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constraint-engine

Learn from consequences, not instructions — generate and enforce constraints from experience

Quellinformationen

Repository
live-neon/skills
Letzte Quellaktivität
24. Februar 2026 um 19:56
Erkannte Sprache von SKILL.md
Englisch
Sterne
3
Forks
2

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SKILL.md
Quellanweisungen · Schreibgeschützte Vorschau
name
constraint-engine
version
1.3.0
description
Learn from consequences, not instructions — generate and enforce constraints from experience
author
Live Neon <hello@liveneon.ai>
homepage
https://github.com/live-neon/skills/tree/main/agentic/constraint-engine
repository
leegitw/constraint-engine
license
MIT
tags
["agentic","guardrails","enforcement","rules","circuit-breaker","self-improving","prevention","validation"]
layer
core
status
active
alias
ce
metadata
{"openclaw":{"requires":{"config":"[Truncated]","workspace":"[Truncated]"}}}
# constraint-engine (制約) Unified skill for constraint generation, pre-action checking, circuit breaker management, and constraint lifecycle. Consolidates 7 granular skills into a single enforcement system. **Trigger**: 行動前∨閾値到達 (pre-action or threshold reached) **Source skills**: constraint-generator, circuit-breaker, emergency-override, constraint-lifecycle, constraint-versioning, positive-framer (partial), contextual-injection (partial) ## Installation ```bash openclaw install leegitw/constraint-engine ``` **Dependencies**: `leegitw/failure-memory` (for eligibility data) ```bash # Install with dependencies openclaw install leegitw/context-verifier openclaw install leegitw/failure-memory openclaw install leegitw/constraint-engine ``` **Standalone usage**: Requires failure-memory for constraint generation from observations. For full lifecycle management, install the complete suite (see [Neon Agentic Suite](../README.md)). **Data handling**: This skill operates within your agent's trust boundary. When triggered, it uses your agent's configured model for constraint checking and generation. No external APIs or third-party services are called. Results are written to `output/constraints/` in your workspace. ## What This Solves Instructions get ignored. Rules get forgotten. Documentation goes unread. This skill takes a different approach — constraints generated from actual failures: 1. **Generate constraints** from observations that meet the eligibility threshold (`R≥3 ∧ C≥2`) 2. **Enforce constraints** at runtime with a circuit breaker (CLOSED → OPEN → HALF-OPEN) 3. **Manage lifecycle** from proposal through adoption to retirement **The insight**: A constraint born from "this actually broke" carries more weight than "this might break." Consequences teach better than instructions. ## Usage ``` /ce <sub-command> [arguments] ``` ## Sub-Commands | Command | CJK | Logic | Trigger | |---------|-----|-------|---------| | `/ce check` | 検査 | action→constraints[]→pass∨block | Next Steps (auto) | | `/ce generate` | 生成 | eligible(obs)→constraint | Next Steps (auto) | | `/ce status` | 状態 | active[], circuit∈{CLOSED,OPEN,HALF} | Explicit | | `/ce override` | 上書 | constraint→bypass(temp), audit.log++ | Explicit | | `/ce lifecycle` | 周期 | state∈{draft→active→retiring→retired} | Explicit | | `/ce version` | 版本 | constraint→v++, history.preserve | Explicit | | `/ce threshold` | 閾値 | user∨context→custom_threshold | Explicit | ## Arguments ### /ce check | Argument | Required | Description | |----------|----------|-------------| | action | Yes | Action to check against constraints | | --severity | No | Minimum severity to check: `critical`, `important`, `minor` (default: all) | ### /ce generate | Argument | Required | Description | |----------|----------|-------------| | observation | Yes | Observation ID or pattern to generate constraint from | | --force | No | Generate even if eligibility criteria not met | ### /ce status | Argument | Required | Description | |----------|----------|-------------| | --circuit | No | Show circuit breaker status only | | --active | No | Show active constraints only | ### /ce override | Argument | Required | Description | |----------|----------|-------------| | constraint | Yes | Constraint ID to override | | reason | Yes | Reason for override (logged for audit) | | --duration | No | Override duration (default: "session") | ### /ce lifecycle | Argument | Required | Description | |----------|----------|-------------| | constraint | Yes | Constraint ID | | state | Yes | Target state: `draft`, `active`, `retiring`, `retired` | ### /ce version | Argument | Required | Description | |----------|----------|-------------| | constraint | Yes | Constraint ID | | --bump | No | Version bump type: `major`, `minor`, `patch` (default: minor) | ### /ce threshold | Argument | Required | Description | |----------|----------|-------------| | --R | No | Custom recurrence threshold (default: 3) | | --C | No | Custom confirmation threshold (default: 2) | | --reset | No | Reset to default thresholds | ## Configuration Configuration is loaded from (in order of precedence): 1. `.openclaw/constraint-engine.yaml` (OpenClaw standard) 2. `.claude/constraint-engine.yaml` (Claude Code compatibility) 3. Defaults (built-in) ```yaml # .openclaw/constraint-engine.yaml thresholds: R: 3 # Recurrence threshold (default: 3) C: 2 # Confirmation threshold (default: 2) false_positive_max: 0.2 # Max D/(C+D) ratio (default: 0.2) circuit_breaker: critical_threshold: 3 # Violations to trip for CRITICAL important_threshold: 5 # Violations to trip for IMPORTANT minor_threshold: 10 # Violations to trip for MINOR window_days: 30 # Violation window (default: 30 days) lifecycle: review_reminder_days: 80 # Days before 90-day review to remind ``` ## Core Logic ### Eligibility Criteria Observation becomes eligible for constraint when: ``` R≥3 ∧ C≥2 ∧ D/(C+D)<0.2 ∧ sources≥2 ``` | Criterion | Meaning | |-----------|---------| | R≥3 | At least 3 recurrences | | C≥2 | At least 2 human confirmations | | D/(C+D)<0.2 | False positive rate under 20% | | sources≥2 | Observed by at least 2 different sources | ### Positive Reframing Constraints are automatically reframed positively: | Negative | Positive | |----------|----------| | "Don't commit without tests" | "Always run tests before commit" | | "Don't push to main directly" | "Always create PR for main changes" | | "Don't deploy without review" | "Always get code review before deployment" | | "Don't skip migrations" | "Always run database migrations before release" | ### Example: Code Review Constraint ``` [CHECK BLOCKED] deploy production Constraint violated: CON-20260212-005 "Always get code review approval before production deployment" Severity: CRITICAL Action: Request review via /ro twin, then retry deployment. ``` ### Example: Deployment Gate Constraint ``` [CHECK PASSED] deploy staging Active constraints checked: 3 ✓ CON-20260210-001: Tests pass ✓ CON-20260211-002: Staging smoke test ✓ CON-20260212-003: Database migration verified All constraints satisfied. Proceeding to staging. ``` ### Circuit Breaker States | State | Meaning | Behavior | |-------|---------|----------| | CLOSED | Normal operation | Constraints enforced | | OPEN | Circuit tripped | Block all related actions | | HALF-OPEN | Testing recovery | Allow limited actions | ### Circuit Breaker Thresholds | Severity | Threshold | Window | |----------|-----------|--------| | CRITICAL | 3 violations | 30 days | | IMPORTANT | 5 violations | 30 days | | MINOR | 10 violations | 30 days | ### Constraint Lifecycle ``` draft → active → retiring → retired │ │ │ └────────┴─────────┴── 90-day review gates ``` ## Output ### /ce check output (pass) ``` [CHECK PASSED] git commit -m "feature" Active constraints checked: 5 All constraints satisfied. ``` ### /ce check output (block) ``` [CHECK BLOCKED] git commit -m "feature" Constraint violated: CON-20260210-001 "Always run tests before commit" Severity: CRITICAL Action: Run tests first, then retry commit. Override: /ce override CON-20260210-001 "emergency hotfix" ``` ### /ce status output ``` === Constraint Engine Status === Circuit Breaker: CLOSED (healthy) Active Constraints (5): - CON-20260210-001: Always run tests before commit [CRITICAL] - CON-20260212-003: Always lint before commit [IMPORTANT] - ... Draft Constraints (2): - CON-20260215-001: Pending approval Violations (30d): 2 ``` ### /ce generate output ``` [CONSTRAINT GENERATED] From: OBS-20260210-003 (lint-before-commit) ID: CON-20260215-001 Text: "Always run lint before commit" Severity: IMPORTANT Status: draft Next: Review and approve with /ce lifecycle CON-20260215-001 active ``` ## Integration - **Layer**: Core - **Depends on**: failure-memory (for eligibility data) - **Used by**: governance (for constraint reviews), safety-checks (for enforcement) ## Failure Modes | Condition | Behavior | |-----------|----------| | Invalid sub-command | List available sub-commands | | Constraint not found | Error with suggestion to search | | Ineligible observation | Show missing criteria, suggest /fm status | | Circuit OPEN | Block action, show recovery guidance | | Override without reason | Require reason for audit trail | ## Next Steps After invoking this skill: | Condition | Action | |-----------|--------| | Constraint generated | Add to `output/constraints/draft/`, notify user | | Constraint activated | Move to `output/constraints/active/` | | Action blocked | Log to `output/hooks/blocked.log`, explain why | | Circuit OPEN | Surface to user with recovery guidance | | Override used | Audit log entry, temporary bypass only | ## Workspace Files This skill reads/writes: ``` output/ ├── constraints/ │ ├── draft/ # Pending constraints │ │ └── CON-YYYYMMDD-XXX.md │ ├── active/ # Enforced constraints │ │ └── CON-YYYYMMDD-XXX.md │ ├── retired/ # Historical constraints │ │ └── CON-YYYYMMDD-XXX.md │ └── metadata.json # VFM scoring data └── hooks/ └── blocked.log # Actions blocked by constraints ``` ## Security Considerations **What this skill accesses:** - Configuration files in `.openclaw/constraint-engine.yaml` and `.claude/constraint-engine.yaml` - Observation data from failure-memory (via `.learnings/` directory) - Its own output directories `output/constraints/` and `output/hooks/` **What this skill does NOT access:** - Files outside declared workspace paths - System environment variables - Network resources or external APIs **What this skill does NOT do:** - Send data to external services - Execute arbitrary code - Modify files outside its workspace **Dependency note:** This skill reads observation data from `failure-memory` skill's workspace (`.learnings/`). Install `leegitw/failure-memory` for full constraint generation functionality. Without failure-memory, constraint generation will have no observation data to process. **Audit logging:** Override actions are logged to `output/hooks/blocked.log` for audit purposes. Logs are stored locally in the workspace only. ## Acceptance Criteria - [ ] `/ce check` validates action against active constraints - [ ] `/ce check` blocks when constraint violated, shows reason - [ ] `/ce generate` creates constraint from eligible observation - [ ] `/ce generate` applies positive reframing - [ ] `/ce status` shows circuit breaker state and active constraints - [ ] `/ce override` creates temporary bypass with audit log - [ ] `/ce lifecycle` transitions constraint through states - [ ] `/ce version` increments constraint version preserving history - [ ] Circuit breaker trips at severity-appropriate thresholds - [ ] Workspace files follow documented structure --- *Consolidated from 7 skills as part of agentic skills consolidation (2026-02-15).*
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