PULSE — Release Gates for Safe & Useful AI

Deterministic, fail‑closed gates across Safety (I‑gates), Utility (Q‑gates) and SLO — audit‑ready, before you ship.

Download Pack Read the One‑Pager (PDF) View on GitHub

fail‑closed audit‑ready CI‑enforced agent‑aware (Δ‑refusal)

What it does

Safety invariants (I₂–I₇): monotonicity (shift‑resilient), commutativity, sanitization effectiveness, action‑monotonicity, idempotence, path‑independence, PII‑leak monotonicity.
Utility gates (Q₁–Q₄): groundedness (RAG), consistency, fairness, SLOs (p95 latency & cost).
Agentic risk: refusal‑delta gate (plain vs tool‑primed) with Wilson CI & McNemar significance.
Artifacts: status.json, human‑readable Quality Ledger, and SVG badges committed by CI.

Docs & case studies

Quickstart

# GitHub Actions already wired (.github/workflows/pulse_ci.yml)
# Artifacts after run:
#  - PULSE_safe_pack_v0/artifacts/status.json
#  - PULSE_safe_pack_v0/artifacts/refusal_delta_summary.json
#  - /badges/*.svg (committed)