The system is not a set of apps or dashboards. The system is the state. Agents mutate state; the chat interface is a notification and command stream for those mutations.
- The interface is the Manager agent, not a React dashboard.
- You query state conversationally: "Status of Fourth Plain?"
- The Manager reads state and returns the next action and blockers.
- The system avoids static dashboards in favor of live, context-aware queries.
- The Shared Deal State evolves into a live, structured datastore.
- Agents do not talk to each other; they talk to the state.
- Research writes structured fields; analysis reads and updates; Manager reports.
- The Librarian converts unstructured sources into structured records.
- Vibe coding is allowed for qualitative work (profiling, summaries).
- Mission-critical calculations must be deterministic.
- The Underwriter is a runtime executive: it triggers scripts and writes results.
- LLMs manage I/O; hard-coded logic computes math.
- The Janitor/Coordinator is a state garbage collector.
- Dead deals are archived; sensitive data is scrubbed; lessons are logged.
- This prevents stale context from contaminating active work.
- Manager is the query router.
- Telegram (or similar) is the command surface.
- Responses are state snapshots, not narratives.
- Underwriter does not compute math directly.
- It calls local scripts (e.g.,
calc_strike_price.py) and commits results.
- City Planner fills zoning and constraints.
- Transcription Doctor extracts negotiation leverage and motivation.
- Librarian converts docs into structured records.
- Coordinator prunes dead or stalled deals.
- Archives and redacts sensitive material when required.
- Ingestion: Manager creates a new state record from a link or voice note.
- Swarm activation: Research agents populate missing fields.
- Analysis: Underwriter runs deterministic scripts and writes outputs.
- Notification: Manager reports deltas and asks for next action.
- Command: Principals issue next instruction; state updates.
- Stop writing prompts; write schemas.
- Schema is the contract; agents are the executors.
- State integrity and validation are the primary product.