Vow Enforcement

Rules that depend on willpower fail under pressure.

Enforcement earns trust by making the right path the

only path.

Vow Enforcement

Table of Contents

• The Problem
• Three Enforcement Layers
• Vow Classification Protocol
• Night Market Vow Inventory
• Vow Graduation Criteria
• Nen Court Protocol
• Integration Points
• When to Use
• When NOT to Use

The Problem

ODCV-Bench found that agents break self-imposed constraints 30-50% of the time when goals conflict. Practitioner consensus confirms: past 150 soft rules, compliance drops for ALL rules, not just the new ones.

The core insight: "settings.json is a firewall; CLAUDE.md is an employee handbook." Handbooks work for guidance. Firewalls work for enforcement. Mixing them up creates a false sense of security.

Three Enforcement Layers

Soft Vows rely on model compliance. Cheap to add and easy to iterate, but unreliable under goal conflict. Use when the constraint requires judgment, violation is annoying but not dangerous, or you are still learning what the right rule is.

Hard Vows block forbidden actions before they execute via hooks and settings.json permissions. Use when the constraint is binary, violation causes real damage, or the soft vow version was violated repeatedly.

Nen Court spawns external validator agents that audit output after a phase completes. Use when the constraint requires analysis (not pattern matching), a hook cannot express the rule, or the check needs codebase context.

Vow Classification Protocol

When adding a new constraint, follow this sequence:

Step 1: Start as Soft Vow

Add the rule to the relevant skill or CLAUDE.md. This is the cheapest path: zero cost, minutes to deploy, ~80% compliance.

Step 2: Monitor Violation Rate

Track violations via execution logs, post-hoc audits (imbue:justify reports), user complaints, and Nen Court findings from related audits.

Step 3: Graduate if Needed

If violation rate exceeds 20% over a 30-day window:

• Binary constraint? Graduate to Hard Vow (hook).
• Judgment constraint? Graduate to Nen Court.
• Ambiguous? Try Hard Vow first. If false

positives exceed 10%, move to Nen Court.

Night Market Vow Inventory

Current classification of existing constraints:

Validator Invocation

The three Nen Court validators are standalone scripts under plugins/imbue/validators/. Each reads JSON on stdin and writes a verdict JSON on stdout, using exit codes 0 (pass), 1 (violation), and 2 (inconclusive). Examples:

# Markdown wrap audit on a list of files
echo '{"files": ["README.md", "docs/guide.md"]}' \
  | python plugins/imbue/validators/markdown_wrap.py

# Iron Law audit on an explicit commit log
echo '{"commits": [
  {"sha": "abc", "ts": 100, "files": ["tests/test_x.py"]},
  {"sha": "def", "ts": 200, "files": ["src/x.py"]}
]}' | python plugins/imbue/validators/iron_law.py

# Proof-of-work audit on agent output
echo '{"text": "Tested foo [E1] [E2] [E3]. Status: PASS.", "min_evidence": 3}' \
  | python plugins/imbue/validators/proof_of_work.py

Mission orchestrator integration: dispatch the appropriate validator at each phase boundary (see Nen Court Protocol below) and treat exit code 1 as a blocking gate, exit code 2 as advisory.

Vow Graduation Criteria

A vow graduates when any of these conditions hold:

1. Frequency: 3+ violations detected in 30 days 2. Severity: Single violation caused rollback, data loss, or broken CI 3. User escalation: User explicitly requests enforcement ("make it impossible to X")

Graduation Process

1. Document the violation pattern with evidence 2. Design the hook or validator agent 3. Test the enforcement mechanism in isolation 4. Deploy alongside the soft vow (shadow mode) 5. After 1 week with no false positives, retire the soft vow

Demotion

Hard Vows can be demoted back to Soft if:

• The hook produces > 10% false positive rate
• The constraint was too aggressive (blocking

legitimate work)

• The underlying concern no longer applies

Nen Court Protocol

Nen Court runs at phase boundaries in the mission orchestrator lifecycle:

• After specify: validate spec completeness
• After plan: validate plan feasibility
• After execute: validate Iron Law, additive bias,

proof-of-work

• Before pr-prep: final compliance audit

Validator Agent Contract

validator:
  name: iron-law-court
  constraint: "Tests must drive implementation"
  inputs:
    - git log with timestamps
    - diff of test files vs implementation files
  checks:
    - test file modified before implementation file
    - no test assertions changed to match output
    - coverage did not decrease
  output:
    verdict: pass | violation | inconclusive
    evidence: [list of specific findings]
    recommendation: [action if violation]

Verdicts

User Override

The user can override any Nen Court verdict:

• "Proceed anyway" or "override" clears the block
• The override is logged for future audit
• Frequent overrides on the same constraint suggest

the constraint needs revision, not more enforcement

Integration Points

• `imbue:scope-guard`: Soft vow layer. Worthiness

scoring is a judgment call that belongs in skills.

• `imbue:proof-of-work`: Mixed enforcement.

Evidence rules are soft; evidence content can be verified by a Nen Court validator.

• `imbue:justify`: Post-hoc Nen Court audit.

Already functions as a validator agent for additive bias, Iron Law, and test mutations.

• Mission Orchestrator: Phase-routing with Nen

Court checkpoints between phases as gates:

specify -> [Nen Court: spec review] -> plan
plan    -> [Nen Court: plan review] -> execute
execute -> [Nen Court: justify]     -> pr-prep

Phase advances only when Nen Court returns pass or the user provides an explicit override.

When to Use

• Designing new constraints for the codebase
• Auditing existing constraints for enforcement gaps
• Deciding whether a rule needs a hook or a skill
• Reviewing Nen Court findings at phase boundaries
• Proposing constraint graduations after audits

When NOT to Use

• One-off rules that apply to a single task
• Constraints that are already hard-enforced and

working

• Exploratory work where constraints would slow

learning

Related Skills

• imbue:karpathy-principles - the discursive layer

this skill governs (vow-enforcement decides which principles graduate from skills to hooks)

• imbue:scope-guard, imbue:proof-of-work,

leyline:additive-bias-defense - example soft vows that vow-enforcement classifies and may promote

• See docs/quality-gates.md#skill-level-quality-gate-composition

for the federation this skill governs

Exit Criteria

• [ ] Every constraint under review is assigned to exactly one

enforcement layer (Soft Vow, Hard Vow, or Nen Court) with the classification rationale recorded

• [ ] Graduation criteria evaluated for any soft vow with 3+

violations in 30 days: binary constraints graduate to Hard Vow, judgment constraints graduate to Nen Court

• [ ] Nen Court validators called at phase boundaries return one

of three verdicts (pass, violation, inconclusive) via exit codes 0, 1, 2; exit code 1 blocks phase advancement unless the user provides an explicit override

• [ ] Any demotion of a Hard Vow back to Soft is documented with

the false positive rate (>10%) or the specific concern that no longer applies