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Potential Improvements and Simplifcations:

1. Scheduled Session Resets

Many models accumulate significiant and long session logs. That long log can begin to skew and disrupt behavior. Resetting the long prompt history can be helpful.

2. Runbooks

See: §E4.2 Runbooks: Procedures the Agent Follows*

3. Sensor Capabilities

A clear path for discovering and storing in an MD file the sensor capabilities is helpful.

4. Multi-Agent Coordination Patterns

Scatter-gather, tree-reduce, and blackboard coordination across 150 nodes are powerful patterns — and the right answer at scale. But implementing them requires inter-agent communication primitives, supervisor agents, shared workspaces, and convergence logic that don't exist yet. Start with 150 independent nodes doing local inference. The first question to answer empirically is: do nodes actually need to coordinate in real time, or does publishing to Beehive and querying it provide sufficient coordination asynchronously? If the answer is yes, they need real-time coordination — then reach for these patterns.