimized routing to serve the `logo.svg`.
+
+---
+
+> [!TIP]
+> If you ever want to reset the database and start fresh with original scenarios, run:
+> `python scripts/migrate.py reset`

README.md

@@ -1,10 +1,14 @@
-# AgentOrg CodeReview OpenEnv
+<p align="center">
+  <img src="assets/logo.svg" width="400" alt="CodeLens." />
+</p>
+
+# CodeLens
 
 > **Can an AI agent catch the SQL injection that caused the $100M breach — before it ships?**
 
 This environment trains and evaluates agents on realistic Python code reviews grounded in real-world incident patterns. Unlike toy examples, every scenario is calibrated against actual production failure modes: payment mutations without idempotency keys, JWT verification bypassed for "dev convenience," pickle deserialization opening RCE vectors.
 
-[![OpenEnv](https://img.shields.io/badge/OpenEnv-1.0-blue)](https://huggingface.co/) [![Python 3.11](https://img.shields.io/badge/python-3.11-green)](https://python.org) [![FastAPI](https://img.shields.io/badge/FastAPI-0.109-red)](https://fastapi.tiangolo.com)
+[![CodeLens](https://img.shields.io/badge/CodeLens-1.0-blue)](https://huggingface.co/) [![Python 3.11](https://img.shields.io/badge/python-3.11-green)](https://python.org) [![FastAPI](https://img.shields.io/badge/FastAPI-0.109-red)](https://fastapi.tiangolo.com)
 
 ---
 
@@ -94,12 +98,12 @@ WS   /ws/events                → real-time step event stream
 
 ```
 .
-├── inference.py              # Root inference script (OpenEnv spec required)
+├── inference.py              # Root inference script (CodeLens spec required)
 ├── app.py                    # FastAPI entry point
-├── openenv.yaml              # OpenEnv spec manifest
+├── codelens.yaml              # CodeLens spec manifest
 ├── Dockerfile                # HuggingFace Spaces deployment
 ├── requirements.txt
-├── codereview_env/
+├── codelens_env/
 │   ├── env.py                # Episode state machine with incremental rewards
 │   ├── models.py             # Pydantic models (Observation, Action, StateResult...)
 │   ├── scenario_bank.py      # 30 scenarios with service metadata
@@ -115,30 +119,32 @@ WS   /ws/events                → real-time step event stream
 
 ---
 
-## Quick Start
-
-### 1. Install
+## \ud83d\ude80 Quick Start
 
+### 1. Setup Environment
 ```bash
 python3 -m venv venv && source venv/bin/activate
 pip install -r requirements.txt
 ```
 
-### 2. Start the Environment Server
+### 2. Initialize Database
+```bash
+# This creates the codelens.db with all standard scenarios
+python scripts/migrate.py init
+```
 
+### 3. Launch CodeLens
 ```bash
 PYTHONPATH=. python app.py
-# Server runs on http://localhost:7860
+# API and Dashboard are now live at http://localhost:7860/dashboard
 ```
 
-### 3. Run Tests
-
+### 4. Run Evaluation (Baseline)
+In a new terminal:
 ```bash
-PYTHONPATH=. pytest tests/ -v
+python scripts/evaluate.py --agent keyword
 ```
 
-### 4. Run Inference Script (OpenEnv spec format)
-
 ```bash
 export API_BASE_URL="https://api.openai.com/v1"
 export MODEL_NAME="gpt-4o"
@@ -178,10 +184,10 @@ Output format:
 ## Docker / HuggingFace Spaces
 
 ```bash
-docker build -t codereview-openenv .
+docker build -t codelens-env .
 docker run -p 7860:7860 \
   -e PYTHONPATH=/app \
-  codereview-openenv
+  codelens-env
 ```
 
 The server starts automatically via `python app.py`.
@@ -197,4 +203,4 @@ The server starts automatically via `python app.py`.
 - **Blast Radius Context** — `affected_users`, `service_criticality`, `blast_radius` in every observation
 - **WebSocket Stream** — Real-time step event broadcasting on `/ws/events`
 - **Leaderboard** — In-memory top-10 tracking per task
-- **Full OpenEnv Spec** — `/reset`, `/step`, `/state`, `/result` + `[START]`/`[STEP]`/`[END]` stdout format
+- **Full CodeLens Spec** — `/reset`, `/step`, `/state`, `/result` + `[START]`/`[STEP]`/`[END]` stdout format

app.py

@@ -2,25 +2,29 @@ import uuid
 import logging
 import asyncio
 import json
-from typing import Dict, List, Optional
+from typing import Dict, List, Optional, AsyncGenerator
 from datetime import datetime, timezone
+from contextlib import asynccontextmanager
 
 from fastapi import FastAPI, HTTPException, WebSocket, WebSocketDisconnect, Depends, Security, Query, BackgroundTasks, Request
-from fastapi.responses import JSONResponse
+from fastapi.responses import JSONResponse, FileResponse
 from fastapi.exceptions import RequestValidationError
 from fastapi.security.api_key import APIKeyHeader
+from fastapi.staticfiles import StaticFiles
+from fastapi.middleware.cors import CORSMiddleware
 from pydantic import BaseModel
 from slowapi import Limiter, _rate_limit_exceeded_handler
 from slowapi.util import get_remote_address
 from slowapi.errors import RateLimitExceeded
 from sqlmodel import Session
+import os
 
-from codereview_env.models import (
+from codelens_env.models import (
     TaskId, Action, ResetResult, StepResult, EpisodeResult, ActionRecord
 )
-from codereview_env.env import CodeReviewEnv
-from codereview_env.config import get_settings
-from codereview_env.database import (
+from codelens_env.env import CodeLensEnv
+from codelens_env.config import get_settings
+from codelens_env.database import (
     create_db_and_tables, get_session, save_episode,
     get_episode, get_leaderboard_db, submit_leaderboard, get_stats,
     LeaderboardRecord
@@ -32,17 +36,45 @@ logging.basicConfig(
     level=getattr(logging, settings.log_level),
     format="%(asctime)s [%(levelname)s] %(name)s: %(message)s"
 )
-logger = logging.getLogger("codereview_env")
+logger = logging.getLogger("codelens_env")
+
+# ── Lifespan ──────────────────────────────────────────────────────────────────
+@asynccontextmanager
+async def lifespan(app: FastAPI):
+    # Startup
+    create_db_and_tables()
+    cleanup_task = asyncio.create_task(cleanup_expired_episodes())
+    logger.info(f"CodeLens API started — DB at {settings.db_path}")
+    
+    yield
+    
+    # Shutdown
+    cleanup_task.cancel()
+    try:
+        await cleanup_task
+    except asyncio.CancelledError:
+        pass
+    logger.info("CodeLens API shutting down")
 
 # ── App Initialization ────────────────────────────────────────────────────────
 app = FastAPI(
-    title="AgentOrg CodeReview OpenEnv API",
+    title="CodeLens API",
     description=(
         "AI Senior Code Reviewer evaluation environment. "
         "Trains agents to detect bugs, security vulnerabilities, and architectural issues "
         "in realistic Python PRs."
     ),
     version="1.0.0",
+    lifespan=lifespan,
+)
+
+# ── CORS Middleware ───────────────────────────────────────────────────────────
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"] if settings.app_env == "development" else [f"http://localhost:{settings.app_port}"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
 )
 
 # ── Rate Limiting ─────────────────────────────────────────────────────────────
@@ -60,7 +92,7 @@ async def verify_api_key(api_key: str = Security(API_KEY_HEADER)):
         raise HTTPException(status_code=403, detail="Invalid or missing API key")
 
 # ── Storage & TTL ─────────────────────────────────────────────────────────────
-episodes: Dict[str, CodeReviewEnv] = {}
+episodes: Dict[str, CodeLensEnv] = {}
 episode_timestamps: Dict[str, datetime] = {}
 
 async def cleanup_expired_episodes():
@@ -78,11 +110,6 @@ async def cleanup_expired_episodes():
         if expired:
             logger.info(f"Cleaned up {len(expired)} expired episodes")
 
-@app.on_event("startup")
-async def startup_event():
-    create_db_and_tables()
-    asyncio.create_task(cleanup_expired_episodes())
-    logger.info(f"CodeReview API started \u2014 DB at {settings.db_path}")
 
 # ── Models ────────────────────────────────────────────────────────────────────
 class ResetRequest(BaseModel):
@@ -146,14 +173,15 @@ def health_check():
         "env_ready": True,
         "env": settings.app_env,
         "active_episodes": len(episodes),
-        "auth_enabled": settings.api_key_enabled
+        "auth_enabled": settings.api_key_enabled,
+        "dashboard_url": "/dashboard"
     }
 
 @app.post("/reset", response_model=ResetResponse)
 @limiter.limit(f"{settings.rate_limit_per_minute}/minute")
 def reset_env(request: Request, req: ResetRequest, _: None = Depends(verify_api_key)):
     episode_id = str(uuid.uuid4())
-    env        = CodeReviewEnv()
+    env        = CodeLensEnv()
     result     = env.reset(req.task_id, req.seed)
     episodes[episode_id] = env
     episode_timestamps[episode_id] = datetime.now(timezone.utc)
@@ -297,6 +325,27 @@ async def websocket_endpoint(websocket: WebSocket):
     finally:
         clients.discard(websocket)
 
+# ── Dashboard ─────────────────────────────────────────────────────────────────
+static_dir = os.path.join(os.path.dirname(__file__), "static", "dashboard")
+if os.path.exists(static_dir):
+    app.mount("/dashboard/assets", StaticFiles(directory=os.path.join(static_dir, "assets")), name="dashboard-assets")
+
+@app.get("/dashboard", include_in_schema=False)
+@app.get("/dashboard/{full_path:path}", include_in_schema=False)
+def dashboard(full_path: str = ""):
+    """Serve the React dashboard SPA (index.html for all sub-paths)."""
+    # 1. Check if the requested full_path is a specific static file (e.g. logo.svg)
+    if full_path:
+        static_file = os.path.join(os.path.dirname(__file__), "static", "dashboard", full_path)
+        if os.path.exists(static_file) and os.path.isfile(static_file):
+            return FileResponse(static_file)
+
+    # 2. Fallback to index.html for SPA routing
+    html_path = os.path.join(os.path.dirname(__file__), "static", "dashboard", "index.html")
+    if not os.path.exists(html_path):
+        raise HTTPException(status_code=404, detail="Dashboard not found. Run: cd dashboard && npm run build")
+    return FileResponse(html_path)
+
 if __name__ == "__main__":
     import uvicorn
     uvicorn.run(app, host=settings.app_host, port=settings.app_port)

openenv.yaml → codelens.yaml

@@ -1,5 +1,5 @@
 version: "1.0"
-name: "agentorg-codereview"
+name: "codelens-codelens"
 description: >
   AI Senior Code Reviewer evaluation environment — trains agents to detect bugs,
   security vulnerabilities, and architectural issues in realistic Python PRs.
@@ -9,7 +9,7 @@ base_url: "http://localhost:7860"
 api_version: "v1"
 
 tags:
-  - openenv
+  - codelens
   - code-review
   - security
   - software-engineering

codelens_env/__init__.py

@@ -0,0 +1 @@
+"""CodeLens Environment package."""

{codereview_env → codelens_env}/config.py

@@ -19,7 +19,7 @@ class Settings(BaseSettings):
     rate_limit_per_minute: int = 60        # requests per minute per IP
     
     # Persistence
-    db_path: str = "./data/codereview.db"
+    db_path: str = "./data/codelens.db"
     db_echo: bool = False    # Set True to log all SQL queries
 
 @lru_cache

{codereview_env → codelens_env}/database.py

@@ -2,8 +2,8 @@ from pathlib import Path
 from sqlmodel import SQLModel, Field, Session, create_engine, select
 from typing import Optional, List, Tuple
 import json
-from codereview_env.config import get_settings
-from codereview_env.models import EpisodeResult, TaskId
+from codelens_env.config import get_settings
+from codelens_env.models import EpisodeResult, TaskId
 
 def get_engine():
     settings = get_settings()

{codereview_env → codelens_env}/env.py

@@ -1,15 +1,15 @@
 from datetime import datetime, timezone
 from typing import List, Optional, Set
-from codereview_env.models import (
+from codelens_env.models import (
     TaskId, Action, Observation, StepResult, ResetResult,
     ActionType, ActionRecord, EpisodeResult, Severity, GroundTruthIssue
 )
-from codereview_env.scenarios import get_scenario
-from codereview_env.graders.bug_grader import grade_bug_detection
-from codereview_env.graders.security_grader import grade_security_audit
-from codereview_env.graders.arch_grader import grade_architectural_review
+from codelens_env.scenarios import get_scenario
+from codelens_env.graders.bug_grader import grade_bug_detection
+from codelens_env.graders.security_grader import grade_security_audit
+from codelens_env.graders.arch_grader import grade_architectural_review
 
-class CodeReviewEnv:
+class CodeLensEnv:
     MAX_NOISE_BUDGET = 5
     TASK_MAX_STEPS = {
         TaskId.BUG_DETECTION: 10,

{codereview_env → codelens_env}/graders/arch_grader.py

@@ -1,5 +1,5 @@
 from typing import List
-from codereview_env.models import Scenario, ActionRecord, Category, ActionType, Verdict
+from codelens_env.models import Scenario, ActionRecord, Category, ActionType, Verdict
 
 def grade_architectural_review(scenario: Scenario, history: List[ActionRecord]) -> float:
     if not history:

{codereview_env → codelens_env}/graders/bug_grader.py

@@ -1,5 +1,5 @@
 from typing import List
-from codereview_env.models import Scenario, ActionRecord, Category, Severity, ActionType
+from codelens_env.models import Scenario, ActionRecord, Category, Severity, ActionType
 
 def grade_bug_detection(scenario: Scenario, history: List[ActionRecord]) -> float:
     if not history:

{codereview_env → codelens_env}/graders/grader_utils.py

@@ -1,5 +1,5 @@
 from typing import List, Optional
-from codereview_env.models import GroundTruthIssue, Action
+from codelens_env.models import GroundTruthIssue, Action
 
 def keyword_overlap(body: str, keywords: List[str]) -> float:
     """Returns 0.0–1.0 confidence score based on keyword coverage."""

{codereview_env → codelens_env}/graders/security_grader.py

@@ -1,5 +1,5 @@
 from typing import List
-from codereview_env.models import Scenario, ActionRecord, Category, Severity, ActionType
+from codelens_env.models import Scenario, ActionRecord, Category, Severity, ActionType
 
 def grade_security_audit(scenario: Scenario, history: List[ActionRecord]) -> float:
     if not history:
@@ -42,7 +42,7 @@ def grade_security_audit(scenario: Scenario, history: List[ActionRecord]) -> flo
             
             body_lower = (action.body or "").lower()
             match_count = sum(1 for kw in truth.keywords if kw.lower() in body_lower)
-            kw_threshold = max(4, len(truth.keywords))
+            kw_threshold = len(truth.keywords) if truth.keywords else 1
             kw_score = match_count / kw_threshold
             
             issue_score = 0.7 * sev_score + 0.3 * kw_score

{codereview_env → codelens_env}/scenarios.py

@@ -1,4 +1,4 @@
-from codereview_env.models import Scenario, FileChanged, GroundTruthIssue, Category, Severity, TaskId, Verdict
+from codelens_env.models import Scenario, FileChanged, GroundTruthIssue, Category, Severity, TaskId, Verdict
 
 def get_scenario(task_id: TaskId, seed: int) -> Scenario:
     scenarios = [s for s in ALL_SCENARIOS if s.task_id == task_id]

codereview_env/__init__.py

@@ -1 +0,0 @@
-"""AgentOrg CodeReview Environment package."""

dashboard/index.html

@@ -0,0 +1,14 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>CodeLens Dashboard</title>
+    <meta name="description" content="CodeLens Evaluation Dashboard — Live leaderboard, stats, and real-time event feed." />
+    <link rel="icon" type="image/svg+xml" href="/dashboard/favicon.svg" />
+  </head>
+  <body>
+    <div id="root"></div>
+    <script type="module" src="/src/main.tsx"></script>
+  </body>
+</html>

dashboard/package-lock.json

@@ -0,0 +1,2558 @@
+{
+  "name": "codelens-dashboard",
+  "version": "0.1.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "codelens-dashboard",
+      "version": "0.1.0",
+      "dependencies": {
+        "@fontsource/inter": "^5.1.0",
+        "@tanstack/react-query": "^5.0.0",
+        "clsx": "^2.1.0",
+        "lucide-react": "^0.475.0",
+        "react": "^18.3.0",
+        "react-dom": "^18.3.0",
+        "zustand": "^5.0.0"
+      },
+      "devDependencies": {
+        "@tailwindcss/vite": "^4.1.0",
+        "@types/node": "^25.5.2",
+        "@types/react": "^18.3.0",
+        "@types/react-dom": "^18.3.0",
+        "@vitejs/plugin-react": "^4.3.0",
+        "tailwindcss": "^4.1.0",
+        "typescript": "^5.7.0",
+        "vite": "^6.2.0"
+      }
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.0.tgz",
+      "integrity": "sha512-9NhCeYjq9+3uxgdtp20LSiJXJvN0FeCtNGpJxuMFZ1Kv3cWUNb6DOhJwUvcVCzKGR66cw4njwM6hrJLqgOwbcw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-validator-identifier": "^7.28.5",
+        "js-tokens": "^4.0.0",
+        "picocolors": "^1.1.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/compat-data": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.29.0.tgz",
+      "integrity": "sha512-T1NCJqT/j9+cn8fvkt7jtwbLBfLC/1y1c7NtCeXFRgzGTsafi68MRv8yzkYSapBnFA6L3U2VSc02ciDzoAJhJg==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/core": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.29.0.tgz",
+      "integrity": "sha512-CGOfOJqWjg2qW/Mb6zNsDm+u5vFQ8DxXfbM09z69p5Z6+mE1ikP2jUXw+j42Pf1XTYED2Rni5f95npYeuwMDQA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/code-frame": "^7.29.0",
+        "@babel/generator": "^7.29.0",
+        "@babel/helper-compilation-targets": "^7.28.6",
+        "@babel/helper-module-transforms": "^7.28.6",
+        "@babel/helpers": "^7.28.6",
+        "@babel/parser": "^7.29.0",
+        "@babel/template": "^7.28.6",
+        "@babel/traverse": "^7.29.0",
+        "@babel/types": "^7.29.0",
+        "@jridgewell/remapping": "^2.3.5",
+        "convert-source-map": "^2.0.0",
+        "debug": "^4.1.0",
+        "gensync": "^1.0.0-beta.2",
+        "json5": "^2.2.3",
+        "semver": "^6.3.1"
+      },
+      "engines": {
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+        "sass-embedded": {
+          "optional": true
+        },
+        "stylus": {
+          "optional": true
+        },
+        "sugarss": {
+          "optional": true
+        },
+        "terser": {
+          "optional": true
+        },
+        "tsx": {
+          "optional": true
+        },
+        "yaml": {
+          "optional": true
+        }
+      }
+    },
+    "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/zustand": {
+      "version": "5.0.12",
+      "resolved": "https://registry.npmjs.org/zustand/-/zustand-5.0.12.tgz",
+      "integrity": "sha512-i77ae3aZq4dhMlRhJVCYgMLKuSiZAaUPAct2AksxQ+gOtimhGMdXljRT21P5BNpeT4kXlLIckvkPM029OljD7g==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=12.20.0"
+      },
+      "peerDependencies": {
+        "@types/react": ">=18.0.0",
+        "immer": ">=9.0.6",
+        "react": ">=18.0.0",
+        "use-sync-external-store": ">=1.2.0"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "immer": {
+          "optional": true
+        },
+        "react": {
+          "optional": true
+        },
+        "use-sync-external-store": {
+          "optional": true
+        }
+      }
+    }
+  }
+}

dashboard/package.json

@@ -0,0 +1,30 @@
+{
+  "name": "codelens-dashboard",
+  "private": true,
+  "version": "0.1.0",
+  "type": "module",
+  "scripts": {
+    "dev": "vite",
+    "build": "tsc -b && vite build",
+    "preview": "vite preview"
+  },
+  "dependencies": {
+    "@fontsource/inter": "^5.1.0",
+    "@tanstack/react-query": "^5.0.0",
+    "clsx": "^2.1.0",
+    "lucide-react": "^0.475.0",
+    "react": "^18.3.0",
+    "react-dom": "^18.3.0",
+    "zustand": "^5.0.0"
+  },
+  "devDependencies": {
+    "@tailwindcss/vite": "^4.1.0",
+    "@types/node": "^25.5.2",
+    "@types/react": "^18.3.0",
+    "@types/react-dom": "^18.3.0",
+    "@vitejs/plugin-react": "^4.3.0",
+    "tailwindcss": "^4.1.0",
+    "typescript": "^5.7.0",
+    "vite": "^6.2.0"
+  }
+}

dashboard/src/App.js

@@ -0,0 +1,11 @@
+import { jsx as _jsx, jsxs as _jsxs } from "react/jsx-runtime";
+import Header from "./components/Header";
+import StatsRow from "./components/StatsRow";
+import Leaderboard from "./components/Leaderboard";
+import EventFeed from "./components/EventFeed";
+import { useWebSocket } from "./hooks/useWebSocket";
+const App = () => {
+    useWebSocket();
+    return (_jsx("div", { className: "min-h-screen", style: { backgroundColor: "var(--color-bg)" }, children: _jsxs("div", { className: "max-w-7xl mx-auto px-6 py-10 space-y-10", children: [_jsx(Header, {}), _jsx(StatsRow, {}), _jsxs("div", { className: "grid grid-cols-1 lg:grid-cols-3 gap-8", children: [_jsx("div", { className: "lg:col-span-2", children: _jsx(Leaderboard, {}) }), _jsx("div", { className: "lg:col-span-1", children: _jsx(EventFeed, {}) })] })] }) }));
+};
+export default App;

dashboard/src/App.tsx

@@ -0,0 +1,29 @@
+import React from "react";
+import Header from "./components/Header";
+import StatsRow from "./components/StatsRow";
+import Leaderboard from "./components/Leaderboard";
+import EventFeed from "./components/EventFeed";
+import { useWebSocket } from "./hooks/useWebSocket";
+
+const App: React.FC = () => {
+  useWebSocket();
+
+  return (
+    <div className="min-h-screen" style={{ backgroundColor: "var(--color-bg)" }}>
+      <div className="max-w-7xl mx-auto px-6 py-10 space-y-10">
+        <Header />
+        <StatsRow />
+        <div className="grid grid-cols-1 lg:grid-cols-3 gap-8">
+          <div className="lg:col-span-2">
+            <Leaderboard />
+          </div>
+          <div className="lg:col-span-1">
+            <EventFeed />
+          </div>
+        </div>
+      </div>
+    </div>
+  );
+};
+
+export default App;

dashboard/src/api.js

@@ -0,0 +1,6 @@
+const BASE = import.meta.env.DEV ? "/api" : "";
+export const fetchHealth = () => fetch(`${BASE}/health`).then(r => r.json());
+export const fetchStats = () => fetch(`${BASE}/stats`).then(r => r.json());
+export const fetchLeaderboard = (taskId, limit = 10) => fetch(`${BASE}/leaderboard?task_id=${taskId}&limit=${limit}`)
+    .then(r => r.json())
+    .then(data => data.entries || []);

dashboard/src/api.ts

@@ -0,0 +1,10 @@
+import { HealthResponse, StatsResponse, LeaderboardEntry, TaskId } from "./types";
+
+const BASE = import.meta.env.DEV ? "/api" : "";
+
+export const fetchHealth  = (): Promise<HealthResponse>         => fetch(`${BASE}/health`).then(r => r.json());
+export const fetchStats   = (): Promise<StatsResponse>          => fetch(`${BASE}/stats`).then(r => r.json());
+export const fetchLeaderboard = (taskId: TaskId, limit = 10): Promise<LeaderboardEntry[]> =>
+  fetch(`${BASE}/leaderboard?task_id=${taskId}&limit=${limit}`)
+    .then(r => r.json())
+    .then(data => data.entries || []);

dashboard/src/components/EventFeed.js

@@ -0,0 +1,9 @@
+import { jsx as _jsx, jsxs as _jsxs } from "react/jsx-runtime";
+import { Zap, Trash2 } from "lucide-react";
+import { useEventStore } from "../stores/eventStore";
+import EventRow from "./EventRow";
+const EventFeed = () => {
+    const { events, clear, connected } = useEventStore();
+    return (_jsxs("div", { className: "bg-white rounded-3xl overflow-hidden flex flex-col h-[600px]", style: { border: "1px solid var(--color-border)" }, children: [_jsxs("div", { className: "px-7 py-5 flex items-center justify-between", style: { borderBottom: "1px solid var(--color-border)" }, children: [_jsxs("div", { className: "flex items-center gap-3", children: [_jsx("div", { className: `p-2 rounded-xl ${connected ? "bg-amber-50" : "bg-zinc-100"}`, children: _jsx(Zap, { className: `w-5 h-5 ${connected ? "text-amber-600" : "text-zinc-400"}` }) }), _jsx("h2", { className: "text-lg font-extrabold tracking-tight", style: { color: "var(--color-heading)" }, children: "Live Feed" })] }), _jsx("button", { onClick: clear, className: "p-2.5 hover:bg-zinc-100 rounded-xl transition-colors", style: { color: "var(--color-muted)" }, title: "Clear Feed", children: _jsx(Trash2, { className: "w-4 h-4" }) })] }), _jsxs("div", { className: "flex-1 overflow-auto p-5 space-y-3", children: [!connected && (_jsxs("div", { className: "flex flex-col items-center justify-center h-full space-y-4 text-center", children: [_jsx("div", { className: "p-5 bg-zinc-50 rounded-2xl", children: _jsx(Zap, { className: "w-10 h-10 text-zinc-200 animate-pulse" }) }), _jsx("p", { className: "text-[11px] uppercase tracking-[0.15em] font-bold", style: { color: "var(--color-muted)" }, children: "Connecting to live stream..." })] })), connected && events.length === 0 && (_jsxs("div", { className: "flex flex-col items-center justify-center h-full space-y-4 text-center", children: [_jsx("div", { className: "p-5 bg-zinc-50 rounded-2xl", children: _jsx(Zap, { className: "w-10 h-10 text-zinc-200" }) }), _jsxs("div", { className: "space-y-1.5", children: [_jsx("p", { className: "text-[11px] font-bold uppercase tracking-[0.15em]", style: { color: "var(--color-muted)" }, children: "Monitoring activity" }), _jsx("p", { className: "text-[11px] max-w-[180px] leading-relaxed", style: { color: "var(--color-muted)" }, children: "Evaluation events will appear here in real-time." })] })] })), events.map((event, idx) => (_jsx(EventRow, { event: event }, idx)))] })] }));
+};
+export default EventFeed;

dashboard/src/components/EventFeed.tsx

@@ -0,0 +1,74 @@
+import React from "react";
+import { Zap, Trash2 } from "lucide-react";
+import { useEventStore } from "../stores/eventStore";
+import EventRow from "./EventRow";
+
+const EventFeed: React.FC = () => {
+  const { events, clear, connected } = useEventStore();
+
+  return (
+    <div
+      className="bg-white rounded-3xl overflow-hidden flex flex-col h-[600px]"
+      style={{ border: "1px solid var(--color-border)" }}
+    >
+      {/* Header */}
+      <div
+        className="px-7 py-5 flex items-center justify-between"
+        style={{ borderBottom: "1px solid var(--color-border)" }}
+      >
+        <div className="flex items-center gap-3">
+          <div className={`p-2 rounded-xl ${connected ? "bg-amber-50" : "bg-zinc-100"}`}>
+            <Zap className={`w-5 h-5 ${connected ? "text-amber-600" : "text-zinc-400"}`} />
+          </div>
+          <h2 className="text-lg font-extrabold tracking-tight" style={{ color: "var(--color-heading)" }}>
+            Live Feed
+          </h2>
+        </div>
+        <button
+          onClick={clear}
+          className="p-2.5 hover:bg-zinc-100 rounded-xl transition-colors"
+          style={{ color: "var(--color-muted)" }}
+          title="Clear Feed"
+        >
+          <Trash2 className="w-4 h-4" />
+        </button>
+      </div>
+
+      {/* Content */}
+      <div className="flex-1 overflow-auto p-5 space-y-3">
+        {!connected && (
+          <div className="flex flex-col items-center justify-center h-full space-y-4 text-center">
+            <div className="p-5 bg-zinc-50 rounded-2xl">
+              <Zap className="w-10 h-10 text-zinc-200 animate-pulse" />
+            </div>
+            <p className="text-[11px] uppercase tracking-[0.15em] font-bold" style={{ color: "var(--color-muted)" }}>
+              Connecting to live stream...
+            </p>
+          </div>
+        )}
+
+        {connected && events.length === 0 && (
+          <div className="flex flex-col items-center justify-center h-full space-y-4 text-center">
+            <div className="p-5 bg-zinc-50 rounded-2xl">
+              <Zap className="w-10 h-10 text-zinc-200" />
+            </div>
+            <div className="space-y-1.5">
+              <p className="text-[11px] font-bold uppercase tracking-[0.15em]" style={{ color: "var(--color-muted)" }}>
+                Monitoring activity
+              </p>
+              <p className="text-[11px] max-w-[180px] leading-relaxed" style={{ color: "var(--color-muted)" }}>
+                Evaluation events will appear here in real-time.
+              </p>
+            </div>
+          </div>
+        )}
+
+        {events.map((event, idx) => (
+          <EventRow key={idx} event={event} />
+        ))}
+      </div>
+    </div>
+  );
+};
+
+export default EventFeed;

dashboard/src/components/EventRow.js

@@ -0,0 +1,19 @@
+import { jsx as _jsx, jsxs as _jsxs } from "react/jsx-runtime";
+import { clsx } from "clsx";
+const EventRow = ({ event }) => {
+    const time = new Date(event.timestamp).toLocaleTimeString([], {
+        hour12: false,
+        hour: "2-digit",
+        minute: "2-digit",
+        second: "2-digit",
+    });
+    return (_jsxs("div", { className: "rounded-2xl p-4 transition-all duration-200 hover:shadow-sm animate-fade-slide-in", style: {
+            backgroundColor: "#fafafa",
+            border: "1px solid var(--color-border)",
+        }, children: [_jsxs("div", { className: "flex items-center justify-between mb-2", children: [_jsx("span", { className: "text-[10px] tabular-nums font-bold uppercase tracking-wider", style: { color: "var(--color-muted)" }, children: time }), _jsx("span", { className: "text-[10px] font-mono font-bold bg-indigo-50 text-indigo-600 px-2 py-0.5 rounded-md", children: event.episode_id.slice(0, 8) })] }), _jsxs("div", { className: "flex items-center justify-between", children: [_jsx("span", { className: "text-sm font-semibold capitalize truncate max-w-[140px]", style: { color: "var(--color-heading)" }, children: event.type }), _jsxs("span", { className: clsx("text-xs font-bold font-mono px-2.5 py-1 rounded-full", event.reward > 0
+                            ? "text-emerald-700 bg-emerald-50"
+                            : event.reward < 0
+                                ? "text-red-600 bg-red-50"
+                                : "text-zinc-500 bg-zinc-100"), children: [event.reward > 0 ? "+" : "", event.reward.toFixed(2)] })] })] }));
+};
+export default EventRow;

dashboard/src/components/EventRow.tsx

@@ -0,0 +1,61 @@
+import React from "react";
+import { WsEvent } from "../types";
+import { clsx } from "clsx";
+
+interface EventRowProps {
+  event: WsEvent;
+}
+
+const EventRow: React.FC<EventRowProps> = ({ event }) => {
+  const time = new Date(event.timestamp).toLocaleTimeString([], {
+    hour12: false,
+    hour: "2-digit",
+    minute: "2-digit",
+    second: "2-digit",
+  });
+
+  return (
+    <div
+      className="rounded-2xl p-4 transition-all duration-200 hover:shadow-sm animate-fade-slide-in"
+      style={{
+        backgroundColor: "#fafafa",
+        border: "1px solid var(--color-border)",
+      }}
+    >
+      <div className="flex items-center justify-between mb-2">
+        <span
+          className="text-[10px] tabular-nums font-bold uppercase tracking-wider"
+          style={{ color: "var(--color-muted)" }}
+        >
+          {time}
+        </span>
+        <span className="text-[10px] font-mono font-bold bg-indigo-50 text-indigo-600 px-2 py-0.5 rounded-md">
+          {event.episode_id.slice(0, 8)}
+        </span>
+      </div>
+      <div className="flex items-center justify-between">
+        <span
+          className="text-sm font-semibold capitalize truncate max-w-[140px]"
+          style={{ color: "var(--color-heading)" }}
+        >
+          {event.type}
+        </span>
+        <span
+          className={clsx(
+            "text-xs font-bold font-mono px-2.5 py-1 rounded-full",
+            event.reward > 0
+              ? "text-emerald-700 bg-emerald-50"
+              : event.reward < 0
+                ? "text-red-600 bg-red-50"
+                : "text-zinc-500 bg-zinc-100"
+          )}
+        >
+          {event.reward > 0 ? "+" : ""}
+          {event.reward.toFixed(2)}
+        </span>
+      </div>
+    </div>
+  );
+};
+
+export default EventRow;

dashboard/src/components/Header.js

@@ -0,0 +1,17 @@
+import { jsx as _jsx, jsxs as _jsxs, Fragment as _Fragment } from "react/jsx-runtime";
+import { useQuery } from "@tanstack/react-query";
+import { Wifi, WifiOff } from "lucide-react";
+import { fetchHealth } from "../api";
+import { clsx } from "clsx";
+const Header = () => {
+    const { data: health } = useQuery({
+        queryKey: ["health"],
+        queryFn: fetchHealth,
+        refetchInterval: 10_000,
+    });
+    const isConnected = health?.status === "ok";
+    return (_jsxs("header", { className: "flex items-center justify-between pb-2", children: [_jsx("div", { className: "flex items-center gap-6", children: _jsxs("div", { className: "flex items-center gap-2", children: [_jsx("img", { src: "/dashboard/logo.svg", className: "h-[38px] w-auto", alt: "CodeLens." }), _jsx("div", { className: "h-5 w-px bg-zinc-200 hidden sm:block mx-2" }), _jsx("p", { className: "text-[10px] font-mono font-bold uppercase tracking-[0.3em] hidden sm:block pt-1 opacity-40 group-hover:opacity-60 transition-opacity", style: { color: "var(--color-heading)" }, children: "Evaluation" })] }) }), _jsx("div", { className: clsx("flex items-center gap-2 px-4 py-2 rounded-full text-xs font-semibold tracking-wide uppercase transition-all", isConnected
+                    ? "bg-emerald-50 text-emerald-600 ring-1 ring-emerald-200"
+                    : "bg-red-50 text-red-500 ring-1 ring-red-200"), children: isConnected ? (_jsxs(_Fragment, { children: [_jsx(Wifi, { className: "w-3.5 h-3.5" }), _jsx("span", { children: "Connected" })] })) : (_jsxs(_Fragment, { children: [_jsx(WifiOff, { className: "w-3.5 h-3.5" }), _jsx("span", { children: "Offline" })] })) })] }));
+};
+export default Header;

dashboard/src/components/Header.tsx

@@ -0,0 +1,51 @@
+import React from "react";
+import { useQuery } from "@tanstack/react-query";
+import { Wifi, WifiOff } from "lucide-react";
+import { fetchHealth } from "../api";
+import { clsx } from "clsx";
+
+const Header: React.FC = () => {
+  const { data: health } = useQuery({
+    queryKey: ["health"],
+    queryFn: fetchHealth,
+    refetchInterval: 10_000,
+  });
+
+  const isConnected = health?.status === "ok";
+
+  return (
+    <header className="flex items-center justify-between pb-2">
+      <div className="flex items-center gap-6">
+        <div className="flex items-center gap-2">
+          {/* Logo Replacement */}
+          <img src="/dashboard/logo.svg" className="h-[38px] w-auto" alt="CodeLens." />
+          <div className="h-5 w-px bg-zinc-200 hidden sm:block mx-2" />
+          <p className="text-[10px] font-mono font-bold uppercase tracking-[0.3em] hidden sm:block pt-1 opacity-40 group-hover:opacity-60 transition-opacity" style={{ color: "var(--color-heading)" }}>
+            Evaluation
+          </p>
+        </div>
+      </div>
+
+      <div className={clsx(
+        "flex items-center gap-2 px-4 py-2 rounded-full text-xs font-semibold tracking-wide uppercase transition-all",
+        isConnected
+          ? "bg-emerald-50 text-emerald-600 ring-1 ring-emerald-200"
+          : "bg-red-50 text-red-500 ring-1 ring-red-200"
+      )}>
+        {isConnected ? (
+          <>
+            <Wifi className="w-3.5 h-3.5" />
+            <span>Connected</span>
+          </>
+        ) : (
+          <>
+            <WifiOff className="w-3.5 h-3.5" />
+            <span>Offline</span>
+          </>
+        )}
+      </div>
+    </header>
+  );
+};
+
+export default Header;

dashboard/src/components/Leaderboard.js

@@ -0,0 +1,23 @@
+import { jsx as _jsx, jsxs as _jsxs } from "react/jsx-runtime";
+import { useState } from "react";
+import { useQuery } from "@tanstack/react-query";
+import { Trophy, RefreshCw } from "lucide-react";
+import { fetchLeaderboard } from "../api";
+import LeaderboardTable from "./LeaderboardTable";
+import { clsx } from "clsx";
+const Leaderboard = () => {
+    const [activeTab, setActiveTab] = useState("bug_detection");
+    const { data: entries, isLoading, refetch, isRefetching } = useQuery({
+        queryKey: ["leaderboard", activeTab],
+        queryFn: () => fetchLeaderboard(activeTab),
+    });
+    const tabs = [
+        { id: "bug_detection", label: "Bug Detection" },
+        { id: "security_audit", label: "Security Audit" },
+        { id: "architectural_review", label: "Arch. Review" },
+    ];
+    return (_jsxs("div", { className: "bg-white rounded-3xl overflow-hidden flex flex-col h-[600px]", style: { border: "1px solid var(--color-border)" }, children: [_jsxs("div", { className: "px-7 py-5 flex items-center justify-between", style: { borderBottom: "1px solid var(--color-border)" }, children: [_jsxs("div", { className: "flex items-center gap-3", children: [_jsx("div", { className: "p-2 bg-amber-50 rounded-xl", children: _jsx(Trophy, { className: "w-5 h-5 text-amber-600" }) }), _jsx("h2", { className: "text-lg font-extrabold tracking-tight", style: { color: "var(--color-heading)" }, children: "Leaderboard" })] }), _jsx("button", { onClick: () => refetch(), disabled: isLoading || isRefetching, className: "p-2.5 hover:bg-zinc-100 rounded-xl transition-colors disabled:opacity-40", style: { color: "var(--color-muted)" }, children: _jsx(RefreshCw, { className: clsx("w-4 h-4", (isLoading || isRefetching) && "animate-spin") }) })] }), _jsx("div", { className: "px-7", style: { borderBottom: "1px solid var(--color-border)" }, children: _jsx("div", { className: "flex gap-6 overflow-x-auto", children: tabs.map((tab) => (_jsxs("button", { onClick: () => setActiveTab(tab.id), className: clsx("py-3.5 text-sm font-semibold transition-all relative whitespace-nowrap", activeTab === tab.id
+                            ? "text-zinc-900"
+                            : "text-zinc-400 hover:text-zinc-600"), children: [tab.label, activeTab === tab.id && (_jsx("div", { className: "absolute bottom-0 left-0 right-0 h-[2px] bg-zinc-900 rounded-full" }))] }, tab.id))) }) }), _jsx("div", { className: "flex-1 overflow-auto", children: isLoading ? (_jsxs("div", { className: "flex items-center justify-center h-full gap-3", style: { color: "var(--color-muted)" }, children: [_jsx(RefreshCw, { className: "w-5 h-5 animate-spin" }), _jsx("span", { className: "text-sm font-medium", children: "Loading entries..." })] })) : entries && entries.length > 0 ? (_jsx(LeaderboardTable, { entries: entries })) : (_jsxs("div", { className: "flex flex-col items-center justify-center h-full space-y-4", children: [_jsx("div", { className: "p-5 bg-zinc-50 rounded-2xl", children: _jsx(Trophy, { className: "w-10 h-10 text-zinc-200" }) }), _jsx("p", { className: "text-xs font-bold uppercase tracking-[0.15em]", style: { color: "var(--color-muted)" }, children: "No rankings yet" })] })) })] }));
+};
+export default Leaderboard;

dashboard/src/components/Leaderboard.tsx

@@ -0,0 +1,98 @@
+import React, { useState } from "react";
+import { useQuery } from "@tanstack/react-query";
+import { Trophy, RefreshCw } from "lucide-react";
+import { TaskId } from "../types";
+import { fetchLeaderboard } from "../api";
+import LeaderboardTable from "./LeaderboardTable";
+import { clsx } from "clsx";
+
+const Leaderboard: React.FC = () => {
+  const [activeTab, setActiveTab] = useState<TaskId>("bug_detection");
+
+  const { data: entries, isLoading, refetch, isRefetching } = useQuery({
+    queryKey: ["leaderboard", activeTab],
+    queryFn: () => fetchLeaderboard(activeTab),
+  });
+
+  const tabs: { id: TaskId; label: string }[] = [
+    { id: "bug_detection", label: "Bug Detection" },
+    { id: "security_audit", label: "Security Audit" },
+    { id: "architectural_review", label: "Arch. Review" },
+  ];
+
+  return (
+    <div
+      className="bg-white rounded-3xl overflow-hidden flex flex-col h-[600px]"
+      style={{ border: "1px solid var(--color-border)" }}
+    >
+      {/* Header */}
+      <div
+        className="px-7 py-5 flex items-center justify-between"
+        style={{ borderBottom: "1px solid var(--color-border)" }}
+      >
+        <div className="flex items-center gap-3">
+          <div className="p-2 bg-amber-50 rounded-xl">
+            <Trophy className="w-5 h-5 text-amber-600" />
+          </div>
+          <h2 className="text-lg font-extrabold tracking-tight" style={{ color: "var(--color-heading)" }}>
+            Leaderboard
+          </h2>
+        </div>
+        <button
+          onClick={() => refetch()}
+          disabled={isLoading || isRefetching}
+          className="p-2.5 hover:bg-zinc-100 rounded-xl transition-colors disabled:opacity-40"
+          style={{ color: "var(--color-muted)" }}
+        >
+          <RefreshCw className={clsx("w-4 h-4", (isLoading || isRefetching) && "animate-spin")} />
+        </button>
+      </div>
+
+      {/* Tabs */}
+      <div className="px-7" style={{ borderBottom: "1px solid var(--color-border)" }}>
+        <div className="flex gap-6 overflow-x-auto">
+          {tabs.map((tab) => (
+            <button
+              key={tab.id}
+              onClick={() => setActiveTab(tab.id)}
+              className={clsx(
+                "py-3.5 text-sm font-semibold transition-all relative whitespace-nowrap",
+                activeTab === tab.id
+                  ? "text-zinc-900"
+                  : "text-zinc-400 hover:text-zinc-600"
+              )}
+            >
+              {tab.label}
+              {activeTab === tab.id && (
+                <div className="absolute bottom-0 left-0 right-0 h-[2px] bg-zinc-900 rounded-full" />
+              )}
+            </button>
+          ))}
+        </div>
+      </div>
+
+      {/* Content */}
+      <div className="flex-1 overflow-auto">
+        {isLoading ? (
+          <div className="flex items-center justify-center h-full gap-3" style={{ color: "var(--color-muted)" }}>
+            <RefreshCw className="w-5 h-5 animate-spin" />
+            <span className="text-sm font-medium">Loading entries...</span>
+          </div>
+        ) : entries && entries.length > 0 ? (
+          <LeaderboardTable entries={entries} />
+        ) : (
+          <div className="flex flex-col items-center justify-center h-full space-y-4">
+            <div className="p-5 bg-zinc-50 rounded-2xl">
+              <Trophy className="w-10 h-10 text-zinc-200" />
+            </div>
+            <p className="text-xs font-bold uppercase tracking-[0.15em]" style={{ color: "var(--color-muted)" }}>
+              No rankings yet
+            </p>
+          </div>
+        )}
+      </div>
+    </div>
+  );
+};
+
+export default Leaderboard;

dashboard/src/components/LeaderboardTable.js

@@ -0,0 +1,11 @@
+import { jsx as _jsx, jsxs as _jsxs } from "react/jsx-runtime";
+import ScoreBadge from "./ScoreBadge";
+const LeaderboardTable = ({ entries }) => {
+    return (_jsxs("table", { className: "w-full text-left border-collapse", children: [_jsx("thead", { children: _jsxs("tr", { style: { borderBottom: "1px solid var(--color-border)" }, children: [_jsx("th", { className: "px-7 py-4 text-[10px] font-bold uppercase tracking-[0.12em]", style: { color: "var(--color-muted)" }, children: "Rank" }), _jsx("th", { className: "px-7 py-4 text-[10px] font-bold uppercase tracking-[0.12em]", style: { color: "var(--color-muted)" }, children: "Agent" }), _jsx("th", { className: "px-7 py-4 text-[10px] font-bold uppercase tracking-[0.12em] text-center", style: { color: "var(--color-muted)" }, children: "Score" }), _jsx("th", { className: "px-7 py-4 text-[10px] font-bold uppercase tracking-[0.12em] text-right", style: { color: "var(--color-muted)" }, children: "Seed" }), _jsx("th", { className: "px-7 py-4 text-[10px] font-bold uppercase tracking-[0.12em] text-right", style: { color: "var(--color-muted)" }, children: "Submitted" })] }) }), _jsx("tbody", { children: entries.map((entry, idx) => (_jsxs("tr", { className: "group hover:bg-zinc-50/80 transition-colors tabular-nums", style: { borderBottom: "1px solid var(--color-border)" }, children: [_jsx("td", { className: "px-7 py-5", children: idx < 3 ? (_jsx("span", { className: `
+                    inline-flex items-center justify-center w-7 h-7 rounded-lg text-xs font-extrabold
+                    ${idx === 0 ? "bg-amber-50 text-amber-600" : ""}
+                    ${idx === 1 ? "bg-zinc-100 text-zinc-500" : ""}
+                    ${idx === 2 ? "bg-orange-50 text-orange-500" : ""}
+                  `, children: entry.rank })) : (_jsx("span", { className: "text-sm font-semibold pl-2", style: { color: "var(--color-muted)" }, children: entry.rank })) }), _jsx("td", { className: "px-7 py-5", children: _jsx("span", { className: "font-semibold group-hover:text-zinc-900 transition-colors", style: { color: "var(--color-heading)" }, children: entry.agent_name }) }), _jsx("td", { className: "px-7 py-5 text-center", children: _jsx(ScoreBadge, { score: entry.score }) }), _jsx("td", { className: "px-7 py-5 text-right text-sm font-mono", style: { color: "var(--color-muted)" }, children: entry.seed }), _jsx("td", { className: "px-7 py-5 text-right text-xs", style: { color: "var(--color-muted)" }, children: new Date(entry.submitted_at).toLocaleDateString() })] }, idx))) })] }));
+};
+export default LeaderboardTable;

dashboard/src/components/LeaderboardTable.tsx

@@ -0,0 +1,77 @@
+import React from "react";
+import { LeaderboardEntry } from "../types";
+import ScoreBadge from "./ScoreBadge";
+
+interface LeaderboardTableProps {
+  entries: LeaderboardEntry[];
+}
+
+const LeaderboardTable: React.FC<LeaderboardTableProps> = ({ entries }) => {
+  return (
+    <table className="w-full text-left border-collapse">
+      <thead>
+        <tr style={{ borderBottom: "1px solid var(--color-border)" }}>
+          <th className="px-7 py-4 text-[10px] font-bold uppercase tracking-[0.12em]" style={{ color: "var(--color-muted)" }}>
+            Rank
+          </th>
+          <th className="px-7 py-4 text-[10px] font-bold uppercase tracking-[0.12em]" style={{ color: "var(--color-muted)" }}>
+            Agent
+          </th>
+          <th className="px-7 py-4 text-[10px] font-bold uppercase tracking-[0.12em] text-center" style={{ color: "var(--color-muted)" }}>
+            Score
+          </th>
+          <th className="px-7 py-4 text-[10px] font-bold uppercase tracking-[0.12em] text-right" style={{ color: "var(--color-muted)" }}>
+            Seed
+          </th>
+          <th className="px-7 py-4 text-[10px] font-bold uppercase tracking-[0.12em] text-right" style={{ color: "var(--color-muted)" }}>
+            Submitted
+          </th>
+        </tr>
+      </thead>
+      <tbody>
+        {entries.map((entry, idx) => (
+          <tr
+            key={idx}
+            className="group hover:bg-zinc-50/80 transition-colors tabular-nums"
+            style={{ borderBottom: "1px solid var(--color-border)" }}
+          >
+            <td className="px-7 py-5">
+              {idx < 3 ? (
+                <span
+                  className={`
+                    inline-flex items-center justify-center w-7 h-7 rounded-lg text-xs font-extrabold
+                    ${idx === 0 ? "bg-amber-50 text-amber-600" : ""}
+                    ${idx === 1 ? "bg-zinc-100 text-zinc-500" : ""}
+                    ${idx === 2 ? "bg-orange-50 text-orange-500" : ""}
+                  `}
+                >
+                  {entry.rank}
+                </span>
+              ) : (
+                <span className="text-sm font-semibold pl-2" style={{ color: "var(--color-muted)" }}>
+                  {entry.rank}
+                </span>
+              )}
+            </td>
+            <td className="px-7 py-5">
+              <span className="font-semibold group-hover:text-zinc-900 transition-colors" style={{ color: "var(--color-heading)" }}>
+                {entry.agent_name}
+              </span>
+            </td>
+            <td className="px-7 py-5 text-center">
+              <ScoreBadge score={entry.score} />
+            </td>
+            <td className="px-7 py-5 text-right text-sm font-mono" style={{ color: "var(--color-muted)" }}>
+              {entry.seed}
+            </td>
+            <td className="px-7 py-5 text-right text-xs" style={{ color: "var(--color-muted)" }}>
+              {new Date(entry.submitted_at).toLocaleDateString()}
+            </td>
+          </tr>
+        ))}
+      </tbody>
+    </table>
+  );
+};
+
+export default LeaderboardTable;

dashboard/src/components/ScoreBadge.js

@@ -0,0 +1,11 @@
+import { jsx as _jsx } from "react/jsx-runtime";
+import { clsx } from "clsx";
+const ScoreBadge = ({ score }) => {
+    const colorClass = score >= 0.8
+        ? "text-emerald-700 bg-emerald-50 ring-1 ring-emerald-200"
+        : score >= 0.5
+            ? "text-amber-700 bg-amber-50 ring-1 ring-amber-200"
+            : "text-red-600 bg-red-50 ring-1 ring-red-200";
+    return (_jsx("span", { className: clsx("inline-flex items-center px-3 py-1 rounded-full text-xs font-bold tabular-nums", colorClass), children: score.toFixed(2) }));
+};
+export default ScoreBadge;

dashboard/src/components/ScoreBadge.tsx

@@ -0,0 +1,28 @@
+import React from "react";
+import { clsx } from "clsx";
+
+interface ScoreBadgeProps {
+  score: number;
+}
+
+const ScoreBadge: React.FC<ScoreBadgeProps> = ({ score }) => {
+  const colorClass =
+    score >= 0.8
+      ? "text-emerald-700 bg-emerald-50 ring-1 ring-emerald-200"
+      : score >= 0.5
+        ? "text-amber-700 bg-amber-50 ring-1 ring-amber-200"
+        : "text-red-600 bg-red-50 ring-1 ring-red-200";
+
+  return (
+    <span
+      className={clsx(
+        "inline-flex items-center px-3 py-1 rounded-full text-xs font-bold tabular-nums",
+        colorClass
+      )}
+    >
+      {score.toFixed(2)}
+    </span>
+  );
+};
+
+export default ScoreBadge;

dashboard/src/components/StatCard.js

@@ -0,0 +1,5 @@
+import { jsx as _jsx, jsxs as _jsxs } from "react/jsx-runtime";
+const StatCard = ({ label, value, icon, iconBg }) => {
+    return (_jsxs("div", { className: "bg-white rounded-3xl p-7 transition-all duration-200 hover:shadow-lg hover:-translate-y-0.5 group", style: { border: "1px solid var(--color-border)" }, children: [_jsxs("div", { className: "flex items-start justify-between mb-5", children: [_jsx("p", { className: "text-[11px] font-bold uppercase tracking-[0.12em]", style: { color: "var(--color-muted)" }, children: label }), _jsx("div", { className: `p-2.5 rounded-xl transition-transform group-hover:scale-110 ${iconBg}`, children: icon })] }), _jsx("h3", { className: "text-4xl font-extrabold tracking-tight tabular-nums", style: { color: "var(--color-heading)" }, children: value })] }));
+};
+export default StatCard;

dashboard/src/components/StatCard.tsx

@@ -0,0 +1,37 @@
+import React from "react";
+
+interface StatCardProps {
+  label: string;
+  value: string | number;
+  icon: React.ReactNode;
+  iconBg: string;
+}
+
+const StatCard: React.FC<StatCardProps> = ({ label, value, icon, iconBg }) => {
+  return (
+    <div
+      className="bg-white rounded-3xl p-7 transition-all duration-200 hover:shadow-lg hover:-translate-y-0.5 group"
+      style={{ border: "1px solid var(--color-border)" }}
+    >
+      <div className="flex items-start justify-between mb-5">
+        <p
+          className="text-[11px] font-bold uppercase tracking-[0.12em]"
+          style={{ color: "var(--color-muted)" }}
+        >
+          {label}
+        </p>
+        <div className={`p-2.5 rounded-xl transition-transform group-hover:scale-110 ${iconBg}`}>
+          {icon}
+        </div>
+      </div>
+      <h3
+        className="text-4xl font-extrabold tracking-tight tabular-nums"
+        style={{ color: "var(--color-heading)" }}
+      >
+        {value}
+      </h3>
+    </div>
+  );
+};
+
+export default StatCard;

dashboard/src/components/StatsRow.js

@@ -0,0 +1,19 @@
+import { jsx as _jsx, jsxs as _jsxs } from "react/jsx-runtime";
+import { useQuery } from "@tanstack/react-query";
+import { Trophy, Zap, Activity } from "lucide-react";
+import { fetchStats, fetchHealth } from "../api";
+import StatCard from "./StatCard";
+const StatsRow = () => {
+    const { data: stats } = useQuery({
+        queryKey: ["stats"],
+        queryFn: fetchStats,
+        refetchInterval: 30_000,
+    });
+    const { data: health } = useQuery({
+        queryKey: ["health"],
+        queryFn: fetchHealth,
+        refetchInterval: 10_000,
+    });
+    return (_jsxs("div", { className: "grid grid-cols-1 md:grid-cols-3 gap-6", children: [_jsx(StatCard, { label: "Total Episodes", value: stats?.total_episodes ?? 0, icon: _jsx(Trophy, { className: "w-5 h-5 text-amber-600" }), iconBg: "bg-amber-50" }), _jsx(StatCard, { label: "Avg. Score", value: stats?.avg_score?.toFixed(2) ?? "0.00", icon: _jsx(Zap, { className: "w-5 h-5 text-blue-600" }), iconBg: "bg-blue-50" }), _jsx(StatCard, { label: "Active Episodes", value: health?.active_episodes ?? 0, icon: _jsx(Activity, { className: "w-5 h-5 text-emerald-600" }), iconBg: "bg-emerald-50" })] }));
+};
+export default StatsRow;

dashboard/src/components/StatsRow.tsx

@@ -0,0 +1,44 @@
+import React from "react";
+import { useQuery } from "@tanstack/react-query";
+import { Trophy, Zap, Activity } from "lucide-react";
+import { fetchStats, fetchHealth } from "../api";
+import StatCard from "./StatCard";
+
+const StatsRow: React.FC = () => {
+  const { data: stats } = useQuery({
+    queryKey: ["stats"],
+    queryFn: fetchStats,
+    refetchInterval: 30_000,
+  });
+
+  const { data: health } = useQuery({
+    queryKey: ["health"],
+    queryFn: fetchHealth,
+    refetchInterval: 10_000,
+  });
+
+  return (
+    <div className="grid grid-cols-1 md:grid-cols-3 gap-6">
+      <StatCard
+        label="Total Episodes"
+        value={stats?.total_episodes ?? 0}
+        icon={<Trophy className="w-5 h-5 text-amber-600" />}
+        iconBg="bg-amber-50"
+      />
+      <StatCard
+        label="Avg. Score"
+        value={stats?.avg_score?.toFixed(2) ?? "0.00"}
+        icon={<Zap className="w-5 h-5 text-blue-600" />}
+        iconBg="bg-blue-50"
+      />
+      <StatCard
+        label="Active Episodes"
+        value={health?.active_episodes ?? 0}
+        icon={<Activity className="w-5 h-5 text-emerald-600" />}
+        iconBg="bg-emerald-50"
+      />
+    </div>
+  );
+};
+
+export default StatsRow;

dashboard/src/hooks/useWebSocket.js

@@ -0,0 +1,56 @@
+import { useEffect, useRef } from "react";
+import { useEventStore } from "../stores/eventStore";
+export function useWebSocket() {
+    const { push, setConnected } = useEventStore();
+    const reconnectTimeout = useRef(null);
+    useEffect(() => {
+        let socket = null;
+        let isMounted = true;
+        function connect() {
+            if (reconnectTimeout.current)
+                clearTimeout(reconnectTimeout.current);
+            const protocol = window.location.protocol === "https:" ? "wss:" : "ws:";
+            const host = import.meta.env.DEV ? "localhost:7860" : window.location.host;
+            const url = `${protocol}//${host}/ws/events`;
+            socket = new WebSocket(url);
+            socket.onopen = () => {
+                if (!isMounted)
+                    return;
+                setConnected(true);
+                console.log("WebSocket connected");
+            };
+            socket.onmessage = (event) => {
+                if (!isMounted)
+                    return;
+                try {
+                    const data = JSON.parse(event.data);
+                    push({
+                        ...data,
+                        timestamp: new Date().toISOString(),
+                    });
+                }
+                catch (err) {
+                    console.error("Failed to parse WS message", err);
+                }
+            };
+            socket.onclose = () => {
+                if (!isMounted)
+                    return;
+                setConnected(false);
+                console.log("WebSocket closed, reconnecting in 3s...");
+                reconnectTimeout.current = setTimeout(connect, 3000);
+            };
+            socket.onerror = (err) => {
+                console.error("WebSocket error", err);
+                socket?.close();
+            };
+        }
+        connect();
+        return () => {
+            isMounted = false;
+            if (reconnectTimeout.current)
+                clearTimeout(reconnectTimeout.current);
+            socket?.close();
+        };
+    }, [push, setConnected]);
+}

dashboard/src/hooks/useWebSocket.ts

@@ -0,0 +1,61 @@
+import { useEffect, useRef } from "react";
+import { useEventStore } from "../stores/eventStore";
+
+export function useWebSocket() {
+  const { push, setConnected } = useEventStore();
+  const reconnectTimeout = useRef<NodeJS.Timeout | null>(null);
+
+  useEffect(() => {
+    let socket: WebSocket | null = null;
+    let isMounted = true;
+
+    function connect() {
+      if (reconnectTimeout.current) clearTimeout(reconnectTimeout.current);
+
+      const protocol = window.location.protocol === "https:" ? "wss:" : "ws:";
+      const host = import.meta.env.DEV ? "localhost:7860" : window.location.host;
+      const url = `${protocol}//${host}/ws/events`;
+
+      socket = new WebSocket(url);
+
+      socket.onopen = () => {
+        if (!isMounted) return;
+        setConnected(true);
+        console.log("WebSocket connected");
+      };
+
+      socket.onmessage = (event) => {
+        if (!isMounted) return;
+        try {
+          const data = JSON.parse(event.data);
+          push({
+            ...data,
+            timestamp: new Date().toISOString(),
+          });
+        } catch (err) {
+          console.error("Failed to parse WS message", err);
+        }
+      };
+
+      socket.onclose = () => {
+        if (!isMounted) return;
+        setConnected(false);
+        console.log("WebSocket closed, reconnecting in 3s...");
+        reconnectTimeout.current = setTimeout(connect, 3000);
+      };
+
+      socket.onerror = (err) => {
+        console.error("WebSocket error", err);
+        socket?.close();
+      };
+    }
+
+    connect();
+
+    return () => {
+      isMounted = false;
+      if (reconnectTimeout.current) clearTimeout(reconnectTimeout.current);
+      socket?.close();
+    };
+  }, [push, setConnected]);
+}

dashboard/src/index.css

@@ -0,0 +1,57 @@
+@import "tailwindcss";
+
+:root {
+  --color-bg:         #f4f4f5;     /* zinc-100 — soft warm gray */
+  --color-surface:    #ffffff;     /* pure white cards */
+  --color-border:     #e4e4e7;     /* zinc-200 — subtle borders */
+  --color-heading:    #09090b;     /* zinc-950 — near-black headings */
+  --color-body:       #52525b;     /* zinc-600 — body text */
+  --color-muted:      #a1a1aa;     /* zinc-400 — muted/secondary */
+  --color-accent:     #6366f1;     /* indigo-500 */
+  --color-success:    #22c55e;     /* green-500 */
+  --color-warning:    #f59e0b;     /* amber-500 */
+  --color-danger:     #ef4444;     /* red-500 */
+}
+
+* {
+  box-sizing: border-box;
+}
+
+body {
+  background-color: var(--color-bg);
+  color: var(--color-body);
+  font-family: 'Inter', system-ui, -apple-system, BlinkMacSystemFont, sans-serif;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+
+/* Elegant scrollbar */
+::-webkit-scrollbar {
+  width: 6px;
+}
+::-webkit-scrollbar-track {
+  background: transparent;
+}
+::-webkit-scrollbar-thumb {
+  background: #d4d4d8;
+  border-radius: 999px;
+}
+::-webkit-scrollbar-thumb:hover {
+  background: #a1a1aa;
+}
+
+/* Smooth fade-in for event rows */
+@keyframes fadeSlideIn {
+  from {
+    opacity: 0;
+    transform: translateY(-8px);
+  }
+  to {
+    opacity: 1;
+    transform: translateY(0);
+  }
+}
+
+.animate-fade-slide-in {
+  animation: fadeSlideIn 0.3s ease-out forwards;
+}

dashboard/src/main.js

@@ -0,0 +1,18 @@
+import { jsx as _jsx } from "react/jsx-runtime";
+import React from "react";
+import ReactDOM from "react-dom/client";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+import "@fontsource/inter/400.css";
+import "@fontsource/inter/600.css";
+import "@fontsource/inter/700.css";
+import "./index.css";
+import App from "./App";
+const queryClient = new QueryClient({
+    defaultOptions: {
+        queries: {
+            refetchOnWindowFocus: false,
+            retry: 1,
+        },
+    },
+});
+ReactDOM.createRoot(document.getElementById("root")).render(_jsx(React.StrictMode, { children: _jsx(QueryClientProvider, { client: queryClient, children: _jsx(App, {}) }) }));

dashboard/src/main.tsx

@@ -0,0 +1,25 @@
+import React from "react";
+import ReactDOM from "react-dom/client";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+import "@fontsource/inter/400.css";
+import "@fontsource/inter/600.css";
+import "@fontsource/inter/700.css";
+import "./index.css";
+import App from "./App";
+
+const queryClient = new QueryClient({
+  defaultOptions: {
+    queries: {
+      refetchOnWindowFocus: false,
+      retry: 1,
+    },
+  },
+});
+
+ReactDOM.createRoot(document.getElementById("root")!).render(
+  <React.StrictMode>
+    <QueryClientProvider client={queryClient}>
+      <App />
+    </QueryClientProvider>
+  </React.StrictMode>
+);

dashboard/src/stores/eventStore.js

@@ -0,0 +1,8 @@
+import { create } from "zustand";
+export const useEventStore = create((set) => ({
+    events: [],
+    connected: false,
+    push: (e) => set((s) => ({ events: [e, ...s.events].slice(0, 20) })),
+    clear: () => set({ events: [] }),
+    setConnected: (v) => set({ connected: v }),
+}));

dashboard/src/stores/eventStore.ts

@@ -0,0 +1,18 @@
+import { create } from "zustand";
+import { WsEvent } from "../types";
+
+interface EventStore {
+  events: WsEvent[];
+  connected: boolean;
+  push: (e: WsEvent) => void;
+  clear: () => void;
+  setConnected: (v: boolean) => void;
+}
+
+export const useEventStore = create<EventStore>((set) => ({
+  events: [],
+  connected: false,
+  push: (e) => set((s) => ({ events: [e, ...s.events].slice(0, 20) })),
+  clear: () => set({ events: [] }),
+  setConnected: (v) => set({ connected: v }),
+}));