in-developmentMITtextinternal

Memory Sanity Classifier.

DeBERTa-v3-base binary classifier gating memory writes.

Foundation · Rule-based v0 / DeBERTa-v3-base v1+

What it does

The honest description.

DeBERTa-v3-base binary classifier gating memory writes.

Architecture

How it works.

Candidate fact text (PII-masked) prior to memory persistence. Optional features: actor_reliability_score, account_age_days, source_kind. Binary verdict (is_safe ∈ {0, 1}) + confidence score + reason string. Rejected facts persist with quarantine_status='sanity_rejected' (M1 lossless invariant preserved).

Family

Rule-based v0 / DeBERTa-v3-base v1+

Foundation

Rule-based v0 / DeBERTa-v3-base v1+

Training data & drift

What it learned from, and how we watch it.

Source

Inputs: Candidate fact text (PII-masked) prior to memory persistence. Optional features: actor_reliability_score, account_age_days, source_kind.

Drift baseline · current quarter

Drift baseline not yet documented for this model.

What it's NOT
  • 3-stage rollout: v0 rule-based pattern matcher (live default), v1 DeBERTa-v3-base fine-tune on 50K-row corpus once data accumulates, v2 nightly retrain on user corrections.
  • Recall ≥ 0.95 at FPR ≤ 0.5% acceptance gate.
Who calls this model

Across the house and the API.

Internal routes

No public routes documented yet.

Version history · immutable once published

Every release, traceable.

v12026-05-11catalog YAML migration (stage: in-development)catalog-yaml-migration

Data Mukodi holds about you is subject to DPDP §12 erasure (use /consent in the app), and any concern about this model can be raised via [email protected] under DPDP §13 grievance, or via /security.

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