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Agent & Instrument Diagram

Agents

AgentRoleForce Applied
Nowcast EngineOrchestrates signal collection, normalization, compositionComputation
Signal Collectors (5x)Extract raw measurements from each sourceData extraction
Dream TeamSets forecast baselines, validates classificationsJudgment

Instruments

InstrumentMeasuresVerifies
Pipeline Gauge (PG01)Weighted pipeline vs target coverageDeal amounts x probability vs 3x target
Activity Meter (AM01)Activity count/week per dealVelocity against 2/deal/week target
Agent Tachometer (AT01)Plans completed, blockers openThroughput from Convex event stream
Commission Level (CL01)Feature L-level vs forecastWeighted capability readiness
Prediction Calibrator (PC01)Accuracy score vs confidenceCalibration of prediction model

Feedback Loop

Signal Sources → Collectors → Normalization → Decay → Composition → Classification
↑ |
| ↓
└──── Recommendations (actions + signals needing attention) ────────┘

Loop type: VVFL (Validated Virtuous Feedback Loop)

  • Verify: Each signal normalized to 0-1, variance computed against forecast
  • Validate: Composite score classified against thresholds (0.7 on_track, 0.4 warning)
  • Feedback: topRisk and signalsNeedingAttention route attention to highest-variance signal
  • Loop: Recommendations inform next action, which changes signals, which changes the next nowcast

Signal Flow

agent_profile_deals ──────→ PG01 ─┐
agent_profile_activities ─→ AM01 ─┤
Convex agentMessages ─────→ AT01 ─┼→ Nowcast Engine → NowcastResult
metric_measurements ──────→ CL01 ─┤ (normalize, decay, compose)
priority_predictions ─────→ PC01 ─┘