# Pilot Success Criteria

**Definition of "done" for StemeDB pilot deployments**

This document defines the acceptance criteria for validating a StemeDB pilot before promoting to production. All "Must Pass" criteria are ship blockers.

---

## Overview

| Section | Must Pass | Should Pass | Nice to Have | Total |
|---------|-----------|-------------|--------------|-------|
| **[1. Performance](#1-performance-requirements)** | 3 | 2 | 1 | 6 |
| **[2. Functional](#2-functional-requirements)** | 4 | 2 | 1 | 7 |
| **[3. Operational](#3-operational-requirements)** | 3 | 2 | 1 | 6 |
| **[4. Demo Validation](#4-demo-validation-5-amazement-moments)** | 5 | 0 | 0 | 5 |
| **[5. Acceptance](#5-acceptance-criteria)** | - | - | - | - |
| **Total** | **15** | **6** | **3** | **24** |

**Pass threshold:** All 15 "Must Pass" + 4/6 "Should Pass" = **19/24 minimum**

---

## 1. Performance Requirements

### Must Pass

#### 1.1 Sub-Second Query Latency (p99 <1s)

**Requirement:** p99 query latency <1 second at 10K assertions baseline.

**Test Procedure:**
```bash
# Load 10K assertions
./scripts/load-test-data.sh --count 10000

# Run query load test (100 queries/sec for 5 minutes)
./scripts/query-load-test.sh \
  --rate 100 \
  --duration 300 \
  --endpoint /v1/query \
  --lens recency

# Extract p99 latency
curl http://localhost:18180/metrics | grep 'stemedb_query_latency_seconds{quantile="0.99"}'
```

**Expected Result:**
```
stemedb_query_latency_seconds{quantile="0.99"} 0.987  # <1.0 ✅
```

**Acceptance:**
- ✅ Pass: p99 <1000ms
- ⚠️ Warning: p99 1000-1500ms (acceptable with explanation)
- ❌ Fail: p99 >1500ms

---

#### 1.2 Sustained Ingest Rate (1K assertions/sec, 5 minutes)

**Requirement:** Handle 1,000 assertions/sec sustained for 5 minutes with p99 latency <200ms.

**Test Procedure:**
```bash
# Run ingest load test
./scripts/ingest-load-test.sh \
  --rate 1000 \
  --duration 300

# Monitor metrics
curl http://localhost:18180/metrics | grep -E '(ingest_rate|wal_fsync_latency)'
```

**Expected Result:**
```
# Ingest rate maintained
rate(stemedb_assertions_total[1m]) ~= 1000

# WAL fsync latency <200ms
stemedb_wal_fsync_latency_seconds{quantile="0.99"} 0.189  # <0.2 ✅
```

**Acceptance:**
- ✅ Pass: 1K/sec sustained, p99 <200ms, no errors
- ⚠️ Warning: 800-1000/sec OR p99 200-300ms
- ❌ Fail: <800/sec OR p99 >300ms OR errors >1%

---

#### 1.3 Conflict Detection (Score >0.5 on contradictions)

**Requirement:** ConflictLens assigns conflict_score >0.5 when assertions contradict.

**Test Procedure:**
```bash
# Submit contradictory assertions
curl -X POST http://localhost:18180/v1/assert \
  -d '{
    "concept_path": "drug/aspirin/safety",
    "predicate": "adverse_event_rate",
    "value": 0.002,  # 0.2%
    "confidence": 0.95,
    "agent_id": "fda-clinical-trial"
  }'

curl -X POST http://localhost:18180/v1/assert \
  -d '{
    "concept_path": "drug/aspirin/safety",
    "predicate": "adverse_event_rate",
    "value": 0.12,  # 12% (contradicts)
    "confidence": 0.7,
    "agent_id": "anecdotal-reports"
  }'

# Query with ConflictLens
curl -X POST http://localhost:18180/v1/query \
  -d '{
    "concept_path": "drug/aspirin/safety",
    "lens": "conflict"
  }' | jq '.conflict_score'
```

**Expected Result:**
```json
{
  "conflict_score": 0.87,  # >0.5 ✅ (high conflict detected)
  "assertions": [
    {"value": 0.002, "confidence": 0.95, "agent": "fda-clinical-trial"},
    {"value": 0.12, "confidence": 0.7, "agent": "anecdotal-reports"}
  ]
}
```

**Acceptance:**
- ✅ Pass: conflict_score >0.5 for contradictory values
- ❌ Fail: conflict_score ≤0.5

---

### Should Pass

#### 1.4 Concurrent Query Capacity (100 readers, <2x degradation)

**Requirement:** Support 100 concurrent readers with <2x latency degradation vs baseline.

**Test Procedure:**
```bash
# Measure baseline (1 concurrent reader)
ab -n 1000 -c 1 -p query.json http://localhost:18180/v1/query
# Note: mean latency (e.g., 50ms)

# Measure under load (100 concurrent readers)
ab -n 10000 -c 100 -p query.json http://localhost:18180/v1/query
# Note: mean latency (e.g., 85ms)

# Calculate degradation
echo "scale=2; 85 / 50" | bc  # = 1.7x (acceptable)
```

**Expected Result:**
- Baseline: 50ms mean
- Under load: <100ms mean (2x degradation)

**Acceptance:**
- ✅ Pass: <2x degradation
- ⚠️ Warning: 2-3x degradation
- ❌ Fail: >3x degradation

---

#### 1.5 Replication Lag <1s (Cluster Only)

**Requirement:** Three-node cluster maintains replication lag <1 second.

**Test Procedure:**
```bash
# Submit assertion to Node 1
curl -X POST http://node1:18180/v1/assert -d '{...}'

# Wait 1 second
sleep 1

# Query from Node 2 (different node)
curl -X POST http://node2:18180/v1/query -d '{...}'
# Should return the assertion

# Check replication lag metric
curl http://node1:18180/metrics | grep replication_lag_seconds
```

**Expected Result:**
```
replication_lag_seconds{node="node1"} 0.234  # <1.0 ✅
replication_lag_seconds{node="node2"} 0.456  # <1.0 ✅
replication_lag_seconds{node="node3"} 0.123  # <1.0 ✅
```

**Acceptance:**
- ✅ Pass: All nodes <1s
- ⚠️ Warning: Any node 1-5s
- ❌ Fail: Any node >5s

---

### Nice to Have

#### 1.6 Dashboard Load Time <2s

**Requirement:** StemeDB dashboard loads in <2 seconds.

**Test Procedure:**
```bash
# Measure page load time
curl -w "@curl-format.txt" -o /dev/null -s http://localhost:18188/

# Or use browser DevTools Network tab
# Load: http://localhost:18188/
# Check: DOMContentLoaded time
```

**Expected Result:**
- DOMContentLoaded: <2000ms

**Acceptance:**
- ✅ Pass: <2s
- ⚠️ Warning: 2-5s
- ❌ Fail: >5s

---

## 2. Functional Requirements

### Must Pass

#### 2.1 Complete Audit Trail (Export 100 assertions with signatures)

**Requirement:** Export 100 assertions with full provenance chain and verify Ed25519 signatures.

**Test Procedure:**
```bash
# Query 100 assertions
curl -X POST http://localhost:18180/v1/query \
  -d '{
    "concept_path": "drug/*",
    "lens": "recency",
    "limit": 100
  }' > assertions.json

# Verify each signature
cat assertions.json | jq -r '.assertions[] | .signature' | while read sig; do
  # Extract public key, message, signature
  # Verify Ed25519 signature
  echo "Verifying $sig..."
done

# Check provenance fields
cat assertions.json | jq '.assertions[] | select(.provenance == null or .provenance == "")'
# Should return empty (all have provenance)
```

**Expected Result:**
- 100 assertions exported
- All have non-empty `provenance` field
- All have non-empty `agent_id` field
- All signatures verify successfully

**Acceptance:**
- ✅ Pass: 100/100 valid signatures + provenance
- ❌ Fail: Any missing provenance or invalid signature

---

#### 2.2 Source Retraction Cascade

**Requirement:** Retracting source cascades to 110+ dependent assertions.

**Test Procedure:**
```bash
# Submit source + 110 dependent assertions
./scripts/seed-retraction-test-data.sh

# Retract source
curl -X POST http://localhost:18180/v1/retract \
  -d '{
    "concept_path": "source/CARDIOVASC_MEGA_TRIAL",
    "reason": "study_retracted_fabricated_data",
    "cascade": true
  }'

# Query retracted assertions
curl -X POST http://localhost:18180/v1/query \
  -d '{
    "concept_path": "drug/*/cardiovascular_risk",
    "lens": "recency",
    "include_retracted": true
  }' | jq '.assertions[] | select(.lifecycle_stage == "RETRACTED") | length'
```

**Expected Result:**
```
111  # Source + 110 dependents (≥110 ✅)
```

**Acceptance:**
- ✅ Pass: ≥110 assertions retracted
- ❌ Fail: <110 assertions retracted

---

#### 2.3 Multi-Lens Resolution

**Requirement:** RecencyLens, ConsensusLens, and AuthorityLens return different winners for same query.

**Test Procedure:**
```bash
# Submit 3 assertions (different agents, times, confidence)
curl -X POST http://localhost:18180/v1/assert -d '{
  "concept_path": "drug/aspirin/dosage",
  "predicate": "recommended_mg",
  "value": 81,
  "confidence": 0.95,
  "agent_id": "fda-guidelines",
  "timestamp": "2024-01-01T00:00:00Z"
}'

curl -X POST http://localhost:18180/v1/assert -d '{
  "concept_path": "drug/aspirin/dosage",
  "predicate": "recommended_mg",
  "value": 100,
  "confidence": 0.7,
  "agent_id": "mayo-clinic",
  "timestamp": "2025-06-01T00:00:00Z"
}'

curl -X POST http://localhost:18180/v1/assert -d '{
  "concept_path": "drug/aspirin/dosage",
  "predicate": "recommended_mg",
  "value": 325,
  "confidence": 0.6,
  "agent_id": "patient-forum",
  "timestamp": "2025-12-01T00:00:00Z"
}'

# Query with each lens
curl -X POST http://localhost:18180/v1/query \
  -d '{"concept_path": "drug/aspirin/dosage", "lens": "recency"}' \
  | jq '.assertions[0].value'
# Expected: 325 (most recent)

curl -X POST http://localhost:18180/v1/query \
  -d '{"concept_path": "drug/aspirin/dosage", "lens": "authority"}' \
  | jq '.assertions[0].value'
# Expected: 81 (highest confidence from FDA)

curl -X POST http://localhost:18180/v1/query \
  -d '{"concept_path": "drug/aspirin/dosage", "lens": "consensus"}' \
  | jq '.assertions[0].value'
# Expected: 100 (middle value, balances recency + authority)
```

**Expected Result:**
- RecencyLens returns: 325 (latest timestamp)
- AuthorityLens returns: 81 (FDA, highest confidence)
- ConsensusLens returns: 100 (middle value)

**All 3 lenses return different winners ✅**

**Acceptance:**
- ✅ Pass: 3 different winners across lenses
- ❌ Fail: Same winner for all lenses (indicates lens not working)

---

#### 2.4 Health Endpoint Returns 200

**Requirement:** `/v1/health` returns 200 with valid JSON.

**Test Procedure:**
```bash
curl -i http://localhost:18180/v1/health
```

**Expected Result:**
```
HTTP/1.1 200 OK
Content-Type: application/json

{
  "status": "healthy",
  "version": "0.1.0",
  "uptime_seconds": 12345,
  "assertion_count": 10234
}
```

**Acceptance:**
- ✅ Pass: 200 status + valid JSON
- ❌ Fail: Non-200 status OR malformed JSON

---

### Should Pass

#### 2.5 Query with Complex Lens (AuthorityLens with deep chain)

**Requirement:** AuthorityLens resolves assertions with trust chain depth ≥3.

**Test Procedure:**
```bash
# Submit assertions with trust chain:
# Agent A → Agent B → Agent C → Agent D (depth 3)

./scripts/seed-trust-chain.sh --depth 3

# Query with AuthorityLens
curl -X POST http://localhost:18180/v1/query \
  -d '{
    "concept_path": "research/deep_chain",
    "lens": "authority"
  }' | jq '.trust_chain_depth'
```

**Expected Result:**
```
3  # Depth ≥3 ✅
```

**Acceptance:**
- ✅ Pass: Depth ≥3
- ❌ Fail: Depth <3

---

#### 2.6 Time-Travel Query (2023 vs 2025 comparison)

**Requirement:** Query returns different results for different timestamps.

**Test Procedure:**
```bash
# Query as of 2023
curl -X POST http://localhost:18180/v1/query \
  -d '{
    "concept_path": "drug/aspirin/dosage",
    "lens": "recency",
    "as_of": "2023-01-01T00:00:00Z"
  }' | jq '.assertions[0].value'
# Expected: 81 (old guideline)

# Query as of 2025
curl -X POST http://localhost:18180/v1/query \
  -d '{
    "concept_path": "drug/aspirin/dosage",
    "lens": "recency",
    "as_of": "2025-12-31T23:59:59Z"
  }' | jq '.assertions[0].value'
# Expected: 325 (updated guideline)
```

**Expected Result:**
- 2023: 81
- 2025: 325
- **Different values ✅**

**Acceptance:**
- ✅ Pass: Different values for different timestamps
- ❌ Fail: Same value (time-travel not working)

---

### Nice to Have

#### 2.7 Swagger UI Accessible

**Requirement:** OpenAPI docs accessible at `/swagger-ui`.

**Test Procedure:**
```bash
curl -I http://localhost:18180/swagger-ui/
```

**Expected Result:**
```
HTTP/1.1 200 OK
Content-Type: text/html
```

**Acceptance:**
- ✅ Pass: 200 status
- ⚠️ Warning: 404 (acceptable if documented)

---

## 3. Operational Requirements

### Must Pass

#### 3.1 Backup/Restore Roundtrip

**Requirement:** Load 10K assertions → backup → restore → verify count matches.

**Test Procedure:**
```bash
# Load 10K assertions
./scripts/load-test-data.sh --count 10000

# Check count
ORIGINAL_COUNT=$(curl -s http://localhost:18180/v1/health | jq '.assertion_count')
echo "Original count: $ORIGINAL_COUNT"

# Backup
sudo ./scripts/backup-stemedb.sh
BACKUP_DIR=$(ls -dt backups/stemedb-backup-* | head -1)

# Stop server
sudo systemctl stop stemedb-api

# Restore
sudo ./scripts/restore-stemedb.sh $BACKUP_DIR

# Start server
sudo systemctl start stemedb-api

# Wait for startup
sleep 10

# Check count
RESTORED_COUNT=$(curl -s http://localhost:18180/v1/health | jq '.assertion_count')
echo "Restored count: $RESTORED_COUNT"

# Verify match
[ "$ORIGINAL_COUNT" -eq "$RESTORED_COUNT" ] && echo "✅ Pass" || echo "❌ Fail"
```

**Expected Result:**
```
Original count: 10234
Restored count: 10234
✅ Pass
```

**Acceptance:**
- ✅ Pass: Counts match exactly
- ❌ Fail: Counts differ

---

#### 3.2 Node Failure Recovery (Three-Node Cluster)

**Requirement:** Kill Node 2 → queries continue → node recovers → re-replicates <5 min.

**Test Procedure:**
```bash
# Kill Node 2
ssh node2 "sudo systemctl stop stemedb-api"

# Verify cluster detects failure
curl http://node1:18181/cluster/members | jq '.members[] | select(.id=="node2") | .status'
# Expected: "DOWN"

# Submit query to Node 1 (should succeed)
curl -X POST http://node1:18180/v1/query -d '{...}'
# Expected: 200 OK

# Restart Node 2
ssh node2 "sudo systemctl start stemedb-api"

# Wait for re-replication
sleep 300  # 5 minutes

# Check replication lag
curl http://node2:18180/metrics | grep replication_lag_seconds
# Expected: <1.0
```

**Expected Result:**
- Node 2 failure detected within 30s
- Queries continue to succeed on Node 1 & 3
- Node 2 recovers and re-replicates within 5 minutes
- Final replication lag <1s

**Acceptance:**
- ✅ Pass: All criteria met
- ❌ Fail: Queries failed OR recovery >5 min

---

#### 3.3 Rolling Restart (Three-Node Cluster, Zero Downtime)

**Requirement:** Restart nodes one-by-one during load test → 100% success rate.

**Test Procedure:**
```bash
# Start load test (background)
./scripts/query-load-test.sh --rate 10 --duration 600 &
LOAD_PID=$!

# Wait 60s for baseline
sleep 60

# Restart Node 1
ssh node1 "sudo systemctl restart stemedb-api"
sleep 60

# Restart Node 2
ssh node2 "sudo systemctl restart stemedb-api"
sleep 60

# Restart Node 3
ssh node3 "sudo systemctl restart stemedb-api"
sleep 60

# Wait for load test to complete
wait $LOAD_PID

# Check success rate
grep "Success rate" load-test-results.log
```

**Expected Result:**
```
Success rate: 100.0% (6000/6000 requests succeeded)
```

**Acceptance:**
- ✅ Pass: 100% success rate
- ⚠️ Warning: 98-99.9% success rate
- ❌ Fail: <98% success rate

---

### Should Pass

#### 3.4 Metrics Exposed (Prometheus Format)

**Requirement:** `/metrics` endpoint returns Prometheus-format metrics.

**Test Procedure:**
```bash
curl http://localhost:18180/metrics | head -20
```

**Expected Result:**
```
# HELP stemedb_assertions_total Total assertions ingested
# TYPE stemedb_assertions_total counter
stemedb_assertions_total 10234

# HELP stemedb_query_latency_seconds Query latency histogram
# TYPE stemedb_query_latency_seconds histogram
stemedb_query_latency_seconds_bucket{le="0.005"} 1234
...
```

**Acceptance:**
- ✅ Pass: Valid Prometheus format
- ❌ Fail: Invalid format OR endpoint unreachable

---

#### 3.5 Grafana Dashboard Loads

**Requirement:** Grafana dashboard displays StemeDB metrics without errors.

**Test Procedure:**
1. Open http://localhost:3000 (Grafana)
2. Navigate to "StemeDB Overview" dashboard
3. Check all panels load without errors

**Expected Result:**
- All panels display data
- No "No data" or "Error" messages

**Acceptance:**
- ✅ Pass: All panels load
- ⚠️ Warning: 1-2 panels missing data
- ❌ Fail: >2 panels missing data

---

### Nice to Have

#### 3.6 Backup Automation (Cron Job Running)

**Requirement:** Daily backup cron job configured and executed.

**Test Procedure:**
```bash
# Check cron job exists
sudo crontab -l | grep backup-stemedb

# Expected:
# 0 2 * * * /usr/local/bin/backup-stemedb.sh >> /var/log/stemedb-backup.log 2>&1

# Check last backup
ls -lt backups/ | head -3

# Expected: Backup from last 24 hours
```

**Acceptance:**
- ✅ Pass: Cron job exists + recent backup
- ⚠️ Warning: Cron job exists but no recent backup
- ❌ Fail: No cron job

---

## 4. Demo Validation: 5 Amazement Moments

**All 5 moments must be demonstrable without errors.**

### Moment 1: Conflicting Claims (FDA 0.2% vs Anecdotal 12%)

**Setup:**
```bash
./scripts/demo-moment-1-conflicting-claims.sh
```

**Demo Script:**
1. Show 2 assertions: FDA (0.2%) vs Anecdotal (12%)
2. Query with ConflictLens → Shows conflict_score: 0.87
3. Query with AuthorityLens → Returns FDA value (higher confidence)
4. **Amazement:** "Same data, different answers based on lens choice"

**Acceptance:**
- ✅ Pass: ConflictLens detects conflict, AuthorityLens picks FDA
- ❌ Fail: Lenses don't differentiate

---

### Moment 2: Source Retraction Cascade (110 Assertions Flagged)

**Setup:**
```bash
./scripts/demo-moment-2-retraction.sh
```

**Demo Script:**
1. Show study with 110 dependent drug safety assertions
2. Retract study: `POST /v1/retract` with `cascade: true`
3. Query retracted assertions → 111 total (study + dependents)
4. **Amazement:** "One retraction cascades to 110+ assertions automatically"

**Acceptance:**
- ✅ Pass: 111 assertions retracted
- ❌ Fail: <110 assertions retracted

---

### Moment 3: Audit Trail (Provenance Chain to Source)

**Setup:**
```bash
./scripts/demo-moment-3-audit-trail.sh
```

**Demo Script:**
1. Query assertion: "Drug X has adverse event rate 5%"
2. Show provenance: "Clinical trial ABC, 2024-06-15"
3. Trace to source: "Trial ABC run by Pharma Corp, funded by..."
4. Verify signature: Ed25519 signature valid
5. **Amazement:** "Full audit trail from claim to original source"

**Acceptance:**
- ✅ Pass: Provenance chain complete, signature valid
- ❌ Fail: Missing provenance OR invalid signature

---

### Moment 4: Time-Travel (Query 2023 vs 2025 Guidelines)

**Setup:**
```bash
./scripts/demo-moment-4-time-travel.sh
```

**Demo Script:**
1. Query aspirin dosage as of 2023 → Returns 81mg
2. Query same as of 2025 → Returns 325mg
3. Show timeline of changes (3 updates over 2 years)
4. **Amazement:** "See how medical guidelines evolved over time"

**Acceptance:**
- ✅ Pass: Different values for different timestamps
- ❌ Fail: Same value (time-travel not working)

---

### Moment 5: Lens-Based Resolution (3 Lenses → 3 Winners)

**Setup:**
```bash
./scripts/demo-moment-5-lens-resolution.sh
```

**Demo Script:**
1. Show 5 conflicting assertions for "recommended dosage"
2. Query with RecencyLens → Returns latest assertion
3. Query with ConsensusLens → Returns middle value
4. Query with AuthorityLens → Returns highest confidence assertion
5. **Amazement:** "Same query, 3 different answers - you choose resolution strategy"

**Acceptance:**
- ✅ Pass: 3 lenses return 3 different winners
- ❌ Fail: Lenses return same winner

---

## 5. Acceptance Criteria

### Must Pass (Ship Blockers)

**All 15 "Must Pass" criteria must be met:**

- [ ] 1.1 Query latency p99 <1s
- [ ] 1.2 Sustained ingest 1K/sec
- [ ] 1.3 Conflict detection >0.5
- [ ] 2.1 Audit trail complete
- [ ] 2.2 Retraction cascade ≥110
- [ ] 2.3 Multi-lens resolution
- [ ] 2.4 Health endpoint 200 OK
- [ ] 3.1 Backup/restore roundtrip
- [ ] 3.2 Node failure recovery (cluster)
- [ ] 3.3 Rolling restart (cluster)
- [ ] 4.1 Moment 1: Conflicting claims
- [ ] 4.2 Moment 2: Retraction cascade
- [ ] 4.3 Moment 3: Audit trail
- [ ] 4.4 Moment 4: Time-travel
- [ ] 4.5 Moment 5: Lens resolution

### Should Pass (Recommended)

**At least 4/6 "Should Pass" required:**

- [ ] 1.4 Concurrent query capacity
- [ ] 1.5 Replication lag <1s (cluster)
- [ ] 2.5 Complex lens (deep chain)
- [ ] 2.6 Time-travel query
- [ ] 3.4 Metrics exposed
- [ ] 3.5 Grafana dashboard

### Nice to Have (Optional)

**Not required for pilot approval:**

- [ ] 1.6 Dashboard load time <2s
- [ ] 2.7 Swagger UI accessible
- [ ] 3.6 Backup automation (cron)

---

## Validation Report Template

**Copy this template to document pilot validation results:**

```markdown
# StemeDB Pilot Validation Report

**Date:** YYYY-MM-DD
**Deployment:** [Single-node / Three-node cluster]
**Instance Type:** [AWS t3.large / etc.]
**Assertions:** [Count]
**Evaluator:** [Name]

## Results Summary

| Category | Must Pass | Should Pass | Nice to Have | Total |
|----------|-----------|-------------|--------------|-------|
| Performance | [X/3] | [X/2] | [X/1] | [X/6] |
| Functional | [X/4] | [X/2] | [X/1] | [X/7] |
| Operational | [X/3] | [X/2] | [X/1] | [X/6] |
| Demo | [X/5] | [0/0] | [0/0] | [X/5] |
| **Total** | **[X/15]** | **[X/6]** | **[X/3]** | **[X/24]** |

**Pass Threshold:** 15/15 Must Pass + 4/6 Should Pass = 19/24 minimum
**Actual Score:** [X/24]
**Status:** [✅ PASS / ❌ FAIL]

## Detailed Results

[Paste test results for each criterion]

## Blockers (if any)

[List any "Must Pass" failures]

## Recommendations

[Next steps for production deployment]

## Sign-Off

- [ ] Engineering Lead: ___________________ Date: ___________
- [ ] Operations Lead: ___________________ Date: ___________
- [ ] Product Lead: ___________________    Date: ___________
```

---

## Related Documentation

- [Production Readiness UAT](../../uat/production-readiness/README.md) - Pre-validation testing
- [Operations Hub](./README.md) - Operational documentation
- [Reference Architectures](./reference-architecture/) - Deployment models
- [Runbooks](./runbooks/) - Troubleshooting procedures

---

**Last Updated:** 2026-02-11
