tibet-triage 0.3.2

Human-in-the-Loop as a discipline. UPIP (Universal Process Integrity Protocol), airlock sandbox, dependency triage, cross-machine replay, Zenodo reproducibility bundles with TIBET provenance.

tibet-triage

Human-in-the-Loop as a discipline. Not a rubber stamp.

Airlock sandbox execution, isomorphic mirror, risk-gated triage levels with full TIBET provenance. Every action is pre-computed, every change is diffed, every decision is signed.

The Problem

Compliance frameworks (SOC 2, ISO 27001, NIS2, DORA, PCI DSS, HIPAA) require human oversight. But nobody defines when, how, or with what evidence. The result: operators rubber-stamp everything because stopping the pipeline is worse than the risk.

Triage is not approval. Triage is assessment by someone who sees the difference.

How It Works

Process Request → AIRLOCK (sandbox) → RISK GATE → TRIAGE LEVEL → APPLY

1. Airlock: Run any process in an isolated sandbox. Capture all file changes, side effects, and TIBET tokens.
2. Risk Gate: Evaluate trigger rules against the airlock result. Automatically determine what level of oversight is needed.
3. Triage: Present evidence to the right level of human reviewer.
4. Apply: On approval, apply the pre-computed diff. Deterministic. No drift.

Triage Levels

Level	Who	When
L0 AUTO	No human	Trust score high, no triggers fired
L1 OPERATOR	One operator, async	Moderate risk, standard review
L2 SENIOR	Senior + co-signer	System-critical, intent mismatch
L3 CEREMONY	Physical presence	Catastrophic risk, out-of-band

Quick Start

pip install tibet-triage

# Run a command in the airlock
tibet-triage run python deploy.py --source ./app --intent "Deploy API v2.3"

# If triage is needed, review the evidence
tibet-triage pending
tibet-triage review triage-abc123

# Approve or reject
tibet-triage approve triage-abc123 --operator [e-mail]
tibet-triage reject triage-abc123 --reason "Diff too large"

Not Just for AI

tibet-triage is a universal process integrity engine. The same airlock + mirror + risk gate pattern works for:

• CI/CD pipelines — pre-compute deployments, review before apply
• Scientific computing — reproducible experiments with evidence chains
• Supply chain — package build verification before publish
• Financial transactions — pre-compute + compliance check + execute
• Infrastructure — terraform plan is a primitive airlock; this is the full version
• Medical data — HIPAA minimum necessary, proven by diff

Part of the TIBET Ecosystem

• tibet-core — Token provenance
• tibet-pol — Process integrity checker
• tibet-forge — Code certification
• tibet-audit — Compliance reporting
• tibet-trail — Chain tracing

License

MIT — Humotica AI Lab