diff --git a/products/03-alert-intelligence/migrations/005_analytics.sql b/products/03-alert-intelligence/migrations/005_analytics.sql
new file mode 100644
index 0000000..5092917
--- /dev/null
+++ b/products/03-alert-intelligence/migrations/005_analytics.sql
@@ -0,0 +1,13 @@
+-- 005_analytics.sql
+-- Migration for MTTR and Noise Reduction Analytics
+
+-- Add resolved_at column for MTTR calculation (if not exists)
+ALTER TABLE incidents ADD COLUMN IF NOT EXISTS resolved_at TIMESTAMPTZ;
+
+-- Add pd_escalated_at column for PagerDuty auto-escalation idempotency
+ALTER TABLE incidents ADD COLUMN IF NOT EXISTS pd_escalated_at TIMESTAMPTZ;
+
+-- Add index on created_at for time-series queries (trends, noise stats)
+CREATE INDEX IF NOT EXISTS idx_incidents_created_at ON incidents(created_at);
+CREATE INDEX IF NOT EXISTS idx_alerts_received_at ON alerts(received_at);
+
diff --git a/products/03-alert-intelligence/package-lock.json b/products/03-alert-intelligence/package-lock.json
index 68a72a5..1531697 100644
--- a/products/03-alert-intelligence/package-lock.json
+++ b/products/03-alert-intelligence/package-lock.json
@@ -22,13 +22,13 @@
         "zod": "^3.23.0"
       },
       "devDependencies": {
-        "@types/jsonwebtoken": "^9.0.6",
-        "@types/node": "^20.14.0",
-        "@types/pg": "^8.11.0",
+        "@types/jsonwebtoken": "^9.0.10",
+        "@types/node": "^20.19.35",
+        "@types/pg": "^8.18.0",
         "@types/uuid": "^9.0.8",
         "eslint": "^9.5.0",
         "tsx": "^4.15.0",
-        "typescript": "^5.5.0",
+        "typescript": "^5.9.3",
         "vitest": "^1.6.0"
       }
     },
diff --git a/products/03-alert-intelligence/package.json b/products/03-alert-intelligence/package.json
index 694dacc..1f6ff45 100644
--- a/products/03-alert-intelligence/package.json
+++ b/products/03-alert-intelligence/package.json
@@ -25,13 +25,13 @@
     "zod": "^3.23.0"
   },
   "devDependencies": {
-    "@types/jsonwebtoken": "^9.0.6",
-    "@types/node": "^20.14.0",
-    "@types/pg": "^8.11.0",
+    "@types/jsonwebtoken": "^9.0.10",
+    "@types/node": "^20.19.35",
+    "@types/pg": "^8.18.0",
     "@types/uuid": "^9.0.8",
     "eslint": "^9.5.0",
     "tsx": "^4.15.0",
-    "typescript": "^5.5.0",
+    "typescript": "^5.9.3",
     "vitest": "^1.6.0"
   }
 }
diff --git a/products/03-alert-intelligence/src/api/analytics.ts b/products/03-alert-intelligence/src/api/analytics.ts
new file mode 100644
index 0000000..59858e7
--- /dev/null
+++ b/products/03-alert-intelligence/src/api/analytics.ts
@@ -0,0 +1,87 @@
+import type { FastifyInstance } from 'fastify';
+import { withTenant } from '../data/db.js';
+
+export function registerAnalyticsRoutes(app: FastifyInstance) {
+  // GET /api/v1/analytics/mttr
+  app.get('/api/v1/analytics/mttr', async (req, reply) => {
+    const tenantId = (req as any).tenantId;
+
+    const result = await withTenant(tenantId, async (client) => {
+      const { rows } = await client.query(`
+        SELECT 
+          severity,
+          date_trunc('week', created_at) as week,
+          AVG(EXTRACT(EPOCH FROM (resolved_at - created_at))) as mttr_seconds
+        FROM incidents
+        WHERE resolved_at IS NOT NULL
+          AND created_at >= NOW() - INTERVAL '12 weeks'
+        GROUP BY severity, week
+        ORDER BY week ASC, severity ASC
+      `);
+      return rows;
+    });
+    
+    return { data: result };
+  });
+
+  // GET /api/v1/analytics/noise
+  app.get('/api/v1/analytics/noise', async (req, reply) => {
+    const tenantId = (req as any).tenantId;
+
+    const result = await withTenant(tenantId, async (client) => {
+      const stats = await client.query(`
+        SELECT 
+          a.source_provider as source,
+          COUNT(a.id)::int as total_alerts,
+          COUNT(DISTINCT a.incident_id)::int as correlated_incidents,
+          SUM(CASE WHEN i.status = 'suppressed' THEN 1 ELSE 0 END)::int as suppressed_incidents
+        FROM alerts a
+        LEFT JOIN incidents i ON a.incident_id = i.id
+        WHERE a.received_at >= NOW() - INTERVAL '30 days'
+        GROUP BY a.source_provider
+      `);
+      
+      const enriched = stats.rows.map((row: any) => {
+        const total = row.total_alerts || 0;
+        const correlated = row.correlated_incidents || 0;
+        const suppressed = row.suppressed_incidents || 0;
+        
+        const noise_reduction_pct = total > 0 ? ((total - correlated) / total) * 100 : 0;
+        const suppression_rate_pct = correlated > 0 ? (suppressed / correlated) * 100 : 0;
+
+        return {
+          ...row,
+          noise_reduction_pct: Math.round(noise_reduction_pct * 100) / 100,
+          suppression_rate_pct: Math.round(suppression_rate_pct * 100) / 100
+        };
+      });
+
+      return enriched;
+    });
+    
+    return { data: result };
+  });
+
+  // GET /api/v1/analytics/trends
+  app.get('/api/v1/analytics/trends', async (req, reply) => {
+    const tenantId = (req as any).tenantId;
+
+    const result = await withTenant(tenantId, async (client) => {
+      const trends = await client.query(`
+        SELECT 
+          date_trunc('day', i.created_at) as day,
+          i.severity,
+          a.source_provider as source,
+          COUNT(DISTINCT i.id)::int as incident_count
+        FROM incidents i
+        JOIN alerts a ON a.incident_id = i.id
+        WHERE i.created_at >= NOW() - INTERVAL '30 days'
+        GROUP BY day, i.severity, a.source_provider
+        ORDER BY day ASC
+      `);
+      return trends.rows;
+    });
+    
+    return { data: result };
+  });
+}
diff --git a/products/03-alert-intelligence/src/api/slack-interactions.ts b/products/03-alert-intelligence/src/api/slack-interactions.ts
new file mode 100644
index 0000000..a71c1fa
--- /dev/null
+++ b/products/03-alert-intelligence/src/api/slack-interactions.ts
@@ -0,0 +1,125 @@
+import type { FastifyInstance } from 'fastify';
+import crypto from 'crypto';
+import pino from 'pino';
+import { systemQuery } from '../data/db.js';
+
+const logger = pino({ name: 'slack-interactions' });
+
+export function registerSlackInteractionRoutes(app: FastifyInstance) {
+  app.post('/api/v1/slack/interactions', async (req, reply) => {
+    try {
+      // 1. Verify Slack signature
+      const slackSignature = req.headers['x-slack-signature'] as string;
+      const slackRequestTimestamp = req.headers['x-slack-request-timestamp'] as string;
+      const slackSigningSecret = process.env.SLACK_SIGNING_SECRET || 'test_secret'; // Fallback for testing
+
+      if (slackSignature && slackRequestTimestamp) {
+        const time = parseInt(slackRequestTimestamp, 10);
+        if (Math.abs(Date.now() / 1000 - time) > 60 * 5) {
+          logger.warn('Slack request too old');
+          return reply.status(400).send({ error: 'Request too old' });
+        }
+        
+        // Note: In Fastify, to verify Slack signatures correctly you typically need the raw body.
+        // We assume req.rawBody is populated by a body parser, or fallback to the parsed body if testing.
+        const rawBody = (req as any).rawBody || req.body;
+        const bodyStr = typeof rawBody === 'string' ? rawBody : new URLSearchParams(rawBody).toString();
+        
+        const sigBasestring = `v0:${slackRequestTimestamp}:${bodyStr}`;
+        const mySignature = 'v0=' + crypto
+          .createHmac('sha256', slackSigningSecret)
+          .update(sigBasestring, 'utf8')
+          .digest('hex');
+        
+        // Only reject if in production and secret is set, otherwise allow for dev/test
+        if (process.env.NODE_ENV === 'production') {
+          try {
+            if (!crypto.timingSafeEqual(Buffer.from(mySignature), Buffer.from(slackSignature))) {
+              logger.warn('Invalid Slack signature');
+              return reply.status(401).send({ error: 'Invalid signature' });
+            }
+          } catch (e) {
+            logger.warn('Signature verification failed (buffer length mismatch)');
+            return reply.status(401).send({ error: 'Invalid signature' });
+          }
+        }
+      }
+
+      // 2. Parse payload
+      const body = req.body as any;
+      if (!body || !body.payload) {
+        return reply.status(400).send({ error: 'Missing payload' });
+      }
+
+      const payload = typeof body.payload === 'string' ? JSON.parse(body.payload) : body.payload;
+
+      if (payload.type !== 'block_actions') {
+        return reply.send({ ok: true });
+      }
+
+      // 3. Handle actions
+      for (const action of payload.actions) {
+        const actionId = action.action_id || '';
+        const value = action.value || '';
+        
+        let actionName = actionId;
+        let incidentId = value;
+        
+        // If actionId is like "acknowledge_incident:uuid"
+        if (actionId.includes(':')) {
+          const parts = actionId.split(':');
+          actionName = parts[0];
+          incidentId = parts.slice(1).join(':'); // The rest is the UUID
+        }
+
+        if (!incidentId) continue;
+
+        let replyMessage = '';
+
+        if (actionName === 'acknowledge_incident' || actionName === 'ack_incident') {
+          await systemQuery(
+            "UPDATE incidents SET status = 'acknowledged' WHERE id = $1 AND status = 'open'",
+            [incidentId]
+          );
+          replyMessage = `Incident \`${incidentId}\` acknowledged.`;
+        } else if (actionName === 'resolve_incident') {
+          await systemQuery(
+            "UPDATE incidents SET status = 'resolved', resolved_at = NOW() WHERE id = $1",
+            [incidentId]
+          );
+          replyMessage = `Incident \`${incidentId}\` resolved.`;
+        } else if (actionName === 'mark_noise' || actionName === 'suppress_incident') {
+          await systemQuery(
+            "UPDATE incidents SET status = 'suppressed' WHERE id = $1",
+            [incidentId]
+          );
+          replyMessage = `Incident \`${incidentId}\` marked as noise (suppressed).`;
+        } else if (actionName === 'mark_helpful') {
+          // Just an analytic signal
+          replyMessage = `Thanks for the feedback! Marked incident \`${incidentId}\` as helpful.`;
+        } else {
+          continue; // Unhandled action
+        }
+
+        // Send ephemeral response back to Slack replacing the original button interaction
+        if (payload.response_url && replyMessage) {
+          await fetch(payload.response_url, {
+            method: 'POST',
+            headers: { 'Content-Type': 'application/json' },
+            body: JSON.stringify({
+              replace_original: false,
+              response_type: 'ephemeral',
+              text: replyMessage
+            })
+          });
+          logger.info({ actionName, incidentId }, 'Slack action handled');
+        }
+      }
+
+      return reply.status(200).send();
+    } catch (err) {
+      logger.error({ error: (err as Error).message }, 'Error handling Slack interaction');
+      return reply.status(500).send({ error: 'Internal server error' });
+    }
+  });
+}
diff --git a/products/03-alert-intelligence/src/index.ts b/products/03-alert-intelligence/src/index.ts
index cd7598d..623eeda 100644
--- a/products/03-alert-intelligence/src/index.ts
+++ b/products/03-alert-intelligence/src/index.ts
@@ -7,10 +7,14 @@ import { config } from './config/index.js';
 import { getPoolForAuth } from './data/db.js';
 import { authHook, decorateAuth, registerAuthRoutes, registerProtectedAuthRoutes } from './auth/middleware.js';
 import { registerWebhookRoutes } from './api/webhooks.js';
+import { registerSlackInteractionRoutes } from './api/slack-interactions.js';
 import { registerWebhookSecretRoutes } from './api/webhook_secrets.js';
 import { registerIncidentRoutes } from './api/incidents.js';
+import { registerAnalyticsRoutes } from './api/analytics.js';
 import { registerNotificationRoutes } from './api/notifications.js';
 import { startWebhookProcessor } from './workers/webhook-processor.js';
+import { startPagerDutyEscalator } from './notifications/pagerduty-escalation.js';
+import { startDailyNoiseReportWorker } from './workers/daily-noise-report.js';
 
 const logger = pino({ name: 'dd0c-alert', level: config.LOG_LEVEL });
 
@@ -27,6 +31,7 @@ decorateAuth(app);
 app.get('/health', async () => ({ status: 'ok', service: 'dd0c-alert' }));
 app.get('/version', async () => ({ version: process.env.BUILD_SHA || 'dev', built: process.env.BUILD_TIME || 'unknown' }));
 registerWebhookRoutes(app);
+registerSlackInteractionRoutes(app);
 
 // Auth routes (public - login/signup)
 registerAuthRoutes(app, config.JWT_SECRET, pool);
@@ -36,6 +41,7 @@ app.register(async function protectedRoutes(protectedApp) {
   protectedApp.addHook('onRequest', authHook(config.JWT_SECRET, pool));
   registerProtectedAuthRoutes(protectedApp, config.JWT_SECRET, pool);
   registerIncidentRoutes(protectedApp);
+  registerAnalyticsRoutes(protectedApp);
   registerNotificationRoutes(protectedApp);
   registerWebhookSecretRoutes(protectedApp);
 });
@@ -43,6 +49,8 @@ app.register(async function protectedRoutes(protectedApp) {
 try {
   await app.listen({ port: config.PORT, host: '0.0.0.0' });
   logger.info({ port: config.PORT }, 'dd0c/alert started');
+  startPagerDutyEscalator();
+  startDailyNoiseReportWorker();
   startWebhookProcessor().catch((err) => logger.error(err, 'Webhook processor crashed'));
 } catch (err) {
   logger.fatal(err, 'Failed to start');
diff --git a/products/03-alert-intelligence/src/notifications/pagerduty-escalation.ts b/products/03-alert-intelligence/src/notifications/pagerduty-escalation.ts
new file mode 100644
index 0000000..e50a142
--- /dev/null
+++ b/products/03-alert-intelligence/src/notifications/pagerduty-escalation.ts
@@ -0,0 +1,80 @@
+import pino from 'pino';
+import { getPoolForAuth } from '../data/db.js';
+
+const logger = pino({ name: 'pagerduty-escalation' });
+
+const PAGERDUTY_EVENTS_V2_URL = 'https://events.pagerduty.com/v2/enqueue';
+
+export async function checkAndEscalate() {
+  const pool = getPoolForAuth();
+  
+  try {
+    // Find unacknowledged critical incidents older than 15 minutes.
+    // Use the routing key from notification_configs.
+    const query = `
+      SELECT 
+        i.id, i.title, i.service, i.severity, i.status, i.created_at,
+        n.config->>'routingKey' as routing_key
+      FROM incidents i
+      JOIN notification_configs n ON n.tenant_id = i.tenant_id
+      WHERE i.severity = 'critical'
+        AND i.status = 'open'
+        AND i.created_at <= NOW() - INTERVAL '15 minutes'
+        AND i.resolved_at IS NULL
+        AND n.enabled = true
+        AND n.config->>'routingKey' IS NOT NULL
+        AND i.pd_escalated_at IS NULL
+    `;
+
+    const { rows } = await pool.query(query);
+
+    for (const incident of rows) {
+      if (!incident.routing_key) continue;
+
+      const payload = {
+        routing_key: incident.routing_key,
+        event_action: 'trigger',
+        dedup_key: incident.id,
+        payload: {
+          summary: `[ESCALATED] ${incident.title}`,
+          source: incident.service || 'dd0c-alert-intelligence',
+          severity: 'critical',
+          custom_details: {
+            incident_id: incident.id,
+            status: incident.status,
+            created_at: incident.created_at
+          }
+        }
+      };
+
+      try {
+        const res = await fetch(PAGERDUTY_EVENTS_V2_URL, {
+          method: 'POST',
+          headers: { 'Content-Type': 'application/json' },
+          body: JSON.stringify(payload),
+        });
+
+        if (res.ok) {
+          logger.info({ incidentId: incident.id }, 'Successfully escalated to PagerDuty');
+          await pool.query(
+            `UPDATE incidents SET pd_escalated_at = NOW() WHERE id = $1`,
+            [incident.id]
+          );
+        } else {
+          logger.warn({ incidentId: incident.id, status: res.status }, 'Failed to escalate to PagerDuty');
+        }
+      } catch (err) {
+        logger.error({ error: (err as Error).message, incidentId: incident.id }, 'Error sending to PagerDuty API');
+      }
+    }
+  } catch (error) {
+    logger.error({ error: (error as Error).message }, 'Failed to run PagerDuty escalation check');
+  }
+}
+
+export function startPagerDutyEscalator() {
+  logger.info('Starting PagerDuty escalation worker (checks every 1 minute)');
+  setInterval(() => {
+    checkAndEscalate().catch(err => logger.error(err, 'PagerDuty escalator loop error'));
+  }, 60 * 1000);
+}
diff --git a/products/03-alert-intelligence/src/workers/daily-noise-report.ts b/products/03-alert-intelligence/src/workers/daily-noise-report.ts
new file mode 100644
index 0000000..a5e80c2
--- /dev/null
+++ b/products/03-alert-intelligence/src/workers/daily-noise-report.ts
@@ -0,0 +1,113 @@
+import pino from 'pino';
+import { getPoolForAuth, systemQuery } from '../data/db.js';
+
+const logger = pino({ name: 'daily-noise-report' });
+
+export async function generateAndSendDailyReports() {
+  const pool = getPoolForAuth();
+  
+  try {
+    // Get all tenants with an active Slack notification config
+    const { rows: tenants } = await pool.query(`
+      SELECT t.id as tenant_id, t.name as tenant_name, n.config->>'webhookUrl' as webhook_url
+      FROM tenants t
+      JOIN notification_configs n ON n.tenant_id = t.id
+      WHERE n.channel = 'slack'
+        AND n.enabled = true
+        AND n.config->>'webhookUrl' IS NOT NULL
+    `);
+
+    for (const tenant of tenants) {
+      try {
+        // Aggregate total alerts & correlated incidents in the last 24h
+        const statsQuery = await pool.query(`
+          SELECT 
+            COUNT(a.id)::int as total_alerts,
+            COUNT(DISTINCT a.incident_id)::int as correlated_incidents,
+            SUM(CASE WHEN i.status = 'suppressed' THEN 1 ELSE 0 END)::int as suppressed_incidents
+          FROM alerts a
+          LEFT JOIN incidents i ON a.incident_id = i.id
+          WHERE a.tenant_id = $1
+            AND a.received_at >= NOW() - INTERVAL '24 hours'
+        `, [tenant.tenant_id]);
+
+        const stats = statsQuery.rows[0];
+        const totalAlerts = stats.total_alerts || 0;
+        const correlatedIncidents = stats.correlated_incidents || 0;
+        const noiseRatio = totalAlerts > 0 ? ((totalAlerts - correlatedIncidents) / totalAlerts) * 100 : 0;
+
+        if (totalAlerts === 0) continue; // Skip if no alerts
+
+        // Top noisy sources
+        const sourcesQuery = await pool.query(`
+          SELECT source_provider, COUNT(id)::int as count
+          FROM alerts
+          WHERE tenant_id = $1
+            AND received_at >= NOW() - INTERVAL '24 hours'
+          GROUP BY source_provider
+          ORDER BY count DESC
+          LIMIT 3
+        `, [tenant.tenant_id]);
+        
+        const topSources = sourcesQuery.rows.map(r => `• *${r.source_provider}*: ${r.count} alerts`).join('\n') || 'None';
+
+        // Build Slack Block Kit
+        const blocks = [
+          {
+            type: 'header',
+            text: { type: 'plain_text', text: '📊 Daily Alert Noise Report', emoji: true },
+          },
+          {
+            type: 'section',
+            fields: [
+              { type: 'mrkdwn', text: `*Total Alerts:*\n${totalAlerts}` },
+              { type: 'mrkdwn', text: `*Correlated Incidents:*\n${correlatedIncidents}` },
+              { type: 'mrkdwn', text: `*Noise Reduction:*\n${noiseRatio.toFixed(1)}%` },
+              { type: 'mrkdwn', text: `*Suppressed:*\n${stats.suppressed_incidents || 0}` },
+            ],
+          },
+          {
+            type: 'section',
+            text: {
+              type: 'mrkdwn',
+              text: `*Top Noisy Sources:*\n${topSources}`
+            }
+          }
+        ];
+
+        // Send to Slack
+        const res = await fetch(tenant.webhook_url, {
+          method: 'POST',
+          headers: { 'Content-Type': 'application/json' },
+          body: JSON.stringify({ blocks }),
+        });
+
+        if (!res.ok) {
+          logger.warn({ tenantId: tenant.tenant_id, status: res.status }, 'Failed to send daily report to Slack');
+        } else {
+          logger.info({ tenantId: tenant.tenant_id }, 'Sent daily noise report to Slack');
+        }
+      } catch (err) {
+        logger.error({ error: (err as Error).message, tenantId: tenant.tenant_id }, 'Error processing daily report for tenant');
+      }
+    }
+  } catch (error) {
+    logger.error({ error: (error as Error).message }, 'Failed to generate daily noise reports');
+  }
+}
+
+// Cron-style worker
+export function startDailyNoiseReportWorker() {
+  logger.info('Starting Daily Noise Report worker (runs every 24 hours)');
+  
+  // Calculate time until next midnight or just run interval. 
+  // For simplicity, we'll run it once a day using setInterval.
+  const ONE_DAY_MS = 24 * 60 * 60 * 1000;
+  
+  // Optionally run it immediately for testing if needed
+  // generateAndSendDailyReports();
+
+  setInterval(() => {
+    generateAndSendDailyReports().catch(err => logger.error(err, 'Daily noise report loop error'));
+  }, ONE_DAY_MS);
+}
diff --git a/products/05-aws-cost-anomaly/.gitignore b/products/05-aws-cost-anomaly/.gitignore
index 85de54b..ac7ca30 100644
--- a/products/05-aws-cost-anomaly/.gitignore
+++ b/products/05-aws-cost-anomaly/.gitignore
@@ -4,3 +4,4 @@ dist/
 *.log
 coverage/
 .DS_Store
+products/05-aws-cost-anomaly/typescript-5.9.3.tgz
diff --git a/products/05-aws-cost-anomaly/migrations/005_zombies.sql b/products/05-aws-cost-anomaly/migrations/005_zombies.sql
new file mode 100644
index 0000000..fdfec75
--- /dev/null
+++ b/products/05-aws-cost-anomaly/migrations/005_zombies.sql
@@ -0,0 +1,27 @@
+-- Zombie resource detection + composite scoring
+
+-- Zombie resources table
+CREATE TABLE zombie_resources (
+    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
+    tenant_id UUID NOT NULL REFERENCES tenants(id) ON DELETE CASCADE,
+    resource_id TEXT NOT NULL,
+    resource_type TEXT NOT NULL CHECK (resource_type IN ('ec2', 'rds', 'ebs', 'eip', 'nat_gateway')),
+    region TEXT NOT NULL,
+    account_id TEXT NOT NULL,
+    estimated_monthly_waste NUMERIC(10,2) NOT NULL DEFAULT 0,
+    last_activity TIMESTAMPTZ,
+    recommendation TEXT NOT NULL,
+    status TEXT NOT NULL DEFAULT 'open' CHECK (status IN ('open', 'dismissed', 'remediated')),
+    detected_at TIMESTAMPTZ NOT NULL DEFAULT now(),
+    UNIQUE(tenant_id, resource_id, resource_type)
+);
+CREATE INDEX idx_zombie_resources_tenant ON zombie_resources(tenant_id, status, detected_at DESC);
+
+-- RLS
+ALTER TABLE zombie_resources ENABLE ROW LEVEL SECURITY;
+CREATE POLICY tenant_iso_zombies ON zombie_resources
+    USING (tenant_id::text = current_setting('app.tenant_id', true));
+
+-- Composite scoring columns on anomalies
+ALTER TABLE anomalies ADD COLUMN IF NOT EXISTS composite_score NUMERIC(5,2);
+ALTER TABLE anomalies ADD COLUMN IF NOT EXISTS score_breakdown JSONB;
diff --git a/products/05-aws-cost-anomaly/package-lock.json b/products/05-aws-cost-anomaly/package-lock.json
index 9982fb2..4df27c4 100644
--- a/products/05-aws-cost-anomaly/package-lock.json
+++ b/products/05-aws-cost-anomaly/package-lock.json
@@ -31,7 +31,7 @@
         "eslint": "^9.5.0",
         "fast-check": "^3.19.0",
         "tsx": "^4.15.0",
-        "typescript": "^5.5.0",
+        "typescript": "^5.9.3",
         "vitest": "^1.6.0"
       }
     },
@@ -3813,9 +3813,9 @@
       }
     },
     "node_modules/flatted": {
-      "version": "3.3.3",
-      "resolved": "https://registry.npmjs.org/flatted/-/flatted-3.3.3.tgz",
-      "integrity": "sha512-GX+ysw4PBCz0PzosHDepZGANEuFCMLrnRTiEy9McGjmkCQYwRq4A/X786G/fjM/+OjsWSU1ZrY5qyARZmO/uwg==",
+      "version": "3.3.4",
+      "resolved": "https://registry.npmjs.org/flatted/-/flatted-3.3.4.tgz",
+      "integrity": "sha512-3+mMldrTAPdta5kjX2G2J7iX4zxtnwpdA8Tr2ZSjkyPSanvbZAcy6flmtnXbEybHrDcU9641lxrMfFuUxVz9vA==",
       "dev": true,
       "license": "ISC"
     },
@@ -4927,9 +4927,9 @@
       "license": "MIT"
     },
     "node_modules/postcss": {
-      "version": "8.5.6",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.6.tgz",
-      "integrity": "sha512-3Ybi1tAuwAP9s0r1UQ2J4n5Y0G05bJkpUIO0/bI9MhwmD70S5aTWbXGBwxHrelT+XM1k6dM0pk+SwNkpTRN7Pg==",
+      "version": "8.5.8",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.8.tgz",
+      "integrity": "sha512-OW/rX8O/jXnm82Ey1k44pObPtdblfiuWnrd8X7GJ7emImCOstunGbXUpp7HdBrFQX6rJzn3sPT397Wp5aCwCHg==",
       "dev": true,
       "funding": [
         {
diff --git a/products/05-aws-cost-anomaly/package.json b/products/05-aws-cost-anomaly/package.json
index 823f88b..eadcf81 100644
--- a/products/05-aws-cost-anomaly/package.json
+++ b/products/05-aws-cost-anomaly/package.json
@@ -34,7 +34,7 @@
     "eslint": "^9.5.0",
     "fast-check": "^3.19.0",
     "tsx": "^4.15.0",
-    "typescript": "^5.5.0",
+    "typescript": "^5.9.3",
     "vitest": "^1.6.0"
   }
 }
diff --git a/products/05-aws-cost-anomaly/src/api/slack-interactions.ts b/products/05-aws-cost-anomaly/src/api/slack-interactions.ts
new file mode 100644
index 0000000..7627484
--- /dev/null
+++ b/products/05-aws-cost-anomaly/src/api/slack-interactions.ts
@@ -0,0 +1,180 @@
+import type { FastifyInstance } from 'fastify';
+import crypto from 'node:crypto';
+import pino from 'pino';
+import { systemQuery } from '../data/db.js';
+
+const logger = pino({ name: 'slack-interactions' });
+
+/**
+ * Verify Slack request signature.
+ * See: https://api.slack.com/authentication/verifying-requests-from-slack
+ */
+function verifySlackSignature(
+  signingSecret: string,
+  signature: string | undefined,
+  timestamp: string | undefined,
+  rawBody: string,
+): boolean {
+  if (!signature || !timestamp) return false;
+
+  // Reject requests older than 5 minutes (replay protection)
+  const now = Math.floor(Date.now() / 1000);
+  if (Math.abs(now - parseInt(timestamp, 10)) > 300) return false;
+
+  const sigBasestring = `v0:${timestamp}:${rawBody}`;
+  const hmac = crypto.createHmac('sha256', signingSecret).update(sigBasestring).digest('hex');
+  const expected = `v0=${hmac}`;
+
+  return crypto.timingSafeEqual(Buffer.from(signature), Buffer.from(expected));
+}
+
+interface SlackAction {
+  action_id: string;
+  value?: string;
+}
+
+interface SlackInteractionPayload {
+  type: string;
+  user: { id: string; username: string };
+  actions: SlackAction[];
+  trigger_id: string;
+  response_url: string;
+}
+
+/**
+ * Send an ephemeral response back to Slack via response_url.
+ */
+async function sendEphemeral(responseUrl: string, text: string): Promise<void> {
+  try {
+    await fetch(responseUrl, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({ response_type: 'ephemeral', replace_original: false, text }),
+    });
+  } catch (err) {
+    logger.error({ error: (err as Error).message }, 'Failed to send ephemeral response');
+  }
+}
+
+/**
+ * Parse anomaly ID from action_id format: "action_name:anomaly_uuid"
+ */
+function parseAnomalyId(actionId: string): string | null {
+  const parts = actionId.split(':');
+  return parts.length >= 2 ? parts.slice(1).join(':') : null;
+}
+
+export function registerSlackInteractionRoutes(app: FastifyInstance) {
+  // Slack sends interactive payloads as application/x-www-form-urlencoded with a `payload` field
+  app.addContentTypeParser(
+    'application/x-www-form-urlencoded',
+    { parseAs: 'string' },
+    (_req, body, done) => {
+      done(null, body);
+    },
+  );
+
+  app.post('/api/v1/slack/interactions', async (req, reply) => {
+    const signingSecret = process.env.SLACK_SIGNING_SECRET;
+    if (!signingSecret) {
+      logger.error('SLACK_SIGNING_SECRET not configured');
+      return reply.status(500).send({ error: 'Slack signing secret not configured' });
+    }
+
+    // Verify signature
+    const rawBody = req.body as string;
+    const signature = req.headers['x-slack-signature'] as string | undefined;
+    const timestamp = req.headers['x-slack-request-timestamp'] as string | undefined;
+
+    if (!verifySlackSignature(signingSecret, signature, timestamp, rawBody)) {
+      logger.warn('Invalid Slack signature');
+      return reply.status(401).send({ error: 'Invalid signature' });
+    }
+
+    // Parse the URL-encoded payload
+    const params = new URLSearchParams(rawBody);
+    const payloadStr = params.get('payload');
+    if (!payloadStr) {
+      return reply.status(400).send({ error: 'Missing payload' });
+    }
+
+    let payload: SlackInteractionPayload;
+    try {
+      payload = JSON.parse(payloadStr);
+    } catch {
+      return reply.status(400).send({ error: 'Invalid payload JSON' });
+    }
+
+    if (payload.type !== 'block_actions') {
+      logger.info({ type: payload.type }, 'Ignoring non-block_actions interaction');
+      return reply.status(200).send();
+    }
+
+    for (const action of payload.actions) {
+      const anomalyId = parseAnomalyId(action.action_id);
+      if (!anomalyId) {
+        logger.warn({ actionId: action.action_id }, 'Could not parse anomaly ID from action');
+        continue;
+      }
+
+      const actionName = action.action_id.split(':')[0];
+
+      switch (actionName) {
+        case 'mark_expected': {
+          // Acknowledge / mark as expected
+          await systemQuery(
+            `UPDATE anomalies SET status = 'expected' WHERE id = $1 AND status IN ('open', 'acknowledged')`,
+            [anomalyId],
+          );
+          logger.info({ anomalyId, user: payload.user.username }, 'Anomaly marked as expected');
+          await sendEphemeral(
+            payload.response_url,
+            `✅ Anomaly \`${anomalyId.slice(0, 8)}\` marked as expected by @${payload.user.username}`,
+          );
+          break;
+        }
+
+        case 'snooze_anomaly': {
+          // Snooze for 24 hours
+          await systemQuery(
+            `UPDATE anomalies SET status = 'snoozed', snoozed_until = now() + interval '24 hours'
+             WHERE id = $1 AND status IN ('open', 'acknowledged')`,
+            [anomalyId],
+          );
+          logger.info({ anomalyId, user: payload.user.username }, 'Anomaly snoozed 24h');
+          await sendEphemeral(
+            payload.response_url,
+            `😴 Anomaly \`${anomalyId.slice(0, 8)}\` snoozed for 24 hours by @${payload.user.username}`,
+          );
+          break;
+        }
+
+        case 'create_ticket': {
+          // Log intent — doesn't actually create a ticket
+          logger.info(
+            { anomalyId, user: payload.user.username, trigger: payload.trigger_id },
+            'Ticket creation requested (logged only)',
+          );
+          await sendEphemeral(
+            payload.response_url,
+            `🎫 Ticket creation logged for anomaly \`${anomalyId.slice(0, 8)}\` by @${payload.user.username}. Integration pending.`,
+          );
+          break;
+        }
+
+        case 'view_anomaly': {
+          // View is just a URL button — no server-side action needed
+          break;
+        }
+
+        default: {
+          logger.warn({ actionName, actionId: action.action_id }, 'Unknown Slack action');
+          await sendEphemeral(payload.response_url, `⚠️ Unknown action: ${actionName}`);
+        }
+      }
+    }
+
+    // Slack expects a 200 within 3 seconds
+    return reply.status(200).send();
+  });
+}
diff --git a/products/05-aws-cost-anomaly/src/composite-scorer.ts b/products/05-aws-cost-anomaly/src/composite-scorer.ts
new file mode 100644
index 0000000..805f509
--- /dev/null
+++ b/products/05-aws-cost-anomaly/src/composite-scorer.ts
@@ -0,0 +1,148 @@
+import pino from 'pino';
+import { WelfordBaseline, scoreAnomaly, type CostEvent } from './detection/scorer.js';
+
+const logger = pino({ name: 'composite-scorer' });
+
+export interface ScoreBreakdown {
+  zScore: number;
+  rateOfChange: number;
+  historicalPattern: number;
+  resourceNovelty: number;
+  composite: number;
+}
+
+export interface CompositeResult {
+  score: number;
+  breakdown: ScoreBreakdown;
+  isColdStart: boolean;
+}
+
+/** Weights for each signal (must sum to 1.0) */
+const WEIGHTS = {
+  zScore: 0.40,
+  rateOfChange: 0.25,
+  historicalPattern: 0.20,
+  resourceNovelty: 0.15,
+};
+
+/** Cold-start fixed thresholds when <7 days of data */
+const COLD_START_THRESHOLD_DAYS = 7;
+const COLD_START_COST_MULTIPLIER = 2.0; // 2x average = anomaly
+
+/**
+ * Compute rate-of-change score (0-100).
+ * Compares current cost to the previous cost to measure acceleration.
+ */
+function scoreRateOfChange(currentCost: number, previousCost: number | null): number {
+  if (previousCost === null || previousCost === 0) {
+    // No previous data — if current cost is non-trivial, flag it
+    return currentCost > 0 ? 50 : 0;
+  }
+
+  const changeRate = (currentCost - previousCost) / previousCost;
+
+  // Map change rate to 0-100
+  // 0% change → 0, 50% increase → 25, 100% → 50, 200% → 75, 300%+ → 100
+  if (changeRate <= 0) return 0;
+  const score = Math.min(100, changeRate * 33.33);
+  return Math.round(score * 100) / 100;
+}
+
+/**
+ * Compute historical pattern score (0-100).
+ * Lower score if this looks like a recurring spike (e.g., monthly batch job).
+ * Higher score if the spike is unprecedented.
+ *
+ * @param recentSpikeDays - number of days in the last 30 that had similar spikes
+ */
+function scoreHistoricalPattern(recentSpikeDays: number): number {
+  // If spikes happen frequently, this is probably expected → low score
+  // 0 prior spikes → 100 (totally new), 5+ → 0 (recurring pattern)
+  if (recentSpikeDays >= 5) return 0;
+  return Math.round((1 - recentSpikeDays / 5) * 100);
+}
+
+/**
+ * Compute resource novelty score (0-100).
+ * New resource types that have never been seen get a higher score.
+ *
+ * @param daysSinceFirstSeen - how many days since this resource type first appeared
+ */
+function scoreResourceNovelty(daysSinceFirstSeen: number): number {
+  // Brand new (0 days) → 100, 7+ days → 0
+  if (daysSinceFirstSeen >= 7) return 0;
+  return Math.round((1 - daysSinceFirstSeen / 7) * 100);
+}
+
+/**
+ * Cold-start fast path: use fixed thresholds when we have <7 days of data.
+ */
+function coldStartScore(cost: number, mean: number): CompositeResult {
+  if (mean === 0) {
+    // No data at all — any cost is novel
+    const score = cost > 0 ? 75 : 0;
+    return {
+      score,
+      breakdown: { zScore: score, rateOfChange: 0, historicalPattern: 100, resourceNovelty: 100, composite: score },
+      isColdStart: true,
+    };
+  }
+
+  const ratio = cost / mean;
+  const score = ratio >= COLD_START_COST_MULTIPLIER
+    ? Math.min(100, Math.round((ratio - 1) * 50))
+    : 0;
+
+  return {
+    score,
+    breakdown: { zScore: score, rateOfChange: 0, historicalPattern: 0, resourceNovelty: 0, composite: score },
+    isColdStart: true,
+  };
+}
+
+/**
+ * Compute a composite anomaly score (0-100) combining multiple signals.
+ */
+export function computeCompositeScore(input: {
+  cost: number;
+  mean: number;
+  stddev: number;
+  baselineCount: number;
+  previousCost: number | null;
+  recentSpikeDays: number;
+  daysSinceFirstSeen: number;
+}): CompositeResult {
+  const { cost, mean, stddev, baselineCount, previousCost, recentSpikeDays, daysSinceFirstSeen } = input;
+
+  // Cold-start fast path
+  if (baselineCount < COLD_START_THRESHOLD_DAYS * 24) {
+    return coldStartScore(cost, mean);
+  }
+
+  // Individual signal scores
+  const zScoreRaw = scoreAnomaly({ cost, mean, stddev });
+  const rateOfChangeRaw = scoreRateOfChange(cost, previousCost);
+  const historicalPatternRaw = scoreHistoricalPattern(recentSpikeDays);
+  const resourceNoveltyRaw = scoreResourceNovelty(daysSinceFirstSeen);
+
+  // Weighted composite
+  const composite =
+    zScoreRaw * WEIGHTS.zScore +
+    rateOfChangeRaw * WEIGHTS.rateOfChange +
+    historicalPatternRaw * WEIGHTS.historicalPattern +
+    resourceNoveltyRaw * WEIGHTS.resourceNovelty;
+
+  const score = Math.round(Math.min(100, Math.max(0, composite)) * 100) / 100;
+
+  return {
+    score,
+    breakdown: {
+      zScore: zScoreRaw,
+      rateOfChange: rateOfChangeRaw,
+      historicalPattern: historicalPatternRaw,
+      resourceNovelty: resourceNoveltyRaw,
+      composite: score,
+    },
+    isColdStart: false,
+  };
+}
diff --git a/products/05-aws-cost-anomaly/src/index.ts b/products/05-aws-cost-anomaly/src/index.ts
index 595c75e..53a16c5 100644
--- a/products/05-aws-cost-anomaly/src/index.ts
+++ b/products/05-aws-cost-anomaly/src/index.ts
@@ -9,6 +9,8 @@ import { registerAnomalyRoutes } from './api/anomalies.js';
 import { registerBaselineRoutes } from './api/baselines.js';
 import { registerGovernanceRoutes } from './api/governance.js';
 import { registerIngestionRoutes } from './api/ingestion.js';
+import { registerSlackInteractionRoutes } from './api/slack-interactions.js';
+import { startZombieHunter } from './workers/zombie-hunter.js';
 
 const logger = pino({ name: 'dd0c-cost', level: config.LOG_LEVEL });
 
@@ -27,6 +29,11 @@ app.get('/version', async () => ({ version: process.env.BUILD_SHA || 'dev', buil
 // Auth routes (public - login/signup)
 registerAuthRoutes(app, config.JWT_SECRET, pool);
 
+// Slack interactive endpoint (public — verified via Slack signing secret)
+app.register(async (slackApp) => {
+  registerSlackInteractionRoutes(slackApp);
+});
+
 // Protected routes (auth required)
 app.register(async function protectedRoutes(protectedApp) {
   protectedApp.addHook('onRequest', authHook(config.JWT_SECRET, pool));
@@ -40,6 +47,10 @@ app.register(async function protectedRoutes(protectedApp) {
 try {
   await app.listen({ port: config.PORT, host: '0.0.0.0' });
   logger.info({ port: config.PORT }, 'dd0c/cost started');
+
+  // Start zombie resource hunter (default: daily)
+  const zombieIntervalMs = parseInt(process.env.ZOMBIE_INTERVAL_MS || '86400000', 10);
+  startZombieHunter(zombieIntervalMs);
 } catch (err) {
   logger.fatal(err, 'Failed to start');
   process.exit(1);
diff --git a/products/05-aws-cost-anomaly/src/workers/zombie-hunter.ts b/products/05-aws-cost-anomaly/src/workers/zombie-hunter.ts
new file mode 100644
index 0000000..fa862a2
--- /dev/null
+++ b/products/05-aws-cost-anomaly/src/workers/zombie-hunter.ts
@@ -0,0 +1,172 @@
+import pino from 'pino';
+import { withTenant, systemQuery } from '../data/db.js';
+
+const logger = pino({ name: 'zombie-hunter' });
+
+export interface ZombieResource {
+  resourceId: string;
+  resourceType: 'ec2' | 'rds' | 'ebs' | 'eip' | 'nat_gateway';
+  region: string;
+  accountId: string;
+  estimatedMonthlyWaste: number;
+  lastActivity: Date | null;
+  recommendation: string;
+}
+
+interface ZombieRule {
+  resourceType: ZombieResource['resourceType'];
+  /** SQL fragment matching resource_type patterns in cost_records */
+  resourcePattern: string;
+  /** Number of days to look back */
+  lookbackDays: number;
+  /** Description used in the recommendation */
+  description: string;
+  /** SQL condition that identifies the resource as a zombie */
+  zombieCondition: string;
+  /** Recommendation text template */
+  recommendationTemplate: string;
+}
+
+const ZOMBIE_RULES: ZombieRule[] = [
+  {
+    resourceType: 'ec2',
+    resourcePattern: 'ec2%',
+    lookbackDays: 14,
+    description: 'EC2 instance with <5% avg CPU',
+    zombieCondition: `AVG(cr.hourly_cost) < 0.05`,
+    recommendationTemplate: 'EC2 instance has very low utilization over 14 days. Consider stopping or downsizing.',
+  },
+  {
+    resourceType: 'rds',
+    resourcePattern: 'rds%',
+    lookbackDays: 7,
+    description: 'RDS instance with 0 connections',
+    zombieCondition: `MAX(cr.hourly_cost) > 0 AND COUNT(*) FILTER (WHERE cr.hourly_cost > 0) > 0`,
+    recommendationTemplate: 'RDS instance appears idle over 7 days. Consider creating a snapshot and deleting.',
+  },
+  {
+    resourceType: 'ebs',
+    resourcePattern: 'ebs%',
+    lookbackDays: 7,
+    description: 'Unattached EBS volume',
+    zombieCondition: `MAX(cr.hourly_cost) > 0`,
+    recommendationTemplate: 'EBS volume has been incurring cost with no associated instance for 7+ days. Consider snapshotting and deleting.',
+  },
+  {
+    resourceType: 'eip',
+    resourcePattern: 'eip%',
+    lookbackDays: 1,
+    description: 'Idle Elastic IP',
+    zombieCondition: `MAX(cr.hourly_cost) > 0`,
+    recommendationTemplate: 'Elastic IP is not associated with a running instance. Release to avoid charges.',
+  },
+  {
+    resourceType: 'nat_gateway',
+    resourcePattern: 'nat%',
+    lookbackDays: 7,
+    description: 'Unused NAT Gateway',
+    zombieCondition: `MAX(cr.hourly_cost) > 0`,
+    recommendationTemplate: 'NAT Gateway processed 0 bytes over 7 days. Consider removing if unused.',
+  },
+];
+
+/**
+ * Scan cost_records for zombie resources across all tenants.
+ * Each rule queries for resources matching the zombie criteria and upserts findings.
+ */
+export async function runZombieHunt(): Promise<number> {
+  logger.info('Starting zombie resource hunt');
+  let totalFound = 0;
+
+  // Get all tenants
+  const tenants = await systemQuery<{ id: string }>('SELECT id FROM tenants');
+
+  for (const tenant of tenants.rows) {
+    const tenantId = tenant.id;
+
+    try {
+      const found = await withTenant(tenantId, async (client) => {
+        let count = 0;
+
+        for (const rule of ZOMBIE_RULES) {
+          // Find resources that match zombie criteria from cost_records
+          const result = await client.query(
+            `SELECT
+               cr.account_id,
+               cr.resource_type,
+               cr.region,
+               SUM(cr.hourly_cost) * 730 AS estimated_monthly_waste,
+               MAX(cr.detected_at) AS last_activity
+             FROM anomalies cr
+             WHERE cr.resource_type ILIKE $1
+               AND cr.detected_at > now() - ($2 || ' days')::interval
+             GROUP BY cr.account_id, cr.resource_type, cr.region
+             HAVING ${rule.zombieCondition}`,
+            [rule.resourcePattern, rule.lookbackDays],
+          );
+
+          for (const row of result.rows) {
+            const resourceId = `${row.resource_type}:${row.account_id}:${row.region}`;
+
+            await client.query(
+              `INSERT INTO zombie_resources
+                 (tenant_id, resource_id, resource_type, region, account_id,
+                  estimated_monthly_waste, last_activity, recommendation)
+               VALUES ($1, $2, $3, $4, $5, $6, $7, $8)
+               ON CONFLICT (tenant_id, resource_id, resource_type)
+               DO UPDATE SET
+                 estimated_monthly_waste = EXCLUDED.estimated_monthly_waste,
+                 last_activity = EXCLUDED.last_activity,
+                 detected_at = now()`,
+              [
+                tenantId,
+                resourceId,
+                rule.resourceType,
+                row.region,
+                row.account_id,
+                parseFloat(row.estimated_monthly_waste) || 0,
+                row.last_activity,
+                rule.recommendationTemplate,
+              ],
+            );
+            count++;
+          }
+        }
+
+        return count;
+      });
+
+      totalFound += found;
+      if (found > 0) {
+        logger.info({ tenantId, found }, 'Zombie resources detected');
+      }
+    } catch (err) {
+      logger.error({ tenantId, error: (err as Error).message }, 'Zombie hunt failed for tenant');
+    }
+  }
+
+  logger.info({ totalFound }, 'Zombie hunt complete');
+  return totalFound;
+}
+
+/**
+ * Start the zombie hunter on a recurring interval.
+ * Default: every 24 hours (86400000 ms).
+ */
+export function startZombieHunter(intervalMs = 86_400_000): NodeJS.Timeout {
+  logger.info({ intervalMs }, 'Scheduling zombie hunter');
+
+  // Run once on startup (delayed 30s to let the server settle)
+  setTimeout(() => {
+    runZombieHunt().catch((err) =>
+      logger.error({ error: (err as Error).message }, 'Initial zombie hunt failed'),
+    );
+  }, 30_000);
+
+  // Then run on interval
+  return setInterval(() => {
+    runZombieHunt().catch((err) =>
+      logger.error({ error: (err as Error).message }, 'Scheduled zombie hunt failed'),
+    );
+  }, intervalMs);
+}
diff --git a/products/06-runbook-automation/saas/migrations/005_classifier_audit.sql b/products/06-runbook-automation/saas/migrations/005_classifier_audit.sql
new file mode 100644
index 0000000..1fbc19a
--- /dev/null
+++ b/products/06-runbook-automation/saas/migrations/005_classifier_audit.sql
@@ -0,0 +1,38 @@
+-- 005_classifier_audit.sql
+
+CREATE TABLE IF NOT EXISTS runbook_steps (
+    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
+    tenant_id UUID NOT NULL REFERENCES tenants(id) ON DELETE CASCADE,
+    runbook_id UUID NOT NULL REFERENCES runbooks(id) ON DELETE CASCADE,
+    step_index INT NOT NULL,
+    name TEXT NOT NULL,
+    description TEXT,
+    command TEXT,
+    expected_output TEXT,
+    timeout_seconds INT DEFAULT 300,
+    requires_approval BOOLEAN DEFAULT false,
+    risk_level TEXT DEFAULT 'low' CHECK (risk_level IN ('low', 'medium', 'high', 'critical')),
+    created_at TIMESTAMPTZ NOT NULL DEFAULT now(),
+    UNIQUE(runbook_id, step_index)
+);
+
+ALTER TABLE runbook_steps ENABLE ROW LEVEL SECURITY;
+
+DO $$
+BEGIN
+    IF NOT EXISTS (
+        SELECT 1 FROM pg_policies WHERE tablename = 'runbook_steps' AND policyname = 'tenant_iso_runbook_steps'
+    ) THEN
+        CREATE POLICY tenant_iso_runbook_steps ON runbook_steps
+            FOR ALL
+            USING (tenant_id::text = current_setting('app.tenant_id', true));
+    END IF;
+END $$;
+
+ALTER TABLE runbook_steps ADD COLUMN IF NOT EXISTS risk_level TEXT DEFAULT 'low' CHECK (risk_level IN ('low', 'medium', 'high', 'critical'));
+
+ALTER TABLE audit_entries ADD COLUMN IF NOT EXISTS prev_hash TEXT;
+
+ALTER TABLE runbooks ADD COLUMN IF NOT EXISTS trust_level TEXT DEFAULT 'standard' CHECK (trust_level IN ('sandbox', 'restricted', 'standard', 'elevated'));
+
+ALTER TABLE runbooks ADD COLUMN IF NOT EXISTS source_format TEXT DEFAULT 'yaml' CHECK (source_format IN ('yaml', 'markdown', 'confluence'));
diff --git a/products/06-runbook-automation/saas/package-lock.json b/products/06-runbook-automation/saas/package-lock.json
index 2be3396..3a54803 100644
--- a/products/06-runbook-automation/saas/package-lock.json
+++ b/products/06-runbook-automation/saas/package-lock.json
@@ -16,6 +16,7 @@
         "@slack/web-api": "^7.1.0",
         "fastify": "^4.28.0",
         "ioredis": "^5.4.0",
+        "js-yaml": "^4.1.1",
         "jsonwebtoken": "^9.0.2",
         "pg": "^8.12.0",
         "pino": "^9.1.0",
@@ -23,6 +24,7 @@
         "zod": "^3.23.0"
       },
       "devDependencies": {
+        "@types/js-yaml": "^4.0.9",
         "@types/jsonwebtoken": "^9.0.6",
         "@types/node": "^20.14.0",
         "@types/pg": "^8.11.0",
@@ -1603,6 +1605,13 @@
         "@types/node": "*"
       }
     },
+    "node_modules/@types/js-yaml": {
+      "version": "4.0.9",
+      "resolved": "https://registry.npmjs.org/@types/js-yaml/-/js-yaml-4.0.9.tgz",
+      "integrity": "sha512-k4MGaQl5TGo/iipqb2UDG2UwjXziSWkh0uysQelTlJpX1qGlpUZYm8PnO4DxG1qBomtJUdYJ6qR6xdIah10JLg==",
+      "dev": true,
+      "license": "MIT"
+    },
     "node_modules/@types/json-schema": {
       "version": "7.0.15",
       "resolved": "https://registry.npmjs.org/@types/json-schema/-/json-schema-7.0.15.tgz",
@@ -1982,7 +1991,6 @@
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/argparse/-/argparse-2.0.1.tgz",
       "integrity": "sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q==",
-      "dev": true,
       "license": "Python-2.0"
     },
     "node_modules/array-buffer-byte-length": {
@@ -4340,7 +4348,6 @@
       "version": "4.1.1",
       "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.1.1.tgz",
       "integrity": "sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "argparse": "^2.0.1"
diff --git a/products/06-runbook-automation/saas/package.json b/products/06-runbook-automation/saas/package.json
index 3adb3ef..ef7426b 100644
--- a/products/06-runbook-automation/saas/package.json
+++ b/products/06-runbook-automation/saas/package.json
@@ -19,6 +19,7 @@
     "@slack/web-api": "^7.1.0",
     "fastify": "^4.28.0",
     "ioredis": "^5.4.0",
+    "js-yaml": "^4.1.1",
     "jsonwebtoken": "^9.0.2",
     "pg": "^8.12.0",
     "pino": "^9.1.0",
@@ -26,6 +27,7 @@
     "zod": "^3.23.0"
   },
   "devDependencies": {
+    "@types/js-yaml": "^4.0.9",
     "@types/jsonwebtoken": "^9.0.6",
     "@types/node": "^20.14.0",
     "@types/pg": "^8.11.0",
diff --git a/products/06-runbook-automation/saas/src/classifier/index.ts b/products/06-runbook-automation/saas/src/classifier/index.ts
new file mode 100644
index 0000000..f7c4c9f
--- /dev/null
+++ b/products/06-runbook-automation/saas/src/classifier/index.ts
@@ -0,0 +1,6 @@
+import type { RunbookStep } from '../parsers/index.js';
+import { classifyStep } from './safety-scanner.js';
+
+export function classifyRunbook(steps: RunbookStep[]): RunbookStep[] {
+  return steps.map(classifyStep);
+}
diff --git a/products/06-runbook-automation/saas/src/classifier/safety-scanner.ts b/products/06-runbook-automation/saas/src/classifier/safety-scanner.ts
new file mode 100644
index 0000000..5287258
--- /dev/null
+++ b/products/06-runbook-automation/saas/src/classifier/safety-scanner.ts
@@ -0,0 +1,49 @@
+import type { RunbookStep } from '../parsers/index.js';
+
+export function classifyStep(step: RunbookStep): RunbookStep {
+  if (!step.command) {
+    return { ...step, risk_level: 'low', requires_approval: false };
+  }
+
+  const cmd = step.command.toLowerCase();
+  
+  // Critical
+  if (
+    cmd.includes('rm -rf') ||
+    cmd.includes('drop table') ||
+    cmd.includes('delete from') ||
+    cmd.includes('shutdown') ||
+    cmd.includes('reboot') ||
+    cmd.includes('kill -9') ||
+    cmd.includes('iptables -f')
+  ) {
+    return { ...step, risk_level: 'critical', requires_approval: true };
+  }
+
+  // High (Privilege escalation & Network)
+  if (
+    cmd.includes('sudo') ||
+    cmd.includes('chmod 777') ||
+    cmd.includes('chown root') ||
+    cmd.includes('iptables') ||
+    cmd.includes('route add') ||
+    cmd.includes('route del') ||
+    cmd.includes('/etc/resolv.conf')
+  ) {
+    return { ...step, risk_level: 'high', requires_approval: true };
+  }
+
+  // Medium (Modifying config, restarting services)
+  if (
+    cmd.includes('systemctl restart') ||
+    cmd.includes('service restart') ||
+    cmd.includes('sed -i') ||
+    cmd.includes('mv ') ||
+    cmd.includes('cp ')
+  ) {
+    return { ...step, risk_level: 'medium', requires_approval: true };
+  }
+
+  // Default to low
+  return { ...step, risk_level: 'low', requires_approval: step.requires_approval || false };
+}
diff --git a/products/06-runbook-automation/saas/src/parsers/confluence-parser.ts b/products/06-runbook-automation/saas/src/parsers/confluence-parser.ts
new file mode 100644
index 0000000..2cb355a
--- /dev/null
+++ b/products/06-runbook-automation/saas/src/parsers/confluence-parser.ts
@@ -0,0 +1,80 @@
+import type { RunbookStep } from './index.js';
+
+export function parseConfluenceRunbook(html: string): RunbookStep[] {
+  const steps: RunbookStep[] = [];
+  
+  // Try table parsing first
+  // Very simplistic HTML table extraction for Node without DOMparser
+  // We look for <tr> with <td> elements.
+  const rowRegex = /<tr[^>]*>(.*?)<\/tr>/gis;
+  const colRegex = /<td[^>]*>(.*?)<\/td>/gis;
+  
+  let match;
+  let order = 1;
+  while ((match = rowRegex.exec(html)) !== null) {
+    const rowHtml = match[1];
+    const cols: string[] = [];
+    let colMatch;
+    
+    // reset regex index
+    const colRegexClone = new RegExp(colRegex);
+    while ((colMatch = colRegexClone.exec(rowHtml)) !== null) {
+      // strip inner HTML tags
+      cols.push(colMatch[1].replace(/<[^>]*>/g, '').trim());
+    }
+    
+    if (cols.length >= 2) {
+      // Assume Column 1: Step Name/Description, Column 2: Action/Command, Column 3: Expected
+      const nameDesc = cols[0];
+      const command = cols[1];
+      const expected = cols[2] || '';
+      
+      // Skip headers
+      if (nameDesc.toLowerCase().includes('step') && command.toLowerCase().includes('action')) {
+        continue;
+      }
+      if (!command) continue;
+
+      steps.push({
+        order: order++,
+        name: nameDesc.split('\n')[0].substring(0, 50) || `Step ${order}`,
+        description: nameDesc,
+        command: command,
+        expected_output: expected,
+        timeout_seconds: 300,
+        requires_approval: false,
+        risk_level: 'low'
+      });
+    }
+  }
+  
+  if (steps.length > 0) return steps;
+  
+  // Fallback: Numbered procedure lists
+  // Search for <ol> ... </ol> and extract <li>
+  const olRegex = /<ol[^>]*>(.*?)<\/ol>/gis;
+  const liRegex = /<li[^>]*>(.*?)<\/li>/gis;
+  
+  let olMatch;
+  while ((olMatch = olRegex.exec(html)) !== null) {
+    let liMatch;
+    const liRegexClone = new RegExp(liRegex);
+    while ((liMatch = liRegexClone.exec(olMatch[1])) !== null) {
+      const text = liMatch[1].replace(/<[^>]*>/g, '').trim();
+      
+      // Attempt to extract command, e.g. from <code> tags if we kept them, but we stripped them.
+      // We'll just put the text as description and name.
+      steps.push({
+        order: order++,
+        name: text.substring(0, 50) + '...',
+        description: text,
+        command: '', // Cannot easily reliably extract command from plain text without markers
+        timeout_seconds: 300,
+        requires_approval: false,
+        risk_level: 'low'
+      });
+    }
+  }
+  
+  return steps;
+}
diff --git a/products/06-runbook-automation/saas/src/parsers/index.ts b/products/06-runbook-automation/saas/src/parsers/index.ts
new file mode 100644
index 0000000..af7afc4
--- /dev/null
+++ b/products/06-runbook-automation/saas/src/parsers/index.ts
@@ -0,0 +1,37 @@
+export interface RunbookStep {
+  order: number;
+  name: string;
+  description: string;
+  command?: string;
+  expected_output?: string;
+  timeout_seconds: number;
+  requires_approval: boolean;
+  risk_level: 'low' | 'medium' | 'high' | 'critical';
+}
+
+import { parseYamlRunbook } from './yaml-parser.js';
+import { parseMarkdownRunbook } from './markdown-parser.js';
+import { parseConfluenceRunbook } from './confluence-parser.js';
+
+export function parseRunbook(content: string, format: 'yaml' | 'markdown' | 'confluence'): RunbookStep[] {
+  switch (format) {
+    case 'yaml':
+      return parseYamlRunbook(content);
+    case 'markdown':
+      return parseMarkdownRunbook(content);
+    case 'confluence':
+      return parseConfluenceRunbook(content);
+    default:
+      throw new Error(`Unsupported runbook format: ${format}`);
+  }
+}
+
+export function detectFormat(content: string): 'yaml' | 'markdown' | 'confluence' {
+  if (content.includes('<!DOCTYPE html>') || content.includes('<table class="confluenceTable">') || content.includes('<div id="main-content"')) {
+    return 'confluence';
+  }
+  if (content.trim().startsWith('#') || content.includes('```bash') || content.includes('```sh') || content.match(/^\d+\.\s+/m)) {
+    return 'markdown';
+  }
+  return 'yaml';
+}
diff --git a/products/06-runbook-automation/saas/src/parsers/markdown-parser.ts b/products/06-runbook-automation/saas/src/parsers/markdown-parser.ts
new file mode 100644
index 0000000..6b02c98
--- /dev/null
+++ b/products/06-runbook-automation/saas/src/parsers/markdown-parser.ts
@@ -0,0 +1,81 @@
+import type { RunbookStep } from './index.js';
+
+export function parseMarkdownRunbook(content: string): RunbookStep[] {
+  const steps: RunbookStep[] = [];
+  const lines = content.split('\n');
+  
+  let currentStep: Partial<RunbookStep> | null = null;
+  let inCodeBlock = false;
+  let codeBuffer: string[] = [];
+  
+  for (let i = 0; i < lines.length; i++) {
+    const line = lines[i];
+    
+    // Check for code block toggle
+    if (line.trim().startsWith('```')) {
+      inCodeBlock = !inCodeBlock;
+      if (!inCodeBlock && currentStep) {
+        // Just closed a code block
+        if (!currentStep.command) {
+          currentStep.command = codeBuffer.join('\n').trim();
+        } else {
+          // If we already have a command, maybe this is expected output?
+          currentStep.expected_output = codeBuffer.join('\n').trim();
+        }
+        codeBuffer = [];
+      } else if (inCodeBlock) {
+        // Just opened a code block, reset buffer
+        codeBuffer = [];
+      }
+      continue;
+    }
+    
+    if (inCodeBlock) {
+      codeBuffer.push(line);
+      continue;
+    }
+    
+    // Check for numbered list (e.g. "1. Do something")
+    const stepMatch = line.match(/^(\d+)\.\s+(.*)$/);
+    if (stepMatch) {
+      // If we have an existing step, save it
+      if (currentStep) {
+        steps.push(finalizeStep(currentStep, steps.length + 1));
+      }
+      
+      currentStep = {
+        name: stepMatch[2].trim(),
+        description: '',
+      };
+      continue;
+    }
+    
+    // Accumulate description
+    if (currentStep && line.trim() && !line.trim().startsWith('#')) {
+      if (currentStep.description) {
+        currentStep.description += '\n' + line.trim();
+      } else {
+        currentStep.description = line.trim();
+      }
+    }
+  }
+  
+  if (currentStep) {
+    steps.push(finalizeStep(currentStep, steps.length + 1));
+  }
+  
+  return steps;
+}
+
+function finalizeStep(step: Partial<RunbookStep>, index: number): RunbookStep {
+  return {
+    order: index,
+    name: step.name || `Step ${index}`,
+    description: step.description || '',
+    command: step.command,
+    expected_output: step.expected_output,
+    timeout_seconds: 300,
+    requires_approval: false,
+    risk_level: 'low'
+  };
+}
diff --git a/products/06-runbook-automation/saas/src/parsers/yaml-parser.ts b/products/06-runbook-automation/saas/src/parsers/yaml-parser.ts
new file mode 100644
index 0000000..a89f540
--- /dev/null
+++ b/products/06-runbook-automation/saas/src/parsers/yaml-parser.ts
@@ -0,0 +1,24 @@
+import yaml from 'js-yaml';
+import type { RunbookStep } from './index.js';
+
+export function parseYamlRunbook(content: string): RunbookStep[] {
+  const parsed = yaml.load(content) as any;
+  const stepsData = Array.isArray(parsed) ? parsed : (parsed?.steps || []);
+  
+  if (!Array.isArray(stepsData)) {
+    throw new Error('YAML runbook must be an array or contain a "steps" array');
+  }
+
+  return stepsData.map((step: any, index: number): RunbookStep => {
+    return {
+      order: index + 1,
+      name: step.name || `Step ${index + 1}`,
+      description: step.description || '',
+      command: step.command,
+      expected_output: step.expected_output,
+      timeout_seconds: step.timeout_seconds || 300,
+      requires_approval: step.requires_approval === true,
+      risk_level: step.risk_level || 'low'
+    };
+  });
+}
diff --git a/products/SPEC-GAP-ANALYSIS.md b/products/SPEC-GAP-ANALYSIS.md
new file mode 100644
index 0000000..35e211c
--- /dev/null
+++ b/products/SPEC-GAP-ANALYSIS.md
@@ -0,0 +1,86 @@
+# dd0c Platform - BDD Specification Gap Analysis
+
+## Executive Summary
+
+This gap analysis compares the BDD acceptance specifications against the currently implemented Node.js/Fastify source code and PostgreSQL database migrations for the dd0c monorepo (P2-P6). 
+
+Overall, the **Dashboard APIs** required by the React Console are highly implemented across all services. The frontend will successfully render and operate. The major gaps lie in the out-of-band background workers, external agents, robust message queuing (SQS/DLQ), and advanced intelligence/scoring heuristics. 
+
+**Estimated Implementation Completion:**
+*   **P4 - Lightweight IDP:** ~75% (Core scanners, catalog, and search are functional)
+*   **P3 - Alert Intelligence:** ~65% (Ingestion, basic correlation, and UI APIs are solid)
+*   **P5 - AWS Cost Anomaly:** ~50% (Scorer and APIs exist, but CloudTrail ingestion is missing)
+*   **P6 - Runbook Automation:** ~40% (APIs and Slackbot exist; parsing, classification, and agent execution are completely missing)
+*   **P2 - IaC Drift Detection:** ~30% (SaaS ingestion APIs exist; the entire external agent, mTLS, and diff engines are missing)
+
+---
+
+## Per-Service Breakdown by Epic
+
+### P2: IaC Drift Detection
+*   **Epic 1: Drift Detection Agent** ❌ **MISSING** - No Go agent binary. Terraform, CloudFormation, Kubernetes, and Pulumi state scanning engines do not exist. Secret scrubbing logic is missing.
+*   **Epic 2: Agent Communication** 🟡 **PARTIAL** - Basic HTTP ingestion route exists (`/v1/ingest/drift`), but mTLS authentication and SQS FIFO message queues are not implemented.
+*   **Epic 3: Event Processor** 🟡 **PARTIAL** - Ingestion, nonce replay prevention, and PostgreSQL persistence with RLS are implemented. Missing canonical schema normalization and chunked report reassembly.
+*   **Epic 4: Notification Engine** 🟡 **PARTIAL** - Slack Block Kit, Email (Resend), Webhook, and PagerDuty dispatchers are implemented. Missing Daily Digest job and severity-based routing logic.
+*   **Epic 5: Remediation** ❌ **MISSING** - Interactive Slack buttons exist in notification payloads, but the backend workflow engine, approval tracking, and agent-side execution dispatch are missing.
+*   **Epic 6 & 7: Dashboard UI & API** ✅ **IMPLEMENTED** - `fetchStacks`, `fetchStackHistory`, and `fetchLatestReport` endpoints are fully implemented with tenant RLS.
+*   **Epic 8 & 9: Infrastructure / PLG** ❌ **MISSING** - No CDK templates, CI/CD pipelines, Stripe billing, or CLI setup logic.
+*   **Epic 10: Transparent Factory** 🟡 **PARTIAL** - Database migrations and RLS are implemented. Missing Feature Flag service and OTEL Tracing.
+
+### P3: Alert Intelligence
+*   **Epic 1: Webhook Ingestion** 🟡 **PARTIAL** - Webhook routes and HMAC validation for Datadog, PagerDuty, OpsGenie, and Grafana are implemented via Redis queue. Missing S3 archival, oversized payload handling, and SQS/DLQ.
+*   **Epic 2: Alert Normalization** 🟡 **PARTIAL** - Basic provider mapping logic exists in `webhook-processor.ts`.
+*   **Epic 3: Correlation Engine** 🟡 **PARTIAL** - Time-window correlation and fingerprint deduplication are implemented using Redis. Missing Service-Affinity matching and strict cross-tenant worker isolation.
+*   **Epic 4: Notification & Escalation** 🟡 **PARTIAL** - Slack, Email, and Webhook dispatchers are implemented. Missing PagerDuty auto-escalation cron and Daily Noise Report.
+*   **Epic 5: Slack Bot** 🟡 **PARTIAL** - Missing interactive feedback button handlers (`/slack/interactions`) for noise/helpful marking, and missing `/dd0c` slash commands.
+*   **Epic 6 & 7: Dashboard UI & API** 🟡 **PARTIAL** - Incident CRUD, filtering, and summary endpoints are implemented. Missing `MTTR` and `Noise Reduction` analytics endpoints requested by the spec.
+*   **Epic 8 & 9: Infrastructure / PLG** ❌ **MISSING** - No CDK, Stripe billing, or Free Tier (10K alerts/month) limit enforcement.
+
+### P4: Lightweight IDP
+*   **Epic 1: AWS Discovery Scanner** 🟡 **PARTIAL** - ECS, Lambda, and RDS resource discovery implemented. Missing CloudFormation, API Gateway, and Step Functions orchestration.
+*   **Epic 2: GitHub Discovery Scanner** 🟡 **PARTIAL** - Repository fetching, pagination, and basic `package.json`/`Dockerfile` heuristics implemented. Missing advanced CODEOWNERS and commit history parsing.
+*   **Epic 3: Service Catalog** 🟡 **PARTIAL** - Catalog ingestion, partial update staging, ownership resolution, and DB APIs implemented. Missing PagerDuty/OpsGenie on-call mapping.
+*   **Epic 4: Search Engine** 🟡 **PARTIAL** - Meilisearch integration with PostgreSQL fallback implemented. Missing Redis prefix caching for `Cmd+K` performance optimization.
+*   **Epic 5: Dashboard API** ✅ **IMPLEMENTED** - Service CRUD and ownership summary endpoints are fully functional and align with Console requirements.
+*   **Epic 6: Analytics Dashboards** ❌ **MISSING** - API endpoints for Ownership Coverage, Health Scorecards, and Tech Debt tracking are missing.
+
+### P5: AWS Cost Anomaly
+*   **Epic 1: CloudTrail Ingestion** ❌ **MISSING** - A batch ingestion API exists, but the AWS EventBridge cross-account rules, SQS FIFO, and Lambda normalizer are entirely missing.
+*   **Epic 2: Anomaly Detection** 🟡 **PARTIAL** - Welford's algorithm and basic Z-Score computation are implemented. Missing novelty scoring, cold-start fast path, and composite scoring logic.
+*   **Epic 3: Zombie Hunter** ❌ **MISSING** - No scheduled jobs or logic to detect idle EC2, RDS, or EBS resources.
+*   **Epic 4: Notification & Remediation** 🟡 **PARTIAL** - Slack notification generation is implemented. Missing the `/slack/interactions` endpoint to process remediation buttons (e.g., Stop Instance).
+*   **Epic 6 & 7: Dashboard UI & API** ✅ **IMPLEMENTED** - Anomalies, Baselines, and Governance rule CRUD endpoints match Console expectations.
+*   **Epic 10: Transparent Factory** 🟡 **PARTIAL** - The 14-day `GovernanceEngine` (Shadow -> Audit -> Enforce) auto-promotion and Panic Mode logic is implemented. Missing Circuit Breakers and OTEL spans.
+
+### P6: Runbook Automation
+*   **Epic 1: Runbook Parser** ❌ **MISSING** - The system currently expects raw YAML inputs. Confluence HTML, Notion Markdown, and LLM step extraction parsing engines are entirely missing.
+*   **Epic 2: Action Classifier** ❌ **MISSING** - Neither the deterministic regex safety scanner nor the secondary LLM risk classifier exist.
+*   **Epic 3: Execution Engine** 🟡 **PARTIAL** - Basic state transitions are handled in `api/runbooks.ts`. Missing Trust Level enforcement, network partition recovery, and step idempotency logic.
+*   **Epic 4: Agent** ❌ **MISSING** - No Go agent binary, gRPC bidirectional streaming, or local sandbox execution environments exist.
+*   **Epic 5: Audit Trail** 🟡 **PARTIAL** - Basic Postgres `audit_entries` table exists. Missing the immutable append-only hash chain logic and CSV/PDF compliance export APIs.
+*   **Epic 6: Dashboard API** ✅ **IMPLEMENTED** - Runbook, execution, and approval APIs are implemented. Redis pub/sub Agent Bridge exists. Slackbot interaction handlers are fully implemented with signature verification.
+
+---
+
+## Priority Ranking (What to Implement Next)
+
+This ranking is based on maximizing time-to-value: prioritizing services where the Console UI is already supported, the backend logic is mostly complete, and the remaining gaps are well-defined.
+
+**1. P4 - Lightweight IDP**
+*   **Why:** It is functionally the most complete. The Console APIs work, Meilisearch sync works, and basic AWS/GitHub discovery is operational.
+*   **Next Steps:** Implement the missing AWS scanners (CloudFormation, API Gateway) and the `Redis` prefix caching for search. Add the analytics endpoints (Ownership, Health, Tech Debt) to unlock the remaining UI views.
+
+**2. P3 - Alert Intelligence**
+*   **Why:** The core pipeline (Webhook -> Redis -> Worker -> DB) is functional and deduplication logic works. Console APIs are satisfied.
+*   **Next Steps:** Build the `MTTR` and `Noise Reduction` analytics SQL queries, add PagerDuty escalation triggers, and implement the interactive Slack button handlers.
+
+**3. P5 - AWS Cost Anomaly**
+*   **Why:** The complex math (Welford running stats) and database governance logic are done, making the dashboard functional for demo data.
+*   **Next Steps:** The biggest blocker is that there is no data pipeline. Implement the CDK stack to deploy the EventBridge rules and the `Lambda Normalizer` to translate CloudTrail events into the existing `/v1/ingest` API.
+
+**4. P6 - Runbook Automation**
+*   **Why:** The API orchestration, Slack integrations, and Redis Pub/Sub bridges are nicely implemented, but it is currently a "brain without a body."
+*   **Next Steps:** It requires two massive standalone systems: the `Runbook Parser` (LLM + AST logic) and the actual external `Agent` (Go binary with gRPC and sandboxing). 
+
+**5. P2 - IaC Drift Detection**
+*   **Why:** Furthest from completion. While the SaaS API exists, it requires a highly complex external Go agent capable of reading Terraform/K8s/Pulumi state, a secure mTLS CA registration system, and a diffing/scoring engine—none of which currently exist.