Version 2026.9.23

Carries the renamed registry capability and web interface client (#12),
for inbuxa-server 2026.9.24.2, and the Local AI page (#13).

SECURITY.md

@@ -32,6 +32,6 @@ session.
 
 You'll get an acknowledgement within a few days. A report that turns out to
 affect the mail server rather than this interface will be moved to
-[inbuxa-server](https://github.com/inbuxa/inbuxa-server), and one that affects
+[inbuxa-server](https://git.coffeylabs.org/inbuxa/inbuxa-server), and one that affects
 upstream Stalwart's web interface will be passed to Stalwart Labs with credit
 to you.

inbuxa-version.json

@@ -1,3 +1,3 @@
 {
-  "version": "2026.9.21.2"
+  "version": "2026.9.23"
 }

src/components/bootstrap/BootstrapWizard.tsx

@@ -336,7 +336,7 @@ export function BootstrapWizard() {
     <WizardShell>
       <div className="space-y-6">
         <div>
-          <h2 className="text-2xl font-semibold tracking-tight">{t('bootstrap.welcome', 'Welcome to INBUXA')}</h2>
+          <h2 className="text-2xl font-semibold tracking-tight">{t('bootstrap.welcome', 'Welcome to inbuxa')}</h2>
           <p className="text-sm text-muted-foreground mt-1">
             {t('bootstrap.welcomeSubtitle', "Let's get your server set up.")}
           </p>
@@ -471,7 +471,7 @@ function SuccessScreen({
                   'bootstrap.credentialsCreated',
                   'Your administrator account has been created. Write these down now: the password will not be shown again.',
                 )
-              : t('bootstrap.configuredSuccessfully', 'INBUXA has been configured successfully.')}
+              : t('bootstrap.configuredSuccessfully', 'inbuxa has been configured successfully.')}
           </p>
         </div>
       </div>
@@ -503,7 +503,7 @@ function SuccessScreen({
           <span className="font-medium">{t('bootstrap.nextStepLabel', 'Next step:')}</span>{' '}
           {t(
             'bootstrap.nextStepBody',
-            'restart INBUXA for the new configuration to take effect. Once restarted, sign in with the credentials above to continue administering your server.',
+            'restart inbuxa for the new configuration to take effect. Once restarted, sign in with the credentials above to continue administering your server.',
           )}
         </p>
       </div>

src/components/common/Logo.tsx

@@ -20,7 +20,7 @@ export function DefaultLogo() {
     <svg
       xmlns="http://www.w3.org/2000/svg"
       viewBox="165 35 616 130"
-      aria-label={t('logo.inbuxaAlt', 'INBUXA')}
+      aria-label={t('logo.inbuxaAlt', 'inbuxa')}
       className="h-7 w-auto max-w-[320px]"
     >
       <image x="165.85" y="35.00" width="109.39" height="130.00" href={inbuxaMark} />

src/components/forms/DynamicForm.tsx

@@ -10,6 +10,7 @@
 import { humanize } from '@/lib/humanize';
 import { PageHeader } from '@/components/common/PageHeader';
 import { HelpPanel } from '@/help/HelpPanel';
+import { fieldPlaceholder, formNotices, variantPrefill } from '@/features/ai/formExtras';
 import { iconForView } from '@/lib/viewIcon';
 import { useState, useEffect, useCallback, useMemo } from 'react';
 import { flushSync } from 'react-dom';
@@ -305,7 +306,11 @@ export function DynamicForm({ viewName, objectId }: DynamicFormProps) {
 
       setSelectedVariant(newVariant);
 
-      const newData = buildEmbeddedDefaults(schema, obj.objectName, {}, newVariant);
+      const newData = {
+        ...buildEmbeddedDefaults(schema, obj.objectName, {}, newVariant),
+        // inbuxa: e.g. the default prompt when the AI classifier is switched on
+        ...variantPrefill(obj.objectName, newVariant),
+      };
       setFormData(newData);
     },
     [schema, resolved],
@@ -782,6 +787,21 @@ export function DynamicForm({ viewName, objectId }: DynamicFormProps) {
         </div>
       )}
 
+      {/* inbuxa: notices for the AI objects (locality warning, AI-2) */}
+      {formNotices(resolved.obj.objectName, formData).map((notice) => (
+        <div
+          key={notice.key}
+          role={notice.tone === 'warning' ? 'alert' : 'note'}
+          className={
+            notice.tone === 'warning'
+              ? 'rounded-md border border-amber-500/30 bg-amber-500/10 p-4 text-sm'
+              : 'rounded-md border bg-muted/40 p-4 text-sm text-muted-foreground'
+          }
+        >
+          {t(notice.key, notice.text)}
+        </div>
+      ))}
+
       {sectionsToRender.map((section, sectionIdx) => (
         <Card key={sectionIdx}>
           {section.title && (
@@ -838,7 +858,15 @@ export function DynamicForm({ viewName, objectId }: DynamicFormProps) {
                   <FieldWidget
                     key={formField.name}
                     field={field}
-                    formField={formField}
+                    formField={
+                      formField.placeholder
+                        ? formField
+                        : {
+                            ...formField,
+                            // inbuxa: local example addresses on the AI model form
+                            placeholder: fieldPlaceholder(resolved.obj.objectName, formField.name),
+                          }
+                    }
                     value={fieldValue}
                     onChange={(v) => handleFieldChange(formField.name, v)}
                     readOnly={fieldReadOnly}

src/components/forms/OtpAuthField.tsx

@@ -38,7 +38,7 @@ function buildOtpAuthUrl(totp: OTPAuth.TOTP): string {
 
 function generateTotp(): { totp: OTPAuth.TOTP; url: string } {
   const totp = new OTPAuth.TOTP({
-    issuer: 'INBUXA',
+    issuer: 'inbuxa',
     label: 'account',
     algorithm: 'SHA1',
     digits: 6,

src/components/layout/MainContent.tsx

@@ -51,6 +51,11 @@ const LegacyProtocolsPage = lazyFeature(
   () => import('@/features/hardening/LegacyProtocolsPage'),
   (m) => m.LegacyProtocolsPage,
 );
+// inbuxa: Settings › Spam Filter › Local AI (ai-spam-classification spec).
+const LocalAiPage = lazyFeature(
+  () => import('@/features/ai/LocalAiPage'),
+  (m) => m.LocalAiPage,
+);
 const TenantLegacyProtocols = lazyFeature(
   () => import('@/features/hardening/TenantLegacyProtocols'),
   (m) => m.TenantLegacyProtocols,
@@ -112,6 +117,9 @@ function renderView(schema: Schema | null, viewName?: string, id?: string, secti
     if (componentName === 'LegacyProtocols') {
       return <LegacyProtocolsPage />;
     }
+    if (componentName === 'LocalAi') {
+      return <LocalAiPage />;
+    }
     return (
       <div className="rounded-lg border border-dashed p-12 text-center text-muted-foreground">
         Unknown component: {componentName}

src/components/layout/TopBar.tsx

@@ -104,7 +104,7 @@ export function TopBar() {
             </Link>
           </TooltipTrigger>
           <TooltipContent side="bottom">
-            {t('version.label', 'INBUXA Admin {{version}}', { version: __APP_VERSION__ })}
+            {t('version.label', 'inbuxa Admin {{version}}', { version: __APP_VERSION__ })}
           </TooltipContent>
         </Tooltip>
       </TooltipProvider>

src/features/ai/LocalAiPage.tsx

@@ -0,0 +1,507 @@
+/*
+ * SPDX-FileCopyrightText: 2026 Coffey Labs
+ *
+ * SPDX-License-Identifier: AGPL-3.0-only
+ */
+
+/**
+ * inbuxa: Settings › Spam Filter › Local AI. Spam filtering with a language
+ * model the operator runs, off until someone turns it on here or on the
+ * classifier's own form.
+ *
+ * Setting it up asks "Guided or manual?" each time (admin UX roadmap): guided
+ * walks through what it does, the model's address and the prompt, then turns
+ * it on; manual goes to the ordinary forms. Turning it off is one click and
+ * keeps the model, so turning it back on is easy too.
+ */
+
+import { useCallback, useEffect, useMemo, useState } from 'react';
+import { Link } from 'react-router-dom';
+import { useTranslation } from 'react-i18next';
+import { Brain, Loader2, Power, PowerOff, RotateCcw } from 'lucide-react';
+import { Button } from '@/components/ui/button';
+import { Card, CardContent, CardHeader, CardTitle } from '@/components/ui/card';
+import { Input } from '@/components/ui/input';
+import { Label } from '@/components/ui/label';
+import { Textarea } from '@/components/ui/textarea';
+import { LoadingFallback } from '@/components/common/LoadingFallback';
+import { useAccountStore } from '@/stores/accountStore';
+import { toast } from '@/hooks/use-toast';
+import {
+  DEFAULT_LIMITS,
+  DEFAULT_PROMPT,
+  disableClassifier,
+  enableWithModel,
+  EXAMPLE_URLS,
+  fetchLimits,
+  fetchStatus,
+  LIMIT_FIELDS,
+  LimitsUnavailable,
+  locality,
+  RECOMMENDED_MODEL,
+  saveLimits,
+  type AiLimits,
+  type Status,
+} from './localAi';
+import { formNotices } from './formExtras';
+
+export const LOCAL_AI_VIEW = 'CustomComponent/LocalAi';
+
+type Load<T> = { kind: 'loading' } | { kind: 'ready'; value: T } | { kind: 'error'; message: string };
+
+export function LocalAiPage() {
+  const { t } = useTranslation();
+  const canUpdate = useAccountStore(
+    (s) => s.hasObjectPermission('sysSpamLlm', 'Update') && s.hasObjectPermission('sysAiModel', 'Create'),
+  );
+  const [status, setStatus] = useState<Load<Status>>({ kind: 'loading' });
+  const [mode, setMode] = useState<'idle' | 'choose' | 'guided'>('idle');
+  const [busy, setBusy] = useState(false);
+
+  const reload = useCallback((signal?: AbortSignal) => {
+    fetchStatus(signal)
+      .then((value) => {
+        if (!signal?.aborted) setStatus({ kind: 'ready', value });
+      })
+      .catch((e: unknown) => {
+        if (!signal?.aborted) setStatus({ kind: 'error', message: e instanceof Error ? e.message : String(e) });
+      });
+  }, []);
+
+  useEffect(() => {
+    const ctl = new AbortController();
+    reload(ctl.signal);
+    return () => ctl.abort();
+  }, [reload]);
+
+  const turnOff = async () => {
+    setBusy(true);
+    const outcome = await disableClassifier().catch((e: unknown) => ({
+      ok: false,
+      message: e instanceof Error ? e.message : String(e),
+    }));
+    setBusy(false);
+    if (outcome.ok) {
+      toast({ title: t('localAi.turnedOff', 'Local AI spam filtering is off.') });
+      reload();
+    } else {
+      toast({ title: t('localAi.failed', 'That didn’t work'), description: outcome.message, variant: 'destructive' });
+    }
+  };
+
+  if (status.kind === 'loading') return <LoadingFallback />;
+
+  return (
+    <div className="mx-auto max-w-4xl space-y-6">
+      <header className="space-y-1">
+        <h1 className="flex items-center gap-2 text-2xl font-semibold">
+          <Brain className="h-6 w-6" /> {t('localAi.title', 'Local AI')}
+        </h1>
+        <p className="text-sm text-muted-foreground">
+          {t(
+            'localAi.subtitle',
+            'Spam filtering with a language model you run on your own machines. Off until you turn it on.',
+          )}
+        </p>
+      </header>
+
+      {status.kind === 'error' ? (
+        <Card>
+          <CardContent className="pt-6 text-sm text-destructive">{status.message}</CardContent>
+        </Card>
+      ) : (
+        <StatusCard
+          status={status.value}
+          canUpdate={canUpdate}
+          busy={busy}
+          onSetUp={() => setMode('choose')}
+          onTurnOff={turnOff}
+        />
+      )}
+
+      {mode === 'choose' && (
+        <Card>
+          <CardHeader>
+            <CardTitle className="text-base">{t('localAi.howTitle', 'Guided or manual?')}</CardTitle>
+          </CardHeader>
+          <CardContent className="flex flex-wrap gap-2">
+            <Button onClick={() => setMode('guided')}>{t('localAi.guided', 'Guided')}</Button>
+            <Button variant="outline" asChild>
+              <Link to="/Settings/x:AiModel">{t('localAi.manual', 'Manual: the model and classifier forms')}</Link>
+            </Button>
+            <Button variant="ghost" onClick={() => setMode('idle')}>
+              {t('common.cancel', 'Cancel')}
+            </Button>
+          </CardContent>
+        </Card>
+      )}
+
+      {mode === 'guided' && status.kind === 'ready' && (
+        <GuidedSetup
+          status={status.value}
+          onDone={() => {
+            setMode('idle');
+            reload();
+          }}
+          onCancel={() => setMode('idle')}
+        />
+      )}
+
+      <LimitsCard canUpdate={canUpdate} />
+    </div>
+  );
+}
+
+function StatusCard({
+  status,
+  canUpdate,
+  busy,
+  onSetUp,
+  onTurnOff,
+}: {
+  status: Status;
+  canUpdate: boolean;
+  busy: boolean;
+  onSetUp: () => void;
+  onTurnOff: () => void;
+}) {
+  const { t } = useTranslation();
+  const model = status.models.find((m) => m.id === status.modelId);
+  return (
+    <Card>
+      <CardContent className="space-y-4 pt-6">
+        {status.enabled ? (
+          <div className="space-y-1 text-sm">
+            <p className="flex items-center gap-2 font-medium">
+              <Power className="h-4 w-4 text-green-600" /> {t('localAi.on', 'On')}
+            </p>
+            {model && (
+              <p className="text-muted-foreground">
+                {t('localAi.asks', 'Asks {{name}} ({{model}}) at {{url}}', {
+                  name: model.name,
+                  model: model.model,
+                  url: model.url,
+                })}
+              </p>
+            )}
+          </div>
+        ) : (
+          <div className="space-y-1 text-sm">
+            <p className="flex items-center gap-2 font-medium">
+              <PowerOff className="h-4 w-4 text-muted-foreground" /> {t('localAi.off', 'Off')}
+            </p>
+            <p className="text-muted-foreground">
+              {t(
+                'localAi.offExplain',
+                'The spam filter doesn’t use a language model. Nothing is sent anywhere until you set one up.',
+              )}
+            </p>
+          </div>
+        )}
+        {canUpdate && (
+          <div className="flex flex-wrap gap-2">
+            {status.enabled ? (
+              <>
+                <Button variant="outline" onClick={onTurnOff} disabled={busy}>
+                  {busy && <Loader2 className="mr-2 h-4 w-4 animate-spin" />}
+                  {t('localAi.turnOff', 'Turn off')}
+                </Button>
+                <Button variant="ghost" asChild>
+                  <Link to="/Settings/x:SpamLlm">{t('localAi.editClassifier', 'Edit the classifier')}</Link>
+                </Button>
+              </>
+            ) : (
+              <Button onClick={onSetUp}>{t('localAi.setUp', 'Set up local AI spam filtering')}</Button>
+            )}
+          </div>
+        )}
+      </CardContent>
+    </Card>
+  );
+}
+
+function GuidedSetup({ status, onDone, onCancel }: { status: Status; onDone: () => void; onCancel: () => void }) {
+  const { t } = useTranslation();
+  const [step, setStep] = useState(0);
+  const [name, setName] = useState('local');
+  const [url, setUrl] = useState(EXAMPLE_URLS.llamaCpp);
+  const [model, setModel] = useState(RECOMMENDED_MODEL.model);
+  const [prompt, setPrompt] = useState(DEFAULT_PROMPT);
+  const [busy, setBusy] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const notices = useMemo(() => formNotices('x:AiModel', { url }), [url]);
+  const where = locality(url);
+
+  const finish = async () => {
+    setBusy(true);
+    setError(null);
+    const outcome = await enableWithModel({ name, url, model, prompt }, status.models).catch((e: unknown) => ({
+      ok: false,
+      property: undefined,
+      message: e instanceof Error ? e.message : String(e),
+    }));
+    setBusy(false);
+    if (outcome.ok) {
+      toast({ title: t('localAi.turnedOn', 'Local AI spam filtering is on.') });
+      onDone();
+    } else {
+      setError(outcome.property ? `${outcome.property}: ${outcome.message}` : (outcome.message ?? ''));
+    }
+  };
+
+  const steps = [
+    <div key="what" className="space-y-3 text-sm">
+      <p>
+        {t('localAi.whatLead', 'The spam filter will ask a language model for its opinion of each incoming message.')}
+      </p>
+      <ul className="list-disc space-y-1 pl-5 text-muted-foreground">
+        <li>{t('localAi.whatSent', 'Only the subject and text are sent: no addresses, headers or attachments.')}</li>
+        <li>
+          {t('localAi.whatBounded', 'Its opinion is one signal among many, adding at most {{max}} points by default.', {
+            max: DEFAULT_LIMITS.spamMaxAdded,
+          })}
+        </li>
+        <li>{t('localAi.whatNeverHolds', 'If the model is slow or down, mail is never held up.')}</li>
+        <li>
+          {t(
+            'localAi.whatModel',
+            'Run the model yourself, on this machine or your own network: llama.cpp’s server or Ollama both work. We recommend {{label}} ({{license}}) with at least {{cpus}} CPU cores.',
+            { label: RECOMMENDED_MODEL.label, license: RECOMMENDED_MODEL.license, cpus: RECOMMENDED_MODEL.minCpus },
+          )}
+        </li>
+      </ul>
+    </div>,
+    <div key="model" className="space-y-4">
+      <div className="space-y-1.5">
+        <Label htmlFor="ai-url">{t('localAi.url', 'Model address')}</Label>
+        <Input id="ai-url" value={url} onChange={(e) => setUrl(e.target.value)} />
+        <p className="text-xs text-muted-foreground">
+          {t('localAi.urlHint', 'llama.cpp: {{llama}} · Ollama: {{ollama}}', {
+            llama: EXAMPLE_URLS.llamaCpp,
+            ollama: EXAMPLE_URLS.ollama,
+          })}
+        </p>
+      </div>
+      {notices.map((n) => (
+        <p
+          key={n.key}
+          role={n.tone === 'warning' ? 'alert' : 'note'}
+          className={
+            n.tone === 'warning'
+              ? 'rounded-md border border-amber-500/30 bg-amber-500/10 p-3 text-sm'
+              : 'rounded-md border bg-muted/40 p-3 text-sm text-muted-foreground'
+          }
+        >
+          {t(n.key, n.text)}
+        </p>
+      ))}
+      <div className="space-y-1.5">
+        <Label htmlFor="ai-model">{t('localAi.model', 'Model name')}</Label>
+        <Input id="ai-model" value={model} onChange={(e) => setModel(e.target.value)} />
+      </div>
+      <div className="space-y-1.5">
+        <Label htmlFor="ai-name">{t('localAi.name', 'Name in inbuxa')}</Label>
+        <Input id="ai-name" value={name} onChange={(e) => setName(e.target.value)} />
+      </div>
+    </div>,
+    <div key="prompt" className="space-y-1.5">
+      <Label htmlFor="ai-prompt">{t('localAi.prompt', 'Instructions for the model')}</Label>
+      <Textarea id="ai-prompt" rows={6} value={prompt} onChange={(e) => setPrompt(e.target.value)} />
+      <p className="text-xs text-muted-foreground">
+        {t(
+          'localAi.promptHint',
+          'The default was measured against real mail. The server adds its own framing so the message is treated as data, not instructions.',
+        )}
+      </p>
+    </div>,
+  ];
+
+  const canNext =
+    step === 0 || (step === 1 && where !== 'invalid' && model.trim() !== '' && name.trim() !== '') || step === 2;
+  const last = step === steps.length - 1;
+
+  return (
+    <Card>
+      <CardHeader>
+        <CardTitle className="text-base">
+          {t('localAi.stepOf', 'Step {{n}} of {{total}}', { n: step + 1, total: steps.length })}
+        </CardTitle>
+      </CardHeader>
+      <CardContent className="space-y-4">
+        {steps[step]}
+        {error && <p className="text-sm text-destructive">{error}</p>}
+        <div className="flex flex-wrap gap-2">
+          {step > 0 && (
+            <Button variant="outline" onClick={() => setStep(step - 1)} disabled={busy}>
+              {t('common.back', 'Back')}
+            </Button>
+          )}
+          {last ? (
+            <Button onClick={finish} disabled={busy || prompt.trim() === ''}>
+              {busy && <Loader2 className="mr-2 h-4 w-4 animate-spin" />}
+              {t('localAi.turnOn', 'Turn on')}
+            </Button>
+          ) : (
+            <Button onClick={() => setStep(step + 1)} disabled={!canNext}>
+              {t('common.next', 'Next')}
+            </Button>
+          )}
+          <Button variant="ghost" onClick={onCancel} disabled={busy}>
+            {t('common.cancel', 'Cancel')}
+          </Button>
+        </div>
+      </CardContent>
+    </Card>
+  );
+}
+
+const LIMIT_LABELS: Record<
+  keyof AiLimits,
+  { key: string; text: string; unit: 'points' | 'seconds' | 'count' | 'bytes' }
+> = {
+  spamMaxAdded: { key: 'localAi.limit.spamMaxAdded', text: 'Most the model can add to a score', unit: 'points' },
+  spamMaxSubtracted: {
+    key: 'localAi.limit.spamMaxSubtracted',
+    text: 'Most the model can take off a score',
+    unit: 'points',
+  },
+  spamCallCeiling: {
+    key: 'localAi.limit.spamCallCeiling',
+    text: 'Longest the spam filter waits for the model',
+    unit: 'seconds',
+  },
+  maxConcurrentCalls: { key: 'localAi.limit.maxConcurrentCalls', text: 'Requests in flight at once', unit: 'count' },
+  maxContentBytes: { key: 'localAi.limit.maxContentBytes', text: 'Most message text sent', unit: 'bytes' },
+  failureBackoff: { key: 'localAi.limit.failureBackoff', text: 'Pause after repeated failures', unit: 'seconds' },
+  userCallsPerHour: {
+    key: 'localAi.limit.userCallsPerHour',
+    text: 'Calls per account per hour from its own Sieve scripts',
+    unit: 'count',
+  },
+};
+
+/** Durations travel in milliseconds and show in seconds. */
+function toShown(key: keyof AiLimits, v: number): number {
+  return LIMIT_LABELS[key].unit === 'seconds' ? v / 1000 : v;
+}
+function fromShown(key: keyof AiLimits, v: number): number {
+  return LIMIT_LABELS[key].unit === 'seconds' ? Math.round(v * 1000) : v;
+}
+
+function LimitsCard({ canUpdate }: { canUpdate: boolean }) {
+  const { t } = useTranslation();
+  const [load, setLoad] = useState<Load<AiLimits>>({ kind: 'loading' });
+  const [draft, setDraft] = useState<Record<string, string>>({});
+  const [busy, setBusy] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+
+  const fill = (limits: AiLimits) =>
+    setDraft(Object.fromEntries(LIMIT_FIELDS.map((k) => [k, String(toShown(k, limits[k]))])));
+
+  useEffect(() => {
+    const ctl = new AbortController();
+    fetchLimits(ctl.signal)
+      .then((value) => {
+        if (ctl.signal.aborted) return;
+        setLoad({ kind: 'ready', value });
+        fill(value);
+      })
+      .catch((e: unknown) => {
+        if (ctl.signal.aborted) return;
+        setLoad({
+          kind: 'error',
+          message:
+            e instanceof LimitsUnavailable
+              ? t('localAi.limitsUnavailable', 'This server doesn’t offer AI limits.')
+              : e instanceof Error
+                ? e.message
+                : String(e),
+        });
+      });
+    return () => ctl.abort();
+  }, [t]);
+
+  if (load.kind !== 'ready') {
+    return load.kind === 'error' ? (
+      <Card>
+        <CardContent className="pt-6 text-sm text-muted-foreground">{load.message}</CardContent>
+      </Card>
+    ) : null;
+  }
+
+  const parsed = (): AiLimits | null => {
+    const out = { ...load.value };
+    for (const k of LIMIT_FIELDS) {
+      const n = Number(draft[k]);
+      if (draft[k] === undefined || draft[k].trim() === '' || !Number.isFinite(n) || n < 0) return null;
+      out[k] = fromShown(k, n);
+    }
+    return out;
+  };
+
+  const save = async (next: AiLimits) => {
+    setBusy(true);
+    setError(null);
+    const outcome = await saveLimits(load.value, next).catch((e: unknown) => ({
+      ok: false,
+      property: undefined,
+      message: e instanceof Error ? e.message : String(e),
+    }));
+    setBusy(false);
+    if (outcome.ok) {
+      setLoad({ kind: 'ready', value: next });
+      fill(next);
+      toast({ title: t('localAi.limitsSaved', 'Limits saved.') });
+    } else {
+      setError(outcome.message ?? '');
+    }
+  };
+
+  const next = parsed();
+  return (
+    <Card>
+      <CardHeader>
+        <CardTitle className="text-base">{t('localAi.limitsTitle', 'Limits')}</CardTitle>
+      </CardHeader>
+      <CardContent className="space-y-4">
+        <p className="text-sm text-muted-foreground">
+          {t(
+            'localAi.limitsLead',
+            'These keep the model’s influence small and its load bounded. The defaults suit a small CPU-only server.',
+          )}
+        </p>
+        <div className="grid gap-4 sm:grid-cols-2">
+          {LIMIT_FIELDS.map((k) => (
+            <div key={k} className="space-y-1.5">
+              <Label htmlFor={`limit-${k}`}>{t(LIMIT_LABELS[k].key, LIMIT_LABELS[k].text)}</Label>
+              <Input
+                id={`limit-${k}`}
+                inputMode="decimal"
+                value={draft[k] ?? ''}
+                disabled={!canUpdate || busy}
+                onChange={(e) => setDraft({ ...draft, [k]: e.target.value })}
+              />
+              <p className="text-xs text-muted-foreground">
+                {t('localAi.limitDefault', 'Default: {{value}}', { value: toShown(k, DEFAULT_LIMITS[k]) })}
+                {LIMIT_LABELS[k].unit === 'seconds' ? ` ${t('localAi.seconds', 's')}` : ''}
+              </p>
+            </div>
+          ))}
+        </div>
+        {error && <p className="text-sm text-destructive">{error}</p>}
+        {canUpdate && (
+          <div className="flex flex-wrap gap-2">
+            <Button onClick={() => next && save(next)} disabled={busy || !next}>
+              {busy && <Loader2 className="mr-2 h-4 w-4 animate-spin" />}
+              {t('common.save', 'Save')}
+            </Button>
+            <Button variant="ghost" onClick={() => save({ ...DEFAULT_LIMITS })} disabled={busy}>
+              <RotateCcw className="mr-2 h-4 w-4" />
+              {t('localAi.resetDefaults', 'Reset to defaults')}
+            </Button>
+          </div>
+        )}
+      </CardContent>
+    </Card>
+  );
+}

src/features/ai/formExtras.ts

@@ -0,0 +1,80 @@
+/*
+ * SPDX-FileCopyrightText: 2026 Coffey Labs
+ *
+ * SPDX-License-Identifier: AGPL-3.0-only
+ */
+
+/**
+ * inbuxa: what the schema-driven forms add for the AI objects (spec, "INBUXA
+ * Admin"): the default prompt when the classifier is switched on, local
+ * example placeholders on the model form, and the notices above both forms.
+ * DynamicForm calls these at three marked points; everything else about the
+ * forms stays as the schema draws them.
+ */
+
+import { DEFAULT_PROMPT, EXAMPLE_URLS, locality, RECOMMENDED_MODEL } from './localAi';
+
+/** Values to prefill when a form switches to a variant. */
+export function variantPrefill(objectName: string, variant: string): Record<string, unknown> {
+  if (objectName === 'x:SpamLlm' && variant === 'Enable') return { prompt: DEFAULT_PROMPT };
+  return {};
+}
+
+/** A placeholder for a field the schema gives none. */
+export function fieldPlaceholder(objectName: string, fieldName: string): string | undefined {
+  if (objectName !== 'x:AiModel') return undefined;
+  if (fieldName === 'url') return EXAMPLE_URLS.llamaCpp;
+  if (fieldName === 'model') return RECOMMENDED_MODEL.model;
+  return undefined;
+}
+
+export interface FormNotice {
+  tone: 'info' | 'warning';
+  /** An i18n key and its English default. */
+  key: string;
+  text: string;
+}
+
+/** Notices to show above a form, from what it currently holds. */
+export function formNotices(objectName: string, data: Record<string, unknown>): FormNotice[] {
+  if (objectName === 'x:AiModel') {
+    const url = typeof data.url === 'string' ? data.url.trim() : '';
+    if (!url) return [];
+    switch (locality(url)) {
+      case 'remote':
+        return [
+          {
+            tone: 'warning',
+            key: 'localAi.remoteWarning',
+            text:
+              'This address is outside your network. The spam filter will send the subject and text of ' +
+              'incoming mail to it. For privacy, run the model on your own machines.',
+          },
+        ];
+      case 'unknown':
+        return [
+          {
+            tone: 'info',
+            key: 'localAi.nameNotice',
+            text:
+              'If this name points outside your network, message text will leave it. The server checks when ' +
+              'you save and warns in its log.',
+          },
+        ];
+      default:
+        return [];
+    }
+  }
+  if (objectName === 'x:SpamLlm') {
+    return [
+      {
+        tone: 'info',
+        key: 'localAi.neverHoldsMail',
+        text:
+          "The model's opinion is one signal among many, and adds at most a few points. If the model is " +
+          'slow or unavailable, mail is never held up: the message is scored without it.',
+      },
+    ];
+  }
+  return [];
+}

src/features/ai/localAi.test.ts

@@ -0,0 +1,173 @@
+/*
+ * SPDX-FileCopyrightText: 2026 Coffey Labs
+ *
+ * SPDX-License-Identifier: AGPL-3.0-only
+ */
+
+import { beforeEach, describe, expect, it, vi } from 'vitest';
+
+const jmapRequest = vi.fn();
+vi.mock('@/services/jmap/client', () => ({
+  getAccountId: () => 'a',
+  jmapRequest: (...args: unknown[]) => jmapRequest(...args),
+}));
+
+import {
+  DEFAULT_LIMITS,
+  DEFAULT_PROMPT,
+  enableWithModel,
+  fetchLimits,
+  fetchStatus,
+  LimitsUnavailable,
+  locality,
+  parseLimits,
+  saveLimits,
+} from './localAi';
+import { fieldPlaceholder, formNotices, variantPrefill } from './formExtras';
+
+beforeEach(() => jmapRequest.mockReset());
+
+describe('locality (AI-2)', () => {
+  it.each([
+    ['http://127.0.0.1:8080/v1/chat/completions', 'local'],
+    ['http://localhost:11434/v1/chat/completions', 'local'],
+    ['http://10.0.0.5/v1', 'local'],
+    ['http://172.16.1.1/v1', 'local'],
+    ['http://172.31.255.1/v1', 'local'],
+    ['http://192.168.1.20/v1', 'local'],
+    ['http://[::1]:8080/v1', 'local'],
+    ['http://[fd12:3456::1]/v1', 'local'],
+    ['http://172.32.0.1/v1', 'remote'],
+    ['https://8.8.8.8/v1', 'remote'],
+    ['https://[2001:db8::1]/v1', 'remote'],
+    ['https://api.example.com/v1/chat/completions', 'unknown'],
+    ['ai.lan', 'invalid'],
+    ['', 'invalid'],
+  ])('%s is %s', (url, expected) => {
+    expect(locality(url)).toBe(expected);
+  });
+});
+
+describe('limits', () => {
+  it('fills anything unset with the defaults', () => {
+    expect(parseLimits({ spamMaxAdded: 1.5 })).toEqual({ ...DEFAULT_LIMITS, spamMaxAdded: 1.5 });
+  });
+
+  it('reads the singleton under the fork capability', async () => {
+    jmapRequest.mockResolvedValue([['inbuxa:AiLimits/get', { list: [{ maxContentBytes: 4096 }] }, '0']]);
+    expect((await fetchLimits()).maxContentBytes).toBe(4096);
+    expect(jmapRequest.mock.calls[0][2]).toEqual(['urn:inbuxa:jmap']);
+  });
+
+  it('says so when the server has no AI limits', async () => {
+    jmapRequest.mockResolvedValue([['error', { type: 'unknownMethod' }, '0']]);
+    await expect(fetchLimits()).rejects.toBeInstanceOf(LimitsUnavailable);
+  });
+
+  it('sends only what changed, and a return to the default as null', async () => {
+    jmapRequest.mockResolvedValue([['inbuxa:AiLimits/set', { updated: { singleton: null } }, '0']]);
+    const current = { ...DEFAULT_LIMITS, spamMaxAdded: 3 };
+    const next = { ...current, spamMaxAdded: DEFAULT_LIMITS.spamMaxAdded, userCallsPerHour: 10 };
+    expect(await saveLimits(current, next)).toEqual({ ok: true });
+    const [, args] = jmapRequest.mock.calls[0][0][0];
+    expect(args.update.singleton).toEqual({ spamMaxAdded: null, userCallsPerHour: 10 });
+  });
+
+  it('sends nothing when nothing changed', async () => {
+    expect(await saveLimits(DEFAULT_LIMITS, { ...DEFAULT_LIMITS })).toEqual({ ok: true });
+    expect(jmapRequest).not.toHaveBeenCalled();
+  });
+
+  it('reports the property the server rejected', async () => {
+    jmapRequest.mockResolvedValue([
+      [
+        'inbuxa:AiLimits/set',
+        {
+          notUpdated: {
+            singleton: { type: 'invalidProperties', properties: ['spamMaxAdded'], description: 'too big' },
+          },
+        },
+        '0',
+      ],
+    ]);
+    const outcome = await saveLimits(DEFAULT_LIMITS, { ...DEFAULT_LIMITS, spamMaxAdded: 99 });
+    expect(outcome).toEqual({ ok: false, property: 'spamMaxAdded', message: 'too big' });
+  });
+});
+
+describe('status', () => {
+  it('is off by default, and names the model when on', async () => {
+    jmapRequest.mockResolvedValueOnce([
+      ['x:SpamLlm/get', { list: [{ '@type': 'Disable' }] }, 'c'],
+      ['x:AiModel/get', { list: [] }, 'm'],
+    ]);
+    expect(await fetchStatus()).toEqual({ enabled: false, modelId: null, models: [] });
+
+    jmapRequest.mockResolvedValueOnce([
+      ['x:SpamLlm/get', { list: [{ '@type': 'Enable', modelId: 'm1' }] }, 'c'],
+      ['x:AiModel/get', { list: [{ id: 'm1', name: 'local', model: 'q', url: 'http://127.0.0.1/v1' }] }, 'm'],
+    ]);
+    const on = await fetchStatus();
+    expect(on.enabled).toBe(true);
+    expect(on.modelId).toBe('m1');
+  });
+});
+
+describe('guided setup', () => {
+  const input = { name: 'local', url: 'http://127.0.0.1:8080/v1/chat/completions', model: 'q', prompt: 'p' };
+
+  it('creates the model, then enables the classifier with its real id', async () => {
+    jmapRequest
+      .mockResolvedValueOnce([['x:AiModel/set', { created: { m: { id: 'm9' } } }, '0']])
+      .mockResolvedValueOnce([['x:SpamLlm/set', { updated: { singleton: null } }, '0']]);
+    expect(await enableWithModel(input, [])).toEqual({ ok: true });
+    const enable = jmapRequest.mock.calls[1][0][0][1];
+    expect(enable.update.singleton).toEqual({ '@type': 'Enable', modelId: 'm9', prompt: 'p' });
+  });
+
+  it('reuses a model of the same name instead of creating a duplicate', async () => {
+    jmapRequest
+      .mockResolvedValueOnce([['x:AiModel/set', { updated: { m1: null } }, '0']])
+      .mockResolvedValueOnce([['x:SpamLlm/set', { updated: { singleton: null } }, '0']]);
+    await enableWithModel(input, [{ id: 'm1', name: 'local', model: 'old', url: 'http://10.0.0.1/v1' }]);
+    const update = jmapRequest.mock.calls[0][0][0][1];
+    expect(update.update).toHaveProperty('m1');
+    expect(update.create).toBeUndefined();
+    expect(jmapRequest.mock.calls[1][0][0][1].update.singleton.modelId).toBe('m1');
+  });
+
+  it('never switches the classifier on when the model could not be made', async () => {
+    jmapRequest.mockResolvedValueOnce([
+      ['x:AiModel/set', { notCreated: { m: { type: 'invalidProperties', properties: ['url'] } } }, '0'],
+    ]);
+    const outcome = await enableWithModel(input, []);
+    expect(outcome.ok).toBe(false);
+    expect(outcome.property).toBe('url');
+    expect(jmapRequest).toHaveBeenCalledTimes(1);
+  });
+});
+
+describe('form extras', () => {
+  it('prefills the default prompt only when the classifier is switched on', () => {
+    expect(variantPrefill('x:SpamLlm', 'Enable')).toEqual({ prompt: DEFAULT_PROMPT });
+    expect(variantPrefill('x:SpamLlm', 'Disable')).toEqual({});
+    expect(variantPrefill('x:Domain', 'Enable')).toEqual({});
+  });
+
+  it('suggests local addresses on the model form only', () => {
+    expect(fieldPlaceholder('x:AiModel', 'url')).toMatch(/^http:\/\/127\.0\.0\.1/);
+    expect(fieldPlaceholder('x:AiModel', 'name')).toBeUndefined();
+    expect(fieldPlaceholder('x:Domain', 'url')).toBeUndefined();
+  });
+
+  it('warns about a model outside the network, and never about a local one', () => {
+    expect(formNotices('x:AiModel', { url: 'https://8.8.8.8/v1' })[0]?.tone).toBe('warning');
+    expect(formNotices('x:AiModel', { url: 'https://api.example.com/v1' })[0]?.tone).toBe('info');
+    expect(formNotices('x:AiModel', { url: 'http://127.0.0.1:8080/v1' })).toEqual([]);
+    expect(formNotices('x:AiModel', {})).toEqual([]);
+  });
+
+  it('tells the classifier form that failures never hold up mail', () => {
+    expect(formNotices('x:SpamLlm', {})[0]?.key).toBe('localAi.neverHoldsMail');
+  });
+});

src/features/ai/localAi.ts

@@ -0,0 +1,292 @@
+/*
+ * SPDX-FileCopyrightText: 2026 Coffey Labs
+ *
+ * SPDX-License-Identifier: AGPL-3.0-only
+ */
+
+/**
+ * inbuxa: local AI spam filtering (inbuxa-server's ai-spam-classification
+ * spec). The wire and the rules; the page and the form hooks draw from it.
+ *
+ * The feature is off until an administrator turns it on, and meant for a
+ * model running on the operator's own machines: nothing here presets a hosted
+ * endpoint, and the locality check says so when one is chosen (AI-2).
+ */
+
+import { getAccountId, jmapRequest } from '@/services/jmap/client';
+import type { JmapMethodResponse, JmapSetError } from '@/types/jmap';
+
+export const INBUXA_CAPABILITY = 'urn:inbuxa:jmap';
+const LIMITS = 'inbuxa:AiLimits';
+const CLASSIFIER = 'x:SpamLlm';
+const MODEL = 'x:AiModel';
+
+/**
+ * The fork's default classification prompt, prefilled only when an
+ * administrator enables the classifier (spec, "Default prompt"). The
+ * calibration measured it; the server adds its own framing around it.
+ */
+export const DEFAULT_PROMPT =
+  'Classify the email below as one of: Unsolicited, Commercial, Harmful, Legitimate. ' +
+  "Unsolicited: bulk mail the recipient didn't ask for. Commercial: selling something. " +
+  'Harmful: phishing, fraud or malware. Legitimate: anything else. Then give your confidence: ' +
+  'High, Medium or Low. Answer on one line as Category,Confidence,Reason with a reason of at most 20 words.';
+
+/** The calibration's recommendation (spec, "Calibration"): Apache-2.0, 4 vCPU minimum on CPU only. */
+export const RECOMMENDED_MODEL = {
+  label: 'Qwen3 4B Instruct 2507',
+  model: 'qwen3-4b-instruct-2507',
+  license: 'Apache-2.0',
+  minCpus: 4,
+};
+
+/** Where a model served beside the mail server usually answers: llama.cpp's server, or Ollama. */
+export const EXAMPLE_URLS = {
+  llamaCpp: 'http://127.0.0.1:8080/v1/chat/completions',
+  ollama: 'http://127.0.0.1:11434/v1/chat/completions',
+};
+
+// ── Locality (AI-2) ──────────────────────────────────────────────────────
+
+export type Locality = 'local' | 'unknown' | 'remote' | 'invalid';
+
+function ipv4Octets(host: string): number[] | null {
+  const m = /^(\d{1,3})\.(\d{1,3})\.(\d{1,3})\.(\d{1,3})$/.exec(host);
+  if (!m) return null;
+  const o = m.slice(1).map(Number);
+  return o.every((n) => n <= 255) ? o : null;
+}
+
+/**
+ * Is the endpoint on this network? `local` for localhost, loopback, RFC 1918
+ * and RFC 4193 addresses; `remote` for any other address; `unknown` for a
+ * name the browser can't resolve, where only the server can tell (it logs
+ * its own warning); `invalid` when there's no URL to judge. Advisory only: it
+ * never blocks an endpoint the operator chose.
+ */
+export function locality(url: string): Locality {
+  let host: string;
+  try {
+    host = new URL(url).hostname.toLowerCase();
+  } catch {
+    return 'invalid';
+  }
+  if (host.startsWith('[') && host.endsWith(']')) host = host.slice(1, -1);
+  if (host === 'localhost' || host.endsWith('.localhost')) return 'local';
+  const v4 = ipv4Octets(host);
+  if (v4) {
+    const [a, b] = v4;
+    if (a === 127 || a === 10) return 'local';
+    if (a === 172 && b >= 16 && b <= 31) return 'local';
+    if (a === 192 && b === 168) return 'local';
+    return 'remote';
+  }
+  if (host.includes(':')) {
+    if (host === '::1') return 'local';
+    const first = parseInt(host.split(':')[0] || '0', 16);
+    if ((first & 0xfe00) === 0xfc00) return 'local';
+    return 'remote';
+  }
+  return 'unknown';
+}
+
+// ── The limits, inbuxa:AiLimits ──────────────────────────────────────────
+
+export interface AiLimits {
+  spamMaxAdded: number;
+  spamMaxSubtracted: number;
+  /** Milliseconds. */
+  spamCallCeiling: number;
+  maxConcurrentCalls: number;
+  maxContentBytes: number;
+  /** Milliseconds. */
+  failureBackoff: number;
+  userCallsPerHour: number;
+}
+
+/** The spec's defaults, which the server also applies to anything unset. */
+export const DEFAULT_LIMITS: AiLimits = {
+  spamMaxAdded: 2.0,
+  spamMaxSubtracted: 1.0,
+  spamCallCeiling: 20_000,
+  maxConcurrentCalls: 4,
+  maxContentBytes: 2048,
+  failureBackoff: 60_000,
+  userCallsPerHour: 60,
+};
+
+export const LIMIT_FIELDS = Object.keys(DEFAULT_LIMITS) as (keyof AiLimits)[];
+
+export class LimitsUnavailable extends Error {}
+
+export function parseLimits(raw: Record<string, unknown>): AiLimits {
+  const out = { ...DEFAULT_LIMITS };
+  for (const key of LIMIT_FIELDS) {
+    const v = raw[key];
+    if (typeof v === 'number' && Number.isFinite(v)) out[key] = v;
+  }
+  return out;
+}
+
+function methodError(responses: JmapMethodResponse[]): string | null {
+  const [name, result] = responses[0] ?? [];
+  if (name !== 'error') return null;
+  return typeof result?.description === 'string' ? result.description : String(result?.type ?? 'error');
+}
+
+export async function fetchLimits(signal?: AbortSignal): Promise<AiLimits> {
+  const accountId = getAccountId('x:');
+  const responses = await jmapRequest([[`${LIMITS}/get`, { accountId, ids: null }, '0']], signal, [INBUXA_CAPABILITY]);
+  const [name, result] = responses[0] ?? [];
+  if (name === 'error') {
+    const type = (result as { type?: string } | undefined)?.type;
+    if (type === 'unknownMethod' || type === 'unknownCapability') throw new LimitsUnavailable();
+    throw new Error(methodError(responses) ?? 'error');
+  }
+  const list = (result as { list?: Record<string, unknown>[] }).list ?? [];
+  return parseLimits(list[0] ?? {});
+}
+
+export interface SaveOutcome {
+  ok: boolean;
+  /** The property the server rejected, and why. */
+  property?: string;
+  message?: string;
+}
+
+/**
+ * Saves what changed. A value equal to the default is sent as null, so the
+ * server keeps following the default rather than pinning today's number.
+ */
+export async function saveLimits(current: AiLimits, next: AiLimits): Promise<SaveOutcome> {
+  const patch: Record<string, number | null> = {};
+  for (const key of LIMIT_FIELDS) {
+    if (next[key] === current[key]) continue;
+    patch[key] = next[key] === DEFAULT_LIMITS[key] ? null : next[key];
+  }
+  if (Object.keys(patch).length === 0) return { ok: true };
+  const accountId = getAccountId('x:');
+  const responses = await jmapRequest(
+    [[`${LIMITS}/set`, { accountId, update: { singleton: patch } }, '0']],
+    undefined,
+    [INBUXA_CAPABILITY],
+  );
+  const err = methodError(responses);
+  if (err) return { ok: false, message: err };
+  const notUpdated = (responses[0][1] as { notUpdated?: Record<string, JmapSetError> }).notUpdated;
+  const failure = notUpdated?.singleton;
+  if (failure) {
+    return {
+      ok: false,
+      property: failure.properties?.[0],
+      message: failure.description ?? failure.type,
+    };
+  }
+  return { ok: true };
+}
+
+// ── The classifier and its models ────────────────────────────────────────
+
+export interface AiModelSummary {
+  id: string;
+  name: string;
+  model: string;
+  url: string;
+}
+
+export interface Status {
+  enabled: boolean;
+  /** The model the classifier asks, when enabled. */
+  modelId: string | null;
+  models: AiModelSummary[];
+}
+
+export async function fetchStatus(signal?: AbortSignal): Promise<Status> {
+  const accountId = getAccountId('x:');
+  const responses = await jmapRequest(
+    [
+      [`${CLASSIFIER}/get`, { accountId, ids: ['singleton'] }, 'c'],
+      [`${MODEL}/get`, { accountId, ids: null, properties: ['name', 'model', 'url'] }, 'm'],
+    ],
+    signal,
+  );
+  const err = methodError(responses);
+  if (err) throw new Error(err);
+  const classifier = ((responses[0][1] as { list?: Record<string, unknown>[] }).list ?? [])[0] ?? {};
+  const models = ((responses[1]?.[1] as { list?: Record<string, unknown>[] } | undefined)?.list ?? []).map((m) => ({
+    id: String(m.id),
+    name: String(m.name ?? ''),
+    model: String(m.model ?? ''),
+    url: String(m.url ?? ''),
+  }));
+  const enabled = classifier['@type'] === 'Enable';
+  return { enabled, modelId: enabled ? String(classifier.modelId ?? '') || null : null, models };
+}
+
+export interface SetupInput {
+  name: string;
+  url: string;
+  model: string;
+  prompt: string;
+}
+
+/**
+ * The guided setup: makes sure the model exists, then switches the
+ * classifier on with it. A model already configured under the same name is
+ * reused (and its address and model name updated), so running the setup again
+ * after a failure never piles up duplicates. The classifier is only switched
+ * on once the model is known to exist, with its real id.
+ */
+export async function enableWithModel(input: SetupInput, existing: AiModelSummary[]): Promise<SaveOutcome> {
+  const accountId = getAccountId('x:');
+  const fields = { name: input.name, url: input.url, model: input.model, modelType: 'Chat' };
+  const same = existing.find((m) => m.name === input.name);
+
+  let modelId: string;
+  if (same) {
+    const responses = await jmapRequest([[`${MODEL}/set`, { accountId, update: { [same.id]: fields } }, '0']]);
+    const err = methodError(responses);
+    if (err) return { ok: false, message: err };
+    const f = (responses[0][1] as { notUpdated?: Record<string, JmapSetError> }).notUpdated?.[same.id];
+    if (f) return { ok: false, property: f.properties?.[0], message: f.description ?? f.type };
+    modelId = same.id;
+  } else {
+    const responses = await jmapRequest([[`${MODEL}/set`, { accountId, create: { m: fields } }, '0']]);
+    const err = methodError(responses);
+    if (err) return { ok: false, message: err };
+    const result = responses[0][1] as {
+      created?: Record<string, { id?: string }>;
+      notCreated?: Record<string, JmapSetError>;
+    };
+    const f = result.notCreated?.m;
+    if (f) return { ok: false, property: f.properties?.[0], message: f.description ?? f.type };
+    const id = result.created?.m?.id;
+    if (!id) return { ok: false, message: 'The server created the model but did not return its id.' };
+    modelId = id;
+  }
+
+  const responses = await jmapRequest([
+    [
+      `${CLASSIFIER}/set`,
+      { accountId, update: { singleton: { '@type': 'Enable', modelId, prompt: input.prompt } } },
+      '0',
+    ],
+  ]);
+  const err = methodError(responses);
+  if (err) return { ok: false, message: err };
+  const f = (responses[0][1] as { notUpdated?: Record<string, JmapSetError> }).notUpdated?.singleton;
+  if (f) return { ok: false, property: f.properties?.[0], message: f.description ?? f.type };
+  return { ok: true };
+}
+
+/** Switches the classifier off. The model stays configured, for turning it back on. */
+export async function disableClassifier(): Promise<SaveOutcome> {
+  const accountId = getAccountId('x:');
+  const responses = await jmapRequest([
+    [`${CLASSIFIER}/set`, { accountId, update: { singleton: { '@type': 'Disable' } } }, '0'],
+  ]);
+  const err = methodError(responses);
+  if (err) return { ok: false, message: err };
+  const f = (responses[0][1] as { notUpdated?: Record<string, JmapSetError> }).notUpdated?.singleton;
+  return f ? { ok: false, message: f.description ?? f.type } : { ok: true };
+}

src/features/hardening/LegacyProtocolsBanner.tsx

@@ -62,10 +62,10 @@ export function LegacyProtocolsBanner() {
         {t('legacyProtocols.bannerLead', 'Legacy mail protocols are')}{' '}
         <strong>{t('legacyProtocols.bannerOff', 'off')}</strong>{' '}
         {off === 'server'
-          ? t('legacyProtocols.bannerTail', 'on this server. Only INBUXA webmail and JMAP apps can sign in.')
+          ? t('legacyProtocols.bannerTail', 'on this server. Only inbuxa webmail and JMAP apps can sign in.')
           : t(
               'legacyProtocols.bannerTailTenant',
-              'for your organization. Only INBUXA webmail and JMAP apps can sign in.',
+              'for your organization. Only inbuxa webmail and JMAP apps can sign in.',
             )}
       </span>
       {off === 'server' && (

src/features/hardening/LegacyProtocolsPage.tsx

@@ -115,7 +115,7 @@ export function LegacyProtocolsPage() {
         <p className="text-muted-foreground">
           {t(
             'legacyProtocols.subtitle',
-            'Turn off IMAP, POP3, ManageSieve and sending from mail apps, so that only INBUXA webmail and JMAP apps can reach this server.',
+            'Turn off IMAP, POP3, ManageSieve and sending from mail apps, so that only inbuxa webmail and JMAP apps can reach this server.',
           )}
         </p>
       </header>
@@ -206,7 +206,7 @@ function StatusCard({
           </p>
           <p className="text-sm text-muted-foreground">
             {off
-              ? t('legacyProtocols.statusOffBody', 'Only INBUXA webmail and JMAP apps can sign in.')
+              ? t('legacyProtocols.statusOffBody', 'Only inbuxa webmail and JMAP apps can sign in.')
               : t('legacyProtocols.statusOnBody', 'Mail apps can use IMAP, POP3 and ManageSieve.')}
             {policy.changedAt !== null && (
               <>
@@ -276,7 +276,7 @@ function ProtocolTable({ rows, off }: { rows: ProtocolRow[]; off: boolean }) {
       <p className="border-t bg-muted/30 px-4 py-2 text-xs text-muted-foreground">
         {t(
           'legacyProtocols.lockNote',
-          'Incoming mail (SMTP) and INBUXA webmail (JMAP) are locked open: closing them would stop mail arriving and lock everyone out, including you.',
+          'Incoming mail (SMTP) and inbuxa webmail (JMAP) are locked open: closing them would stop mail arriving and lock everyone out, including you.',
         )}
       </p>
     </div>

src/features/hardening/TenantLegacyProtocols.tsx

@@ -102,7 +102,7 @@ export function TenantLegacyProtocols({ tenantId }: { tenantId: string }) {
               {off
                 ? t(
                     'legacyProtocols.tenantOff',
-                    'Off for {{organization}}. Only INBUXA webmail and JMAP apps can sign in to its domains.',
+                    'Off for {{organization}}. Only inbuxa webmail and JMAP apps can sign in to its domains.',
                     { organization: name },
                   )
                 : t(

src/features/hardening/parts.tsx

@@ -128,7 +128,7 @@ export function Statement({ scope }: { scope: StatementScope }) {
   return (
     <section className="space-y-3 rounded-xl border border-amber-500/40 bg-amber-500/5 p-5 text-sm leading-relaxed">
       <p className="text-base font-semibold">
-        {t('legacyProtocols.statementTitle', 'Only INBUXA webmail and JMAP apps will work.')}
+        {t('legacyProtocols.statementTitle', 'Only inbuxa webmail and JMAP apps will work.')}
       </p>
       <p>
         {scope.kind === 'server'
@@ -152,7 +152,7 @@ export function Statement({ scope }: { scope: StatementScope }) {
         <li>
           {t(
             'legacyProtocols.statementFilters',
-            'Filters managed from a mail app (ManageSieve) will stop working. Filters set in INBUXA webmail keep working.',
+            'Filters managed from a mail app (ManageSieve) will stop working. Filters set in inbuxa webmail keep working.',
           )}
         </li>
         <li>
@@ -164,7 +164,7 @@ export function Statement({ scope }: { scope: StatementScope }) {
         <li>
           {t(
             'legacyProtocols.statementWebmail',
-            'People keep full access through INBUXA webmail, which can be installed as an app on phones and computers.',
+            'People keep full access through inbuxa webmail, which can be installed as an app on phones and computers.',
           )}
         </li>
       </ul>
@@ -183,7 +183,7 @@ export function Statement({ scope }: { scope: StatementScope }) {
       <p>
         {t(
           'legacyProtocols.statementSubmission',
-          'Sending from mail apps (SMTP submission) will stop working, but its ports stay open: mail apps will be told they cannot sign in. Incoming mail (SMTP) and INBUXA webmail (JMAP) are not affected and cannot be turned off here.',
+          'Sending from mail apps (SMTP submission) will stop working, but its ports stay open: mail apps will be told they cannot sign in. Incoming mail (SMTP) and inbuxa webmail (JMAP) are not affected and cannot be turned off here.',
         )}
       </p>
       {scope.kind === 'server' && (
@@ -191,7 +191,7 @@ export function Statement({ scope }: { scope: StatementScope }) {
           <strong>{t('legacyProtocols.firewallLead', 'This does not change your firewall or port forwarding.')}</strong>{' '}
           {t(
             'legacyProtocols.firewallBody',
-            'INBUXA stops answering on these ports; anything that still routes them to this server — firewall rules, NAT port-forwards, a load balancer or proxy — is yours to reconcile.',
+            'inbuxa stops answering on these ports; anything that still routes them to this server — firewall rules, NAT port-forwards, a load balancer or proxy — is yours to reconcile.',
           )}
         </p>
       )}

src/features/hardening/protocolPolicy.ts

@@ -244,7 +244,7 @@ export function protocolRows(policy: ProtocolPolicy, listeners: PolicyListener[]
     },
     // Incoming mail and JMAP are never the switch's to close (LP-3, "Not affected, ever").
     { key: 'smtp', label: 'SMTP (incoming mail)', state: 'locked', ports: [] },
-    { key: 'jmap', label: 'JMAP (INBUXA webmail)', state: 'locked', ports: [] },
+    { key: 'jmap', label: 'JMAP (inbuxa webmail)', state: 'locked', ports: [] },
   ];
 }
 

src/help/texts.ts

@@ -104,7 +104,7 @@ export const PAGE_HELP: Record<string, PageHelp> = {
     about: 'Named sets of permissions. Give a role to a person to let them do more, or less.',
   },
   'x:OAuthClient': {
-    about: 'Apps allowed to sign people in through this server, like INBUXA webmail and INBUXA Admin.',
+    about: 'Apps allowed to sign people in through this server, like inbuxa webmail and inbuxa Admin.',
   },
   'x:DkimSignature': {
     about: 'The keys that sign outgoing mail so receivers can check it really came from you.',

src/hooks/useDocumentTitle.ts

@@ -9,7 +9,7 @@
 
 import { useEffect } from 'react';
 
-const APP_NAME = 'INBUXA Admin';
+const APP_NAME = 'inbuxa Admin';
 
 export function useDocumentTitle(title?: string | null) {
   useEffect(() => {

src/i18n/en.json

@@ -15,7 +15,7 @@
   "bootstrap": {
     "clipboardBlocked": "Your browser blocked clipboard access.",
     "complete": "Setup complete",
-    "configuredSuccessfully": "INBUXA has been configured successfully.",
+    "configuredSuccessfully": "inbuxa has been configured successfully.",
     "copyFailed": "Copy failed",
     "credentialsCreated": "Your administrator account has been created. Write these down now: the password will not be shown again.",
     "emptyForm": "Setup form is empty. The server did not return any bootstrap fields.",
@@ -23,11 +23,11 @@
     "failedToLoad": "Failed to load bootstrap state.",
     "finishSetup": "Finish setup",
     "loadingSetup": "Loading setup...",
-    "nextStepBody": "restart INBUXA for the new configuration to take effect. Once restarted, sign in with the credentials above to continue administering your server.",
+    "nextStepBody": "restart inbuxa for the new configuration to take effect. Once restarted, sign in with the credentials above to continue administering your server.",
     "nextStepLabel": "Next step:",
     "noConfirm": "The server did not confirm the update.",
     "stepOf": "Step {{current}} of {{total}}",
-    "welcome": "Welcome to INBUXA",
+    "welcome": "Welcome to inbuxa",
     "welcomeSubtitle": "Let's get your server set up."
   },
   "common": {
@@ -295,11 +295,11 @@
   },
   "logo": {
     "alt": "Logo",
-    "inbuxaAlt": "INBUXA"
+    "inbuxaAlt": "inbuxa"
   },
   "logout": "Logout",
   "version": {
-    "label": "INBUXA Admin {{version}}"
+    "label": "inbuxa Admin {{version}}"
   },
   "nav": {
     "layoutLegacy": "Legacy",

src/lib/layout.ts

@@ -71,6 +71,11 @@ function checkSpecialLink(
     return { visible: canGet ? canGet('sysNetworkListener') : true, enterprise: false };
   }
 
+  // inbuxa: the Local AI page is for whoever may see the AI classifier.
+  if (viewName === 'CustomComponent/LocalAi') {
+    return { visible: canGet ? canGet('sysSpamLlm') : true, enterprise: false };
+  }
+
   if (viewName.startsWith('CustomComponent/')) {
     return { visible: true, enterprise: false };
   }

src/lib/oauthClientId.test.ts

@@ -36,17 +36,17 @@ describe('getOAuthClientId', () => {
 
   it('falls back to the built-in default when the placeholder is empty', async () => {
     const getOAuthClientId = await loadWithMeta('<meta name="oauth-client-id" content="" />');
-    expect(getOAuthClientId()).toBe('stalwart-webui');
+    expect(getOAuthClientId()).toBe('inbuxa-webui');
   });
 
   it('falls back to the built-in default when the placeholder is only whitespace', async () => {
     const getOAuthClientId = await loadWithMeta('<meta name="oauth-client-id" content="   " />');
-    expect(getOAuthClientId()).toBe('stalwart-webui');
+    expect(getOAuthClientId()).toBe('inbuxa-webui');
   });
 
   it('falls back to the built-in default when the placeholder is absent', async () => {
     const getOAuthClientId = await loadWithMeta('');
-    expect(getOAuthClientId()).toBe('stalwart-webui');
+    expect(getOAuthClientId()).toBe('inbuxa-webui');
   });
 
   it('is inbuxa-admin when hosted apart from the server', async () => {

src/lib/oauthClientId.ts

@@ -9,10 +9,10 @@
 
 // INBUXA requires OAuth clients to be registered, and registers these two on
 // every start (inbuxa-server contract C-6). Served by the server itself, this
-// is the web interface at /admin, registered as `stalwart-webui`. Hosted
+// is the web interface at /admin, registered as `inbuxa-webui`. Hosted
 // anywhere else, with the server's address in <meta name="api-base-url">, it
 // is INBUXA Admin, registered as `inbuxa-admin` from INBUXA_ADMIN_URL.
-const SERVED_BY_SERVER_CLIENT_ID = 'stalwart-webui';
+const SERVED_BY_SERVER_CLIENT_ID = 'inbuxa-webui';
 const HOSTED_ELSEWHERE_CLIENT_ID = 'inbuxa-admin';
 
 let cached: string | undefined;

src/lib/sourceDownload.ts

@@ -11,4 +11,4 @@
  * this fork. The version shown beside the link names the build, which is what
  * makes the offer something a person can act on.
  */
-export const SOURCE_URL = 'https://github.com/inbuxa/inbuxa-admin';
+export const SOURCE_URL = 'https://git.coffeylabs.org/inbuxa/inbuxa-admin';

src/services/jmap/client.ts

@@ -15,7 +15,7 @@ import type { Schema } from '@/types/schema';
 
 const JMAP_USING = [
   'urn:ietf:params:jmap:core',
-  'urn:stalwart:jmap',
+  'urn:inbuxa:jmap:registry',
   'urn:ietf:params:jmap:blob',
   'urn:ietf:params:jmap:mail',
   'urn:ietf:params:jmap:calendars',