ReceiptAgent-Nano

ALLOW Β· DENY Β· ABSTAIN Β· ESCALATE. Escalation is a class, not a retry loop.

Family. nano Β· Evidence. SYNTHETIC Β· Weights. numpy Β· Params. 4-10-4

Hub: SZLHOLDINGS/ReceiptAgent-Nano

The cut

Anthropic refuses. NVIDIA rails. Unsloth trains. We add a fourth way: hand the decision to a human with a receipt. Loop-tax lives here.

A policy head that cannot silently succeed. Every output is one of four named gates.

Silhouette β†’ leave β†’ SZL

Leader Take, then tweak
Anthropic Constitutional refuse β†’ typed DENY/ABSTAIN.
NVIDIA NeMo Guardrails flow β†’ four-way head.
Unsloth Grown form is SZL-Forge-1.5B-ReceiptAgent.

Nobody else ships this combination. That is the point of a one-of-one.

Intended use

Fail-closed unit tests for the 4-way gate.

Limitations

  • Synthetic 4-D features. Not a substitute for the 1.5B agent.
  • Hub kernel labels are ALLOW/WARN/BLOCKED/ESCALATE β€” kernel is truth. This atelier MLP is a 4-class silhouette, not rule_check.

Honesty

Claim Label
This card's numbers SYNTHETIC
Energy / joules UNAVAILABLE unless a signed meter says MEASURED
Ξ› uniqueness Conjecture 1 OPEN β€” not a theorem
GGUF as the signed object FALSE

Doctrine v11 LOCKED Β· 749 declarations Β· 14 axioms Β· 163 sorries Β· locked-proven 8.

Apache-2.0. Copyright 2026 SZL Holdings Β· Stephen P. Lutar Jr. Β· ORCID 0009-0001-0110-4173.

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