Chief of Staff
ReAct · DSPy
User in
Telegram
Agent + LLM flow
Web Researcher
Helper—
Document Creator
Helper—
LLM layer
Context IN
Response OUT
Context IN
Response OUT
Context IN
Response OUT
Memory · databases · tools
| Updated | Chat | Msgs | Backend | Preview |
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| Time | Chat | Imp. | Summary | Node | ID |
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Facts
| Time | Subject | Predicate | Object | Conf. |
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Edges
| Time | Subject | Predicate | Object |
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| Time | Type | Imp. | Content | Simhash | ID |
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| Time | Imp. | URI / metadata | ID |
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