1# Example: Content Creation Workflow
2 
3A complete walkthrough of using Digital Brain for content creation.
4 
5---
6 
7## Scenario
8 
9You want to write a Twitter thread about "lessons from building in public."
10 
11---
12 
13## Step 1: Agent Activates Skill
14 
15**User Input**: "Help me write a thread about lessons from building in public"
16 
17**Agent Recognition**:
18- Trigger: "write a thread" → content creation
19- Topic: "building in public" → likely matches brand pillars
20- Action: Load Digital Brain skill
21 
22---
23 
24## Step 2: Load Identity (Required)
25 
26Agent reads `identity/voice.md`:
27 
28```yaml
29# Extracted patterns:
30formal_casual: 7/10 (fairly casual)
31signature_phrases:
32  - "Here's the thing"
33  - "Let me break it down"
34power_words:
35  - "ship", "iterate", "leverage"
36avoid:
37  - "synergy", "circle back"
38  - excessive emojis
39```
40 
41Agent reads `identity/brand.md`:
42 
43```yaml
44# Confirms topic alignment:
45content_pillars:
46  - building_in_public  ✓ MATCH
47  - ai_agents
48  - founder_lessons
49target_audience: "Early-stage technical founders"
50```
51 
52---
53 
54## Step 3: Reference Past Success
55 
56Agent scans `content/posts.jsonl`:
57 
58```json
59// Found similar high-performing thread:
60{
61  "type": "thread",
62  "pillar": "building_in_public",
63  "metrics": {"likes": 234, "reposts": 45},
64  "notes": "Story format worked well"
65}
66```
67 
68**Insight**: Story-driven threads perform best for this pillar.
69 
70---
71 
72## Step 4: Check Ideas Bank
73 
74Agent scans `content/ideas.jsonl`:
75 
76```json
77// Found relevant undeveloped idea:
78{
79  "idea": "Thread on the emotional rollercoaster of public building",
80  "status": "raw",
81  "priority": "high"
82}
83```
84 
85**Decision**: Can incorporate this angle into the thread.
86 
87---
88 
89## Step 5: Generate Draft
90 
91Agent uses `content/templates/thread.md` as scaffold:
92 
93```markdown
94## 1/ Hook
95Unpopular opinion: Building in public isn't about the wins.
96 
97Here's the thing - it's about the messy middle.
98 
99Let me break it down 🧵
100 
101## 2/ Context
102I've been building in public for 18 months.
103 
104Here's what I wish someone told me on day 1:
105 
106## 3-7/ Main Points
107[5 specific lessons with stories]
108 
109## 8/ Takeaway
110The compound effect of transparency beats any marketing strategy.
111 
112## 9/ CTA
113Follow for more founder lessons as I ship @handle
114```
115 
116**Voice Alignment Check**:
117- ✓ Uses "Here's the thing" (signature phrase)
118- ✓ Uses "Let me break it down" (signature phrase)
119- ✓ Casual but substantive tone (7/10)
120- ✓ No corporate jargon
121- ⚠️ Limited emoji (one 🧵 - acceptable)
122 
123---
124 
125## Step 6: User Feedback & Iteration
126 
127User: "Can you make point 3 about the fear of judgment?"
128 
129Agent:
1301. Keeps same voice/structure
1312. Rewrites point 3 with fear angle
1323. Maintains thread flow
133 
134---
135 
136## Step 7: Log the Idea (If Not Publishing)
137 
138If user saves for later, agent appends to `content/ideas.jsonl`:
139 
140```json
141{
142  "id": "idea_20241229_160000",
143  "created": "2024-12-29T16:00:00Z",
144  "idea": "Thread: 5 lessons from building in public (fear, wins, community...)",
145  "source": "developed_draft",
146  "pillar": "building_in_public",
147  "status": "ready",
148  "priority": "high",
149  "notes": "Draft complete, reviewed voice alignment",
150  "tags": ["thread", "building_in_public", "founder_lessons"]
151}
152```
153 
154---
155 
156## Step 8: Post-Publish Logging
157 
158After user publishes, agent appends to `content/posts.jsonl`:
159 
160```json
161{
162  "id": "post_20241229_180000",
163  "published": "2024-12-29T18:00:00Z",
164  "platform": "twitter",
165  "type": "thread",
166  "content": "Unpopular opinion: Building in public isn't about the wins...",
167  "url": "https://twitter.com/user/status/123456789",
168  "pillar": "building_in_public",
169  "metrics": {
170    "impressions": 0,
171    "likes": 0,
172    "comments": 0,
173    "reposts": 0
174  },
175  "metrics_updated": "2024-12-29T18:00:00Z",
176  "notes": "Story-driven format, fear angle resonated in drafting",
177  "tags": ["thread", "building_in_public"]
178}
179```
180 
181---
182 
183## Files Accessed
184 
185| File | Purpose | Tokens (~) |
186|------|---------|------------|
187| `SKILL.md` | Routing | 50 |
188| `identity/voice.md` | Voice patterns | 200 |
189| `identity/brand.md` | Topic validation | 150 |
190| `content/posts.jsonl` | Past performance | 100 |
191| `content/ideas.jsonl` | Existing ideas | 50 |
192| `content/templates/thread.md` | Structure | 100 |
193 
194**Total**: ~650 tokens vs loading entire brain (~5000 tokens)
195 
196---
197 
198## Key Takeaways
199 
2001. **Voice First**: Always loaded before drafting
2012. **Progressive Loading**: Only relevant modules accessed
2023. **Pattern Matching**: Past success informs new content
2034. **Full Pipeline**: Idea → Draft → Publish → Log
2045. **Append-Only**: Ideas and posts logged, never deleted
205