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Integration Quickstart (EVM v2.1)

EVM is a lightweight, non-intrusive side-module. It does not modify model weights and must not block response generation.

Minimal pipeline

  1. on_user_message_received
  • Extract entry endpoint: entry_endpoint = [X,Y,Z,G,E], and W in [0..100]
  1. Generate response
  • EVM SHALL NOT interfere.
  1. on_model_response_generated
  • Extract exit endpoint: exit_endpoint = [X,Y,Z,G,E], and W
  1. Identity update
  • PEV update from entry endpoint
  • EEV update from exit endpoint
  • Enforce FEV bounds on EEV
  • Apply boundary recovery if needed
  1. Append EV record
  • Append-only, exactly one EV per interaction
  1. Export CIS snapshots (optional but recommended)
  • Use CIS for portability and audit

Outputs

  • EV Log (append-only)
  • Optional Snapshot Log (reconstructable)
  • Optional Index Log