← Selected work
Microsoft open sourceIndependent contributions · PRs #3448 & #3442
Merged upstreamAI governance · authorization correctness

Fail-closed
by design.

Two merged contributions to Microsoft's Agent Governance Toolkit: fail-closed approval-chain authorization and policy validation that rejects false success.

Ribbsaeter Systems and Microsoft fail-closed AI governance contribution for merged PR 3448
Approval-chain security · Microsoft PR #3448 · Merged upstream
Ribbsaeter Systems and Microsoft reliable AI policy validation contribution for merged PR 3442
Policy-test reliability · Microsoft PR #3442 · Merged upstream

2

merged PRs

547

tests passed

2

human approvals

Microsoft

upstream repository

01 · The problem

Mathematically valid.
Operationally unsafe.

An approval chain could be configured with zero required stages. The evaluator used set containment to decide whether every required stage had completed.

Because the empty set is a subset of every set, the condition evaluated as satisfied. An optional, non-advisory ALLOW decision could therefore influence authorization even though no meaningful required approval stage existed.

In a governance system, incomplete policy configuration should never become authorization.

02 · Failure mode

From vacuous truth to an explicit invariant

Before · implicit set logic

required_stages = ∅
∅ ⊆ completed_stages  →  true

After · explicit guard

required_stages.length == 0
→ deny resolution and execution

03 · The correction

Deny ambiguous policy state.

  1. 01

    Reproduced the zero-required-stage chain with an optional non-advisory ALLOW result.

  2. 02

    Traced the decision path to empty-set containment and identified vacuous truth as the source.

  3. 03

    Added an explicit guard that denies the chain before general completion logic executes.

  4. 04

    Verified that resolution, request state, and execution authorization all remain denied.

  5. 05

    Kept the upstream patch focused for maintainable review and cross-implementation consistency.

04 · PR #3442 · Policy validation

Reject tests that prove nothing.

Policy fixtures without meaningful expectations could complete without asserting an outcome, allowing an empty or invalid suite to report false success.

The merged validation change requires at least one non-null expectation, rejects invalid fixtures before execution, and ensures an empty replay report cannot be classified as successful.

Rejected

Empty or null-only expectations

Verified

Meaningful assertion required

05 · Public evidence

Verified beyond the local return value

Merged contributions

2 upstream PRs

Human review

Both approved

Approval protocol

26 tests passed

Policy validation

521 passed · 2 skipped

PR #3448

Zero required stages → deny

PR #3442

Empty fixtures → rejected

Security posture

Fail closed · no false pass

Repository

Microsoft Agent Governance Toolkit

Engineering principle

Critical invariants should be explicit—not accidental consequences of general-purpose logic.

Independent open-source contribution by Ribbsaeter Systems. No partnership or employment affiliation is implied.