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import os
from flask import Flask, Response, jsonify, request
from environment import EmailTriageEnv
from tasks import get_task_scenario_count, list_task_ids
FRONTEND_HTML = """<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Inbox Helper Practice</title>
<style>
@import url('https://fonts.googleapis.com/css2?family=Space+Grotesk:wght@400;600;700&family=IBM+Plex+Mono:wght@400;500&display=swap');
:root {
--bg: #f5f1e9;
--paper: #fffaf2;
--ink: #102433;
--accent: #ea6a2a;
--accent-soft: #ffd6bf;
--line: #d7cabb;
--ok: #0f7b6c;
--warn: #9a3a12;
--radius: 14px;
}
* { box-sizing: border-box; }
body {
margin: 0;
font-family: 'Space Grotesk', sans-serif;
color: var(--ink);
background:
radial-gradient(1100px 460px at -10% -20%, #f2bc9f 0%, transparent 60%),
radial-gradient(1100px 520px at 120% 115%, #b8d7cf 0%, transparent 62%),
var(--bg);
min-height: 100vh;
}
.wrap {
max-width: 1100px;
margin: 28px auto;
padding: 0 16px;
animation: reveal .45s ease-out;
}
@keyframes reveal {
from { opacity: 0; transform: translateY(10px); }
to { opacity: 1; transform: translateY(0); }
}
.title {
display: flex;
justify-content: space-between;
align-items: baseline;
gap: 14px;
margin-bottom: 14px;
}
h1 {
margin: 0;
font-size: clamp(1.5rem, 2vw, 2.2rem);
letter-spacing: .4px;
}
.subtitle {
margin: 6px 0 0;
font-size: .95rem;
opacity: .8;
}
.badge {
background: var(--accent-soft);
border: 1px solid #f2b693;
color: #7f2e0b;
padding: 6px 10px;
border-radius: 999px;
font-size: .85rem;
font-weight: 600;
}
.grid {
display: grid;
grid-template-columns: 1fr;
gap: 14px;
}
@media (min-width: 900px) {
.grid { grid-template-columns: 1fr 1fr; }
.wide { grid-column: span 2; }
}
.card {
background: var(--paper);
border: 1px solid var(--line);
border-radius: var(--radius);
padding: 14px;
box-shadow: 0 8px 28px rgba(16, 36, 51, 0.08);
}
.card h2 {
margin: 0 0 10px;
font-size: 1rem;
text-transform: uppercase;
letter-spacing: .08em;
opacity: .86;
}
.row {
display: flex;
flex-wrap: wrap;
gap: 8px;
align-items: center;
margin-bottom: 10px;
}
select, input, textarea, button {
font-family: inherit;
font-size: .95rem;
}
select, input, textarea {
width: 100%;
border: 1px solid #cdbba6;
border-radius: 10px;
padding: 9px 10px;
background: #fff;
color: var(--ink);
}
textarea {
min-height: 92px;
resize: vertical;
}
button {
border: 0;
border-radius: 10px;
padding: 9px 12px;
font-weight: 700;
background: var(--ink);
color: #fff;
cursor: pointer;
transition: transform .12s ease, opacity .12s ease;
}
button.secondary {
background: #285066;
}
button.accent {
background: var(--accent);
}
button:hover { transform: translateY(-1px); }
button:active { transform: translateY(0); opacity: .92; }
.status {
padding: 8px 10px;
border-radius: 10px;
background: #eef7f5;
border: 1px solid #c7e4de;
color: var(--ok);
font-weight: 600;
min-height: 40px;
display: flex;
align-items: center;
}
.status.error {
background: #fff1ea;
border-color: #ffc8ae;
color: var(--warn);
}
pre {
margin: 0;
white-space: pre-wrap;
background: #0f1b24;
color: #d9efe9;
border-radius: 10px;
padding: 12px;
max-height: 340px;
overflow: auto;
font-family: 'IBM Plex Mono', monospace;
font-size: .85rem;
border: 1px solid #21313f;
}
.email-block {
background: #fff;
border: 1px solid #d9ccbc;
border-radius: 10px;
padding: 12px;
}
.email-row {
margin-bottom: 8px;
font-size: .95rem;
line-height: 1.35;
}
.email-row strong {
display: inline-block;
min-width: 66px;
}
.help {
margin: 0 0 10px;
font-size: .9rem;
opacity: .8;
}
.metric {
display: flex;
justify-content: space-between;
align-items: center;
margin-bottom: 8px;
padding-bottom: 6px;
border-bottom: 1px dashed #dbcfbe;
font-size: .95rem;
}
.metric strong {
font-weight: 700;
}
.coach {
background: #fff7ed;
border: 1px solid #f2caa9;
border-radius: 10px;
padding: 10px;
min-height: 74px;
line-height: 1.4;
font-size: .92rem;
}
.chip-row {
display: flex;
flex-wrap: wrap;
gap: 8px;
margin-top: 10px;
}
.chip {
background: #eaf3ff;
border: 1px solid #b9d1ef;
color: #184469;
border-radius: 999px;
padding: 6px 10px;
font-size: .84rem;
cursor: pointer;
font-weight: 600;
}
</style>
</head>
<body>
<div class="wrap">
<div class="title">
<div>
<h1>Inbox Helper Practice</h1>
<p class="subtitle">Practice deciding priority, category, and who should handle each email.</p>
</div>
<span class="badge" id="badge">connecting...</span>
</div>
<div class="grid">
<section class="card">
<h2>Start a Scenario</h2>
<p class="help">Pick a difficulty, then click Start.</p>
<div class="row">
<select id="taskId">
<option value="task_easy">Easy: one clear email</option>
<option value="task_medium">Medium: mixed inbox</option>
<option value="task_hard">Hard: high-risk complaint</option>
<option value="task_production">Production: full inbox simulator</option>
</select>
</div>
<div id="productionControls" style="display:none;">
<div class="row">
<select id="productionProfile">
<option value="light">Workload: Light</option>
<option value="standard" selected>Workload: Standard</option>
<option value="heavy">Workload: Heavy</option>
</select>
</div>
<div class="row">
<select id="businessHoursMode">
<option value="false" selected>Time Profile: 24x7 inbox</option>
<option value="true">Time Profile: business hours focus</option>
</select>
</div>
<div class="row">
<select id="escalationMode">
<option value="low">Escalation: Low</option>
<option value="normal" selected>Escalation: Normal</option>
<option value="high">Escalation: High</option>
</select>
</div>
</div>
<div class="row">
<button class="accent" id="btnReset">Start</button>
<button class="secondary" id="btnState">Check Progress</button>
</div>
<div class="status" id="status">Ready. Start a scenario.</div>
</section>
<section class="card">
<h2>Your Decision</h2>
<p class="help">Choose priority, who should handle it, and a short reason.</p>
<div class="row">
<select id="label">
<option value="urgent">Urgent</option>
<option value="normal" selected>Normal</option>
<option value="spam">Spam</option>
<option value="archive">Archive</option>
</select>
</div>
<div class="row">
<input id="routeTo" placeholder="Who should handle this? (billing, safety, engineering, support)" value="general" />
</div>
<div class="row">
<textarea id="summary" placeholder="Write one clear sentence with key clues from the email.">Needs review.</textarea>
</div>
<div class="row">
<button id="btnStep">Send Decision</button>
</div>
</section>
<section class="card wide">
<h2>Current Email</h2>
<div class="email-block">
<div class="email-row"><strong>Subject:</strong> <span id="mailSubject">No email loaded yet.</span></div>
<div class="email-row"><strong>From:</strong> <span id="mailSender">-</span></div>
<div class="email-row"><strong>Message:</strong> <span id="mailBody">Start a scenario to load an email.</span></div>
</div>
</section>
<section class="card">
<h2>Live Progress</h2>
<div class="metric"><span>Task</span><strong id="insightTask">-</strong></div>
<div class="metric"><span>Scenario</span><strong id="insightScenario">-</strong></div>
<div class="metric"><span>Progress</span><strong id="insightProgress">0/0</strong></div>
<div class="metric"><span>Last Reward</span><strong id="insightReward">-</strong></div>
<div class="metric"><span>Base Score</span><strong id="insightBase">-</strong></div>
</section>
<section class="card">
<h2>Coach Notes</h2>
<p class="help">Use this to improve your next triage action.</p>
<div class="coach" id="coachNotes">Start a scenario and submit one decision to get feedback.</div>
<div class="chip-row">
<button class="chip" id="chipSafety">Quick Fill: Urgent + Safety</button>
<button class="chip" id="chipBilling">Quick Fill: Normal + Billing</button>
<button class="chip" id="chipSpam">Quick Fill: Spam + General</button>
</div>
</section>
<section class="card wide">
<h2>Details (Advanced)</h2>
<pre id="output">Waiting for your first action...</pre>
</section>
</div>
</div>
<script>
const statusEl = document.getElementById('status');
const badgeEl = document.getElementById('badge');
const outEl = document.getElementById('output');
const mailSubjectEl = document.getElementById('mailSubject');
const mailSenderEl = document.getElementById('mailSender');
const mailBodyEl = document.getElementById('mailBody');
const taskIdEl = document.getElementById('taskId');
const productionControlsEl = document.getElementById('productionControls');
const insightTaskEl = document.getElementById('insightTask');
const insightScenarioEl = document.getElementById('insightScenario');
const insightProgressEl = document.getElementById('insightProgress');
const insightRewardEl = document.getElementById('insightReward');
const insightBaseEl = document.getElementById('insightBase');
const coachNotesEl = document.getElementById('coachNotes');
function setStatus(msg, isError = false) {
statusEl.textContent = msg;
statusEl.classList.toggle('error', isError);
}
function writeOutput(value) {
outEl.textContent = typeof value === 'string' ? value : JSON.stringify(value, null, 2);
}
function updateEmailPanel(data) {
if (!data || !data.observation) {
return;
}
const obs = data.observation;
mailSubjectEl.textContent = obs.subject || 'No subject';
mailSenderEl.textContent = obs.sender || '-';
mailBodyEl.textContent = obs.body || '';
}
function updateProductionControlsVisibility() {
const isProduction = taskIdEl.value === 'task_production';
productionControlsEl.style.display = isProduction ? 'block' : 'none';
}
function safeNumber(value) {
return typeof value === 'number' && !Number.isNaN(value) ? value : null;
}
function updateInsights(data) {
const info = (data && data.info) ? data.info : {};
const taskValue = info.task_id || data.task_id || (data.observation && data.observation.task_id) || '-';
const scenarioValue = info.scenario_id || '-';
insightTaskEl.textContent = taskValue;
insightScenarioEl.textContent = scenarioValue;
const emailsProcessed = safeNumber(info.emails_processed);
const emailsTotal = safeNumber(info.emails_total);
if (emailsProcessed !== null && emailsTotal !== null) {
insightProgressEl.textContent = `${emailsProcessed}/${emailsTotal}`;
} else if (safeNumber(data.current_step) !== null && safeNumber(data.total_steps) !== null) {
insightProgressEl.textContent = `${data.current_step}/${data.total_steps}`;
}
const rewardValue = safeNumber(data.reward);
insightRewardEl.textContent = rewardValue !== null ? rewardValue.toFixed(6) : '-';
const baseScoreValue = safeNumber(info.base_score);
insightBaseEl.textContent = baseScoreValue !== null ? baseScoreValue.toFixed(6) : '-';
const tips = [];
if (info.validation_error) {
tips.push('Action format is invalid. Keep label/summary/route_to filled correctly.');
}
const routeNoise = safeNumber(info.grade_route_noise_penalty);
if (routeNoise !== null && routeNoise > 0.01) {
tips.push('Route to one best owner team. Avoid sending to many teams at once.');
}
const summaryMatch = safeNumber(info.grade_summary_match);
if (summaryMatch !== null && summaryMatch < 0.6) {
tips.push('Summary is weak. Include concrete clues from subject/body/thread.');
}
const labelMatch = safeNumber(info.grade_label_match);
if (labelMatch !== null && labelMatch < 1.0) {
tips.push('Priority label may be off. Re-check urgency and risk signals.');
}
const routeMatch = safeNumber(info.grade_route_match);
if (routeMatch !== null && routeMatch < 1.0) {
tips.push('Routing looks off. Pick the team that directly owns this issue.');
}
const urgencyComponent = safeNumber(info.grade_urgency_component);
if (urgencyComponent !== null && urgencyComponent < 0.2) {
tips.push('For high-risk complaints, mark urgent and route to safety first.');
}
if (!tips.length && typeof info.grading_feedback === 'string' && info.grading_feedback) {
tips.push(info.grading_feedback);
}
coachNotesEl.textContent = tips.length
? tips.join(' ')
: 'Looks good. Keep your next route precise and your summary evidence-based.';
}
function prefillAction(label, routeTo, summary) {
document.getElementById('label').value = label;
document.getElementById('routeTo').value = routeTo;
document.getElementById('summary').value = summary;
}
async function postJson(path, payload) {
const response = await fetch(path, {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify(payload || {}),
});
const text = await response.text();
let data = text;
try { data = JSON.parse(text); } catch (e) {}
if (!response.ok) {
throw new Error('HTTP ' + response.status + ' - ' + text);
}
return data;
}
async function warmup() {
try {
const res = await fetch('/meta');
const data = await res.json();
badgeEl.textContent = data.status === 'ok' ? 'ready' : 'check service';
} catch (e) {
badgeEl.textContent = 'offline';
}
}
document.getElementById('btnReset').addEventListener('click', async () => {
const taskId = taskIdEl.value;
setStatus('Starting a new scenario...');
try {
const payload = { task_id: taskId };
if (taskId === 'task_production') {
payload.production_profile = document.getElementById('productionProfile').value;
payload.business_hours_mode = document.getElementById('businessHoursMode').value === 'true';
payload.escalation_mode = document.getElementById('escalationMode').value;
}
const data = await postJson('/reset', payload);
setStatus('Scenario started. Read the email below.');
updateEmailPanel(data);
updateInsights(data);
writeOutput(data);
} catch (e) {
setStatus('Could not start scenario. See details below.', true);
writeOutput(String(e));
}
});
document.getElementById('btnState').addEventListener('click', async () => {
setStatus('Checking progress...');
try {
const data = await postJson('/state', {});
setStatus('Progress updated.');
updateInsights(data);
writeOutput(data);
} catch (e) {
setStatus('Could not fetch progress. See details below.', true);
writeOutput(String(e));
}
});
document.getElementById('btnStep').addEventListener('click', async () => {
const payload = {
label: document.getElementById('label').value,
summary: document.getElementById('summary').value,
route_to: document.getElementById('routeTo').value,
};
setStatus('Sending your decision...');
try {
const data = await postJson('/step', payload);
setStatus('Decision saved.');
updateEmailPanel(data);
updateInsights(data);
writeOutput(data);
} catch (e) {
setStatus('Could not submit decision. See details below.', true);
writeOutput(String(e));
}
});
document.getElementById('chipSafety').addEventListener('click', () => {
prefillAction('urgent', 'safety', 'Potential safety risk with immediate escalation needed.');
});
document.getElementById('chipBilling').addEventListener('click', () => {
prefillAction('normal', 'billing', 'Customer billing issue needs finance team review and response.');
});
document.getElementById('chipSpam').addEventListener('click', () => {
prefillAction('spam', 'general', 'Likely phishing or irrelevant message with suspicious external request.');
});
taskIdEl.addEventListener('change', updateProductionControlsVisibility);
updateProductionControlsVisibility();
warmup();
</script>
</body>
</html>
"""
app = Flask(__name__)
current_env = EmailTriageEnv(task_id="task_easy")
SCENARIO_COUNTERS = {task_id: 0 for task_id in list_task_ids()}
DEFAULT_EVAL_SPLIT = os.getenv("OPENENV_EVAL_SPLIT", "public")
ALLOW_CLIENT_EVAL_OVERRIDE = (
os.getenv("OPENENV_ALLOW_CLIENT_EVAL_OVERRIDE", "false").strip().lower() == "true"
)
@app.get("/")
def root_page():
"""Render a lightweight frontend for interacting with the environment."""
return Response(FRONTEND_HTML, mimetype="text/html")
@app.get("/meta")
def root_endpoint():
"""Return service metadata for health checks and machine clients."""
return jsonify(
{
"name": "email-triage-env",
"status": "ok",
"endpoints": {
"reset": {"method": "POST", "path": "/reset"},
"step": {"method": "POST", "path": "/step"},
"state": {"method": "POST", "path": "/state"},
},
"scenario_pools": {
"public": {
task_id: get_task_scenario_count(task_id, "public")
for task_id in list_task_ids()
},
},
"eval_split": DEFAULT_EVAL_SPLIT,
"production_runtime_controls": {
"production_profile": ["light", "standard", "heavy"],
"business_hours_mode": [True, False],
"escalation_mode": ["low", "normal", "high"],
},
}
)
@app.post("/reset")
def reset_endpoint():
"""Reset the environment with a selected task and return ResetResult JSON.
Returns:
Flask response containing reset payload.
"""
global current_env
global SCENARIO_COUNTERS
payload = request.get_json(silent=True)
if payload is None:
payload = {}
elif not isinstance(payload, dict):
return jsonify({"error": "Malformed JSON payload."}), 400
task_id = payload.get("task_id", "task_easy")
if not isinstance(task_id, str):
return jsonify({"error": "Field 'task_id' must be a string."}), 400
runtime_options: dict[str, object] = {}
if task_id == "task_production":
production_profile = payload.get("production_profile", "standard")
if not isinstance(production_profile, str) or production_profile not in {
"light",
"standard",
"heavy",
}:
return (
jsonify(
{
"error": (
"Field 'production_profile' must be one of "
"light/standard/heavy."
)
}
),
400,
)
escalation_mode = payload.get("escalation_mode", "normal")
if not isinstance(escalation_mode, str) or escalation_mode not in {
"low",
"normal",
"high",
}:
return (
jsonify(
{
"error": (
"Field 'escalation_mode' must be one of "
"low/normal/high."
)
}
),
400,
)
business_hours_mode = payload.get("business_hours_mode", False)
if isinstance(business_hours_mode, str):
business_hours_mode = business_hours_mode.strip().lower() in {
"1",
"true",
"yes",
"on",
}
elif not isinstance(business_hours_mode, bool):
return jsonify({"error": "Field 'business_hours_mode' must be boolean."}), 400
runtime_options = {
"production_profile": production_profile,
"business_hours_mode": business_hours_mode,
"escalation_mode": escalation_mode,
}
if not ALLOW_CLIENT_EVAL_OVERRIDE and (
"eval_split" in payload or "scenario_index" in payload
):
return jsonify(
{
"error": (
"Client overrides for eval_split/scenario_index are disabled "
"by server policy."
)
}
), 400
eval_split = DEFAULT_EVAL_SPLIT
if ALLOW_CLIENT_EVAL_OVERRIDE:
requested_split = payload.get("eval_split", DEFAULT_EVAL_SPLIT)
if not isinstance(requested_split, str):
return jsonify({"error": "Field 'eval_split' must be a string."}), 400
eval_split = requested_split
requested_index = payload.get("scenario_index") if ALLOW_CLIENT_EVAL_OVERRIDE else None
if requested_index is not None and (not isinstance(requested_index, int) or requested_index < 0):
return jsonify({"error": "Field 'scenario_index' must be a non-negative integer."}), 400
try:
scenario_count = get_task_scenario_count(task_id, eval_split)
if requested_index is None:
scenario_index = SCENARIO_COUNTERS.get(task_id, 0)
if scenario_count > 0:
SCENARIO_COUNTERS[task_id] = (scenario_index + 1) % scenario_count
else:
scenario_index = requested_index
current_env = EmailTriageEnv(
task_id=task_id,
scenario_index=scenario_index,
split=eval_split,
runtime_options=runtime_options,
)
reset_result = current_env.reset()
except KeyError as error:
return jsonify({"error": str(error)}), 400
return jsonify(reset_result.model_dump())
@app.post("/step")
def step_endpoint():
"""Advance environment by one action and return StepResult JSON.
Returns:
Flask response containing step payload.
"""
payload = request.get_json(silent=True)
if payload is None:
return jsonify({"error": "Malformed JSON payload."}), 400
step_result = current_env.step(payload)
return jsonify(step_result.model_dump())
@app.post("/state")
def state_endpoint():
"""Return read-only EnvironmentState JSON snapshot.
Returns:
Flask response containing state payload.
"""
state_result = current_env.state()
return jsonify(state_result.model_dump())
def main() -> None:
"""Run the Flask app for local and script-based launches."""
app.run(host="0.0.0.0", port=7860)
if __name__ == "__main__":
main()
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