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Get Started Free →Generate personalized verified news briefs with 7-day freshness and 95%+ source accuracy
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | -59% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -31% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -67% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -42% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -46% | 0% |
file-read to load user profile and interests from 00-inboxweb-search to gather relevant intelligence sourcesweb-fetch to verify and extract content from sourcesfile-read to check existing knowledge in 05-knowledge for contextfile-write to create daily brief in 01-dailygit-commit to commit the briefjson{ "vaultPath": "./cog-vault", "mode": "daily-brief", "userName": "Alex", "rolePack": "engineer", "targetQuality": 80 }
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