@nanomind/runtime-core

@nanomind/runtime-core

RuntimeTwin: behavioral twin (LSTM) for ARP anomaly detection.

This package is the canonical home of the LSTM behavioral scorer that sits between L0 rule-based classification and L2 LLM-assisted assessment in the three-tier ARP intelligence stack. Each ARP event flows through the twin on a non-blocking path. The twin computes an anomaly score against a warm-up baseline, contributes to federated learning via differential-private gradient submissions, and hands a BehavioralRiskScore back to the coordinator.

Three-tier ARP model

• L0: Rule-based classification (microseconds, every event)
• L1: RuntimeTwin (milliseconds, this package) and classification drift detection
• L2: LLM-assisted assessment (seconds, budget-controlled)

Status

• Version 0.1.0, private workspace package.
• Consumers import the canonical RuntimeTwin class when the package is published.
• Pending publication, hackmyagent/src/arp/intelligence/runtime-twin.ts temporarily mirrors this source. Any change to scoring logic must be mirrored in both files until the publication cut-over (tracked as PR 1b in todo/NANOMIND_V3_AUDIT.md Section 8).

Why this package exists

Section 9 item 1 of the v3 audit found two parallel behavioral-twin implementations: a statistical twin in packages/nanomind-runtime/ and an LSTM twin in hackmyagent/src/arp/intelligence/nanomind-l1.ts. Abdel approved path (a) on 2026-04-11: retire the statistical twin, relocate the LSTM to this package. This package is the result.

Federated learning wire format

This twin produces 9-dimensional gradients that feed /api/v1/telemetry/behavioral-gradient. The current submission path uses the v1 wire format; NANOMIND_FL_DESIGN.md Section 3 deliberately supersedes it with the v2 format (signed, round-aware, client-identified). The v2 adoption is tracked separately; this package does not implement v2 yet.

What does NOT belong here

• Any ARP integration wiring (EventEngine attach, proxy integration, telemetry forwarder): lives in hackmyagent/src/arp/.
• Any rule-based classifier: that is L0, not L1.
• Any classification-drift detection: that is guard-anomaly, still in hackmyagent/src/arp/intelligence/.