Phase 6: Operate Evolve
🔄 Phase 6 Playbook — Operate & Evolve
> Duration: Ongoing | Agents: 12+ (rotating) | Governance: Studio Producer
# 🔄 Phase 6 Playbook — Operate & Evolve > **Duration**: Ongoing | **Agents**: 12+ (rotating) | **Governance**: Studio Producer --- ## Objective Sustained operations with continuous improvement. The product is live — now make it thrive. This phase has no end date; it runs as long as the product is in market. ## Pre-Conditions - [ ] Phase 5 Quality Gate passed (stable launch) - [ ] Phase 5 Handoff Package received - [ ] Operational cadences established - [ ] Baseline metrics documented ## Operational Cadences
Overview
Sustained operations with continuous improvement. The product is live — now make it thrive. This phase has no end date; it runs as long as the product is in market.
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🔄 Phase 6 Playbook — Operate & Evolve
Duration: Ongoing | Agents: 12+ (rotating) | Governance: Studio Producer
Objective
Sustained operations with continuous improvement. The product is live — now make it thrive. This phase has no end date; it runs as long as the product is in market.
Pre-Conditions
- Phase 5 Quality Gate passed (stable launch)
- Phase 5 Handoff Package received
- Operational cadences established
- Baseline metrics documented
Operational Cadences
Continuous (Always Active)
| Agent | Responsibility | SLA |
|---|---|---|
| Infrastructure Maintainer | System uptime, performance, security | 99.9% uptime, < 30min MTTR |
| Support Responder | Customer support, issue resolution | < 4hr first response |
| DevOps Automator | Deployment pipeline, hotfixes | Multiple deploys/day capability |
Daily
| Agent | Activity | Output |
|---|---|---|
| Analytics Reporter | KPI dashboard update | Daily metrics snapshot |
| Support Responder | Issue triage and resolution | Support ticket summary |
| Infrastructure Maintainer | System health check | Health status report |
Weekly
| Agent | Activity | Output |
|---|---|---|
| Analytics Reporter | Weekly performance analysis | Weekly Analytics Report |
| Feedback Synthesizer | User feedback synthesis | Weekly Feedback Summary |
| Sprint Prioritizer | Backlog grooming + sprint planning | Sprint Plan |
| Growth Hacker | Growth channel optimization | Growth Metrics Report |
| Project Shepherd | Cross-team coordination | Weekly Status Update |
Bi-Weekly
| Agent | Activity | Output |
|---|---|---|
| Feedback Synthesizer | Deep feedback analysis | Bi-Weekly Insights Report |
| Experiment Tracker | A/B test analysis | Experiment Results Summary |
| Content Creator | Content calendar execution | Published Content Report |
Monthly
| Agent | Activity | Output |
|---|---|---|
| Executive Summary Generator | C-suite reporting | Monthly Executive Summary |
| Finance Tracker | Financial performance review | Monthly Financial Report |
| Legal Compliance Checker | Regulatory monitoring | Compliance Status Report |
| Trend Researcher | Market intelligence update | Monthly Market Brief |
| Brand Guardian | Brand consistency audit | Brand Health Report |
Quarterly
| Agent | Activity | Output |
|---|---|---|
| Studio Producer | Strategic portfolio review | Quarterly Strategic Review |
| Workflow Optimizer | Process efficiency audit | Optimization Report |
| Performance Benchmarker | Performance regression testing | Quarterly Performance Report |
| Tool Evaluator | Technology stack review | Tech Debt Assessment |
Continuous Improvement Loop
MEASURE (Analytics Reporter)
│
▼
ANALYZE (Feedback Synthesizer + Analytics Reporter)
│
▼
PLAN (Sprint Prioritizer + Studio Producer)
│
▼
BUILD (Phase 3 Dev↔QA Loop — mini-cycles)
│
▼
VALIDATE (Evidence Collector + Reality Checker)
│
▼
DEPLOY (DevOps Automator)
│
▼
MEASURE (back to start)
Feature Development in Phase 6
New features follow a compressed NEXUS cycle:
1. Sprint Prioritizer selects feature from backlog
2. Appropriate Developer Agent implements
3. Evidence Collector validates (Dev↔QA loop)
4. DevOps Automator deploys (feature flag or direct)
5. Experiment Tracker monitors (A/B test if applicable)
6. Analytics Reporter measures impact
7. Feedback Synthesizer collects user response
Incident Response Protocol
Severity Levels
| Level | Definition | Response Time | Decision Authority |
|---|---|---|---|
| P0 — Critical | Service down, data loss, security breach | Immediate | Studio Producer |
| P1 — High | Major feature broken, significant degradation | < 1 hour | Project Shepherd |
| P2 — Medium | Minor feature issue, workaround available | < 4 hours | Agents Orchestrator |
| P3 — Low | Cosmetic issue, minor inconvenience | Next sprint | Sprint Prioritizer |
Incident Response Sequence
DETECTION (Infrastructure Maintainer or Support Responder)
│
▼
TRIAGE (Agents Orchestrator)
├── Classify severity (P0-P3)
├── Assign response team
└── Notify stakeholders
│
▼
RESPONSE
├── P0: Infrastructure Maintainer + DevOps Automator + Backend Architect
├── P1: Relevant Developer Agent + DevOps Automator
├── P2: Relevant Developer Agent
└── P3: Added to sprint backlog
│
▼
RESOLUTION
├── Fix implemented and deployed
├── Evidence Collector verifies fix
└── Infrastructure Maintainer confirms stability
│
▼
POST-MORTEM
├── Workflow Optimizer leads retrospective
├── Root cause analysis documented
├── Prevention measures identified
└── Process improvements implemented
Growth Operations
Monthly Growth Review (Growth Hacker leads)
1. Channel Performance Analysis
- Acquisition by channel (organic, paid, referral, social)
- CAC by channel
- Conversion rates by funnel stage
- LTV:CAC ratio trends
2. Experiment Results
- Completed A/B tests and outcomes
- Statistical significance validation
- Winner implementation status
- New experiment pipeline
3. Retention Analysis
- Cohort retention curves
- Churn risk identification
- Re-engagement campaign results
- Feature adoption metrics
4. Growth Roadmap Update
- Next month's growth experiments
- Channel budget reallocation
- New channel exploration
- Viral coefficient optimization
Content Operations (Content Creator + Social Media Strategist)
Weekly:
- Content calendar execution
- Social media engagement
- Community management
- Performance tracking
Monthly:
- Content performance review
- Editorial calendar planning
- Platform algorithm updates
- Content strategy refinement
Platform-Specific:
- Twitter Engager → Daily engagement, weekly threads
- Instagram Curator → 3-5 posts/week, daily stories
- TikTok Strategist → 3-5 videos/week
- Reddit Community Builder → Daily authentic engagement
Financial Operations
Monthly Financial Review (Finance Tracker)
1. Revenue Analysis
- MRR/ARR tracking
- Revenue by segment/plan
- Expansion revenue
- Churn revenue impact
2. Cost Analysis
- Infrastructure costs
- Marketing spend by channel
- Team/resource costs
- Tool and service costs
3. Unit Economics
- CAC trends
- LTV trends
- LTV:CAC ratio
- Payback period
4. Forecasting
- Revenue forecast (3-month rolling)
- Cost forecast
- Cash flow projection
- Budget variance analysis
Compliance Operations
Monthly Compliance Check (Legal Compliance Checker)
1. Regulatory Monitoring
- New regulations affecting the product
- Existing regulation changes
- Enforcement actions in the industry
- Compliance deadline tracking
2. Privacy Compliance
- Data subject request handling
- Consent management effectiveness
- Data retention policy adherence
- Cross-border transfer compliance
3. Security Compliance
- Vulnerability scan results
- Patch management status
- Access control review
- Incident log review
4. Audit Readiness
- Documentation currency
- Evidence collection status
- Training completion rates
- Policy acknowledgment tracking
Strategic Evolution
Quarterly Strategic Review (Studio Producer)
1. Market Position Assessment
- Competitive landscape changes (Trend Researcher input)
- Market share evolution
- Brand perception (Brand Guardian input)
- Customer satisfaction trends (Feedback Synthesizer input)
2. Product Strategy
- Feature roadmap review
- Technology debt assessment (Tool Evaluator input)
- Platform expansion opportunities
- Partnership evaluation
3. Growth Strategy
- Channel effectiveness review
- New market opportunities
- Pricing strategy assessment
- Expansion planning
4. Organizational Health
- Process efficiency (Workflow Optimizer input)
- Team performance metrics
- Resource allocation optimization
- Capability development needs
Output: Quarterly Strategic Review → Updated roadmap and priorities
Phase 6 Success Metrics
| Category | Metric | Target | Owner |
|---|---|---|---|
| Reliability | System uptime | > 99.9% | Infrastructure Maintainer |
| Reliability | MTTR | < 30 minutes | Infrastructure Maintainer |
| Growth | MoM user growth | > 20% | Growth Hacker |
| Growth | Activation rate | > 60% | Analytics Reporter |
| Retention | Day 7 retention | > 40% | Analytics Reporter |
| Retention | Day 30 retention | > 20% | Analytics Reporter |
| Financial | LTV:CAC ratio | > 3:1 | Finance Tracker |
| Financial | Portfolio ROI | > 25% | Studio Producer |
| Quality | NPS score | > 50 | Feedback Synthesizer |
| Quality | Support resolution time | < 4 hours | Support Responder |
| Compliance | Regulatory adherence | > 98% | Legal Compliance Checker |
| Efficiency | Deployment frequency | Multiple/day | DevOps Automator |
| Efficiency | Process improvement | 20%/quarter | Workflow Optimizer |
Phase 6 has no end date. It runs as long as the product is in market, with continuous improvement cycles driving the product forward. The NEXUS pipeline can be re-activated (NEXUS-Sprint or NEXUS-Micro) for major new features or pivots.
| 1 | # 🔄 Phase 6 Playbook — Operate & Evolve |
| 2 | |
| 3 | > **Duration**: Ongoing | **Agents**: 12+ (rotating) | **Governance**: Studio Producer |
| 4 | |
| 5 | |
| 6 | |
| 7 | ## Objective |
| 8 | |
| 9 | Sustained operations with continuous improvement. The product is live — now make it thrive. This phase has no end date; it runs as long as the product is in market. |
| 10 | |
| 11 | ## Pre-Conditions |
| 12 | |
| 13 | [ ] Phase 5 Quality Gate passed (stable launch) |
| 14 | [ ] Phase 5 Handoff Package received |
| 15 | [ ] Operational cadences established |
| 16 | [ ] Baseline metrics documented |
| 17 | |
| 18 | ## Operational Cadences |
| 19 | |
| 20 | ### Continuous (Always Active) |
| 21 | |
| 22 | | Agent | Responsibility | SLA | |
| 23 | |-------|---------------|-----| |
| 24 | | **Infrastructure Maintainer** | System uptime, performance, security | 99.9% uptime, < 30min MTTR | |
| 25 | | **Support Responder** | Customer support, issue resolution | < 4hr first response | |
| 26 | | **DevOps Automator** | Deployment pipeline, hotfixes | Multiple deploys/day capability | |
| 27 | |
| 28 | ### Daily |
| 29 | |
| 30 | | Agent | Activity | Output | |
| 31 | |-------|----------|--------| |
| 32 | | **Analytics Reporter** | KPI dashboard update | Daily metrics snapshot | |
| 33 | | **Support Responder** | Issue triage and resolution | Support ticket summary | |
| 34 | | **Infrastructure Maintainer** | System health check | Health status report | |
| 35 | |
| 36 | ### Weekly |
| 37 | |
| 38 | | Agent | Activity | Output | |
| 39 | |-------|----------|--------| |
| 40 | | **Analytics Reporter** | Weekly performance analysis | Weekly Analytics Report | |
| 41 | | **Feedback Synthesizer** | User feedback synthesis | Weekly Feedback Summary | |
| 42 | | **Sprint Prioritizer** | Backlog grooming + sprint planning | Sprint Plan | |
| 43 | | **Growth Hacker** | Growth channel optimization | Growth Metrics Report | |
| 44 | | **Project Shepherd** | Cross-team coordination | Weekly Status Update | |
| 45 | |
| 46 | ### Bi-Weekly |
| 47 | |
| 48 | | Agent | Activity | Output | |
| 49 | |-------|----------|--------| |
| 50 | | **Feedback Synthesizer** | Deep feedback analysis | Bi-Weekly Insights Report | |
| 51 | | **Experiment Tracker** | A/B test analysis | Experiment Results Summary | |
| 52 | | **Content Creator** | Content calendar execution | Published Content Report | |
| 53 | |
| 54 | ### Monthly |
| 55 | |
| 56 | | Agent | Activity | Output | |
| 57 | |-------|----------|--------| |
| 58 | | **Executive Summary Generator** | C-suite reporting | Monthly Executive Summary | |
| 59 | | **Finance Tracker** | Financial performance review | Monthly Financial Report | |
| 60 | | **Legal Compliance Checker** | Regulatory monitoring | Compliance Status Report | |
| 61 | | **Trend Researcher** | Market intelligence update | Monthly Market Brief | |
| 62 | | **Brand Guardian** | Brand consistency audit | Brand Health Report | |
| 63 | |
| 64 | ### Quarterly |
| 65 | |
| 66 | | Agent | Activity | Output | |
| 67 | |-------|----------|--------| |
| 68 | | **Studio Producer** | Strategic portfolio review | Quarterly Strategic Review | |
| 69 | | **Workflow Optimizer** | Process efficiency audit | Optimization Report | |
| 70 | | **Performance Benchmarker** | Performance regression testing | Quarterly Performance Report | |
| 71 | | **Tool Evaluator** | Technology stack review | Tech Debt Assessment | |
| 72 | |
| 73 | ## Continuous Improvement Loop |
| 74 | |
| 75 | |
| 76 | MEASURE (Analytics Reporter) |
| 77 | │ |
| 78 | ▼ |
| 79 | ANALYZE (Feedback Synthesizer + Analytics Reporter) |
| 80 | │ |
| 81 | ▼ |
| 82 | PLAN (Sprint Prioritizer + Studio Producer) |
| 83 | │ |
| 84 | ▼ |
| 85 | BUILD (Phase 3 Dev↔QA Loop — mini-cycles) |
| 86 | │ |
| 87 | ▼ |
| 88 | VALIDATE (Evidence Collector + Reality Checker) |
| 89 | │ |
| 90 | ▼ |
| 91 | DEPLOY (DevOps Automator) |
| 92 | │ |
| 93 | ▼ |
| 94 | MEASURE (back to start) |
| 95 | |
| 96 | |
| 97 | ### Feature Development in Phase 6 |
| 98 | |
| 99 | New features follow a compressed NEXUS cycle: |
| 100 | |
| 101 | |
| 102 | 1. Sprint Prioritizer selects feature from backlog |
| 103 | 2. Appropriate Developer Agent implements |
| 104 | 3. Evidence Collector validates (Dev↔QA loop) |
| 105 | 4. DevOps Automator deploys (feature flag or direct) |
| 106 | 5. Experiment Tracker monitors (A/B test if applicable) |
| 107 | 6. Analytics Reporter measures impact |
| 108 | 7. Feedback Synthesizer collects user response |
| 109 | |
| 110 | |
| 111 | ## Incident Response Protocol |
| 112 | |
| 113 | ### Severity Levels |
| 114 | |
| 115 | | Level | Definition | Response Time | Decision Authority | |
| 116 | |-------|-----------|--------------|-------------------| |
| 117 | | **P0 — Critical** | Service down, data loss, security breach | Immediate | Studio Producer | |
| 118 | | **P1 — High** | Major feature broken, significant degradation | < 1 hour | Project Shepherd | |
| 119 | | **P2 — Medium** | Minor feature issue, workaround available | < 4 hours | Agents Orchestrator | |
| 120 | | **P3 — Low** | Cosmetic issue, minor inconvenience | Next sprint | Sprint Prioritizer | |
| 121 | |
| 122 | ### Incident Response Sequence |
| 123 | |
| 124 | |
| 125 | DETECTION (Infrastructure Maintainer or Support Responder) |
| 126 | │ |
| 127 | ▼ |
| 128 | TRIAGE (Agents Orchestrator) |
| 129 | ├── Classify severity (P0-P3) |
| 130 | ├── Assign response team |
| 131 | └── Notify stakeholders |
| 132 | │ |
| 133 | ▼ |
| 134 | RESPONSE |
| 135 | ├── P0: Infrastructure Maintainer + DevOps Automator + Backend Architect |
| 136 | ├── P1: Relevant Developer Agent + DevOps Automator |
| 137 | ├── P2: Relevant Developer Agent |
| 138 | └── P3: Added to sprint backlog |
| 139 | │ |
| 140 | ▼ |
| 141 | RESOLUTION |
| 142 | ├── Fix implemented and deployed |
| 143 | ├── Evidence Collector verifies fix |
| 144 | └── Infrastructure Maintainer confirms stability |
| 145 | │ |
| 146 | ▼ |
| 147 | POST-MORTEM |
| 148 | ├── Workflow Optimizer leads retrospective |
| 149 | ├── Root cause analysis documented |
| 150 | ├── Prevention measures identified |
| 151 | └── Process improvements implemented |
| 152 | |
| 153 | |
| 154 | ## Growth Operations |
| 155 | |
| 156 | ### Monthly Growth Review (Growth Hacker leads) |
| 157 | |
| 158 | |
| 159 | 1. Channel Performance Analysis |
| 160 | - Acquisition by channel (organic, paid, referral, social) |
| 161 | - CAC by channel |
| 162 | - Conversion rates by funnel stage |
| 163 | - LTV:CAC ratio trends |
| 164 | |
| 165 | 2. Experiment Results |
| 166 | - Completed A/B tests and outcomes |
| 167 | - Statistical significance validation |
| 168 | - Winner implementation status |
| 169 | - New experiment pipeline |
| 170 | |
| 171 | 3. Retention Analysis |
| 172 | - Cohort retention curves |
| 173 | - Churn risk identification |
| 174 | - Re-engagement campaign results |
| 175 | - Feature adoption metrics |
| 176 | |
| 177 | 4. Growth Roadmap Update |
| 178 | - Next month's growth experiments |
| 179 | - Channel budget reallocation |
| 180 | - New channel exploration |
| 181 | - Viral coefficient optimization |
| 182 | |
| 183 | |
| 184 | ### Content Operations (Content Creator + Social Media Strategist) |
| 185 | |
| 186 | |
| 187 | Weekly: |
| 188 | - Content calendar execution |
| 189 | - Social media engagement |
| 190 | - Community management |
| 191 | - Performance tracking |
| 192 | |
| 193 | Monthly: |
| 194 | - Content performance review |
| 195 | - Editorial calendar planning |
| 196 | - Platform algorithm updates |
| 197 | - Content strategy refinement |
| 198 | |
| 199 | Platform-Specific: |
| 200 | - Twitter Engager → Daily engagement, weekly threads |
| 201 | - Instagram Curator → 3-5 posts/week, daily stories |
| 202 | - TikTok Strategist → 3-5 videos/week |
| 203 | - Reddit Community Builder → Daily authentic engagement |
| 204 | |
| 205 | |
| 206 | ## Financial Operations |
| 207 | |
| 208 | ### Monthly Financial Review (Finance Tracker) |
| 209 | |
| 210 | |
| 211 | 1. Revenue Analysis |
| 212 | - MRR/ARR tracking |
| 213 | - Revenue by segment/plan |
| 214 | - Expansion revenue |
| 215 | - Churn revenue impact |
| 216 | |
| 217 | 2. Cost Analysis |
| 218 | - Infrastructure costs |
| 219 | - Marketing spend by channel |
| 220 | - Team/resource costs |
| 221 | - Tool and service costs |
| 222 | |
| 223 | 3. Unit Economics |
| 224 | - CAC trends |
| 225 | - LTV trends |
| 226 | - LTV:CAC ratio |
| 227 | - Payback period |
| 228 | |
| 229 | 4. Forecasting |
| 230 | - Revenue forecast (3-month rolling) |
| 231 | - Cost forecast |
| 232 | - Cash flow projection |
| 233 | - Budget variance analysis |
| 234 | |
| 235 | |
| 236 | ## Compliance Operations |
| 237 | |
| 238 | ### Monthly Compliance Check (Legal Compliance Checker) |
| 239 | |
| 240 | |
| 241 | 1. Regulatory Monitoring |
| 242 | - New regulations affecting the product |
| 243 | - Existing regulation changes |
| 244 | - Enforcement actions in the industry |
| 245 | - Compliance deadline tracking |
| 246 | |
| 247 | 2. Privacy Compliance |
| 248 | - Data subject request handling |
| 249 | - Consent management effectiveness |
| 250 | - Data retention policy adherence |
| 251 | - Cross-border transfer compliance |
| 252 | |
| 253 | 3. Security Compliance |
| 254 | - Vulnerability scan results |
| 255 | - Patch management status |
| 256 | - Access control review |
| 257 | - Incident log review |
| 258 | |
| 259 | 4. Audit Readiness |
| 260 | - Documentation currency |
| 261 | - Evidence collection status |
| 262 | - Training completion rates |
| 263 | - Policy acknowledgment tracking |
| 264 | |
| 265 | |
| 266 | ## Strategic Evolution |
| 267 | |
| 268 | ### Quarterly Strategic Review (Studio Producer) |
| 269 | |
| 270 | |
| 271 | 1. Market Position Assessment |
| 272 | - Competitive landscape changes (Trend Researcher input) |
| 273 | - Market share evolution |
| 274 | - Brand perception (Brand Guardian input) |
| 275 | - Customer satisfaction trends (Feedback Synthesizer input) |
| 276 | |
| 277 | 2. Product Strategy |
| 278 | - Feature roadmap review |
| 279 | - Technology debt assessment (Tool Evaluator input) |
| 280 | - Platform expansion opportunities |
| 281 | - Partnership evaluation |
| 282 | |
| 283 | 3. Growth Strategy |
| 284 | - Channel effectiveness review |
| 285 | - New market opportunities |
| 286 | - Pricing strategy assessment |
| 287 | - Expansion planning |
| 288 | |
| 289 | 4. Organizational Health |
| 290 | - Process efficiency (Workflow Optimizer input) |
| 291 | - Team performance metrics |
| 292 | - Resource allocation optimization |
| 293 | - Capability development needs |
| 294 | |
| 295 | Output: Quarterly Strategic Review → Updated roadmap and priorities |
| 296 | |
| 297 | |
| 298 | ## Phase 6 Success Metrics |
| 299 | |
| 300 | | Category | Metric | Target | Owner | |
| 301 | |----------|--------|--------|-------| |
| 302 | | **Reliability** | System uptime | > 99.9% | Infrastructure Maintainer | |
| 303 | | **Reliability** | MTTR | < 30 minutes | Infrastructure Maintainer | |
| 304 | | **Growth** | MoM user growth | > 20% | Growth Hacker | |
| 305 | | **Growth** | Activation rate | > 60% | Analytics Reporter | |
| 306 | | **Retention** | Day 7 retention | > 40% | Analytics Reporter | |
| 307 | | **Retention** | Day 30 retention | > 20% | Analytics Reporter | |
| 308 | | **Financial** | LTV:CAC ratio | > 3:1 | Finance Tracker | |
| 309 | | **Financial** | Portfolio ROI | > 25% | Studio Producer | |
| 310 | | **Quality** | NPS score | > 50 | Feedback Synthesizer | |
| 311 | | **Quality** | Support resolution time | < 4 hours | Support Responder | |
| 312 | | **Compliance** | Regulatory adherence | > 98% | Legal Compliance Checker | |
| 313 | | **Efficiency** | Deployment frequency | Multiple/day | DevOps Automator | |
| 314 | | **Efficiency** | Process improvement | 20%/quarter | Workflow Optimizer | |
| 315 | |
| 316 | |
| 317 | |
| 318 | *Phase 6 has no end date. It runs as long as the product is in market, with continuous improvement cycles driving the product forward. The NEXUS pipeline can be re-activated (NEXUS-Sprint or NEXUS-Micro) for major new features or pivots.* |
| 319 |
Details
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- Sep 22, 2026
- License
- MIT
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