🔄 Phase 6 Playbook — Operate & Evolve agent

> Duration: Ongoing | Agents: 12+ (rotating) | Governance: Studio Producer

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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

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

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