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AFM YouTube · Strategy Lab
🧪 Strategy Lab
📈 Content Strategy
📖 Production Guide
💬 Ask Claude
⚙️ Settings
📈 Content Strategy — what to make next
Trading-strategy topics ranked by view potential, evergreen status, competition, and our coverage gap.
⚠️ Currently showing curated industry estimates. Add a YouTube Data API key to refresh with live view counts + top competing videos. Settings → API Key
Total topics
Evergreen
🔥 Trending
Uncovered
Strategy Lab ready
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| # | Topic / keyword | Category | Avg views (top 10) | Competition | Flags | Lab | Opportunity | Actions |
|---|---|---|---|---|---|---|---|---|
| EVERGREEN 🔥 COVERED | — | YT |
Opportunity score = view potential × (1 – competition penalty) + evergreen + trending bonus + Strategy Lab bonus − covered penalty. Max 100.
📖 AFM YouTube Production Guide
End-to-end workflow for the AFM content team. Researcher → Scriptwriter → Host → Editor → Thumbnail Designer → Social Manager.
For the team: Read this once cover-to-cover before your first video. Then bookmark this page — every Strategy Lab job's ZIP also includes a copy in the root folder.
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⚡ Generated using your Claude Max account — $0 marginal cost. Cached for reuse.
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✨ This strategy was generated by Claude from your description. Code is cached for reuse.
Naive (YouTube default)
WR
Exp
PF
CAGR
DD
$10K
AI-Optimized
WR
Exp
PF
CAGR
DD
$10K
Winning parameters
✓ Top performers
| Pair | N | WR | Exp | CAGR |
|---|---|---|---|---|
✗ Avoid these
| Pair | N | WR | Exp | CAGR |
|---|---|---|---|---|
Walk-forward (4 folds)
| Fold | Period | N | WR | Exp | CAGR | DD |
|---|---|---|---|---|---|---|
Consistent positive folds = robust edge. Mostly negative = curve-fit.
Monte Carlo (1000 sims)
Median CAGR
P5 CAGR
P95 CAGR
Median DD
P95 DD
Blowup rate
🏆 Best trades
| Asset | Dir | Entry | R | Bars |
|---|---|---|---|---|
💀 Worst trades
| Asset | Dir | Entry | R | Bars |
|---|---|---|---|---|
💬 Ask Claude
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YouTube Data API key
Enables live competitor data on the Content Strategy tab — pulls top 10 ranking videos per topic + view counts, refreshed weekly. Without this key, the dashboard shows curated industry estimates.
Status:
🟢 Live data enabled
⚠️ Using curated estimates
How to get a key (free):
2. Click "+ Create credentials" → "API key"
3. Enable "YouTube Data API v3" under Library
4. Paste the key above and click Save
Quota: 10,000 units/day (~6,000 topic refreshes possible — weekly cron uses ~6,000 units for 60 topics)
Dashboard: AFM YouTube Strategy Lab
Built for: AFM YouTube content team
Strategy Lab backend: proxied from edge.asiaforexmentor.com
Claude AI:
YouTube refresher: weekly systemd timer (Sundays 02:00 SGT)