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ClawPolicy

Explainable autonomous execution policy engine for low-touch, auditable agent execution

English (Primary) | Chinese (Simplified)

3.0.2 Highlights

  • Policy lifecycle: hint -> candidate -> confirmed -> suspended -> archived
  • Canonical local storage: .clawpolicy/policy/
  • Policy-first supervision CLI: clawpolicy policy ...
  • Stable Python API for confirmation, policy storage, and Markdown conversion/export
  • Optional Phase 3 extras remain available through clawpolicy[phase3]

Installation

PyPI

python3 -m pip install clawpolicy

Optional Phase 3 extras:

python3 -m pip install "clawpolicy[phase3]"

Source checkout

git clone https://github.com/DZMing/clawpolicy.git
cd clawpolicy
python3 -m pip install -e ".[dev]"

CLI Entry Points

  • clawpolicy: primary console entry point
  • python -m clawpolicy: module entry point

Initialize policy memory and inspect the current lifecycle state:

clawpolicy init
clawpolicy analyze
clawpolicy policy status
clawpolicy policy recent

init provisions:

  • .clawpolicy/policy/rules.json
  • .clawpolicy/policy/playbooks.json
  • .clawpolicy/policy/policy_events.jsonl
  • .clawpolicy/USER.md
  • .clawpolicy/SOUL.md
  • .clawpolicy/AGENTS.md

Low-frequency supervision commands:

clawpolicy policy status
clawpolicy policy recent
clawpolicy policy risky
clawpolicy policy suspended
python -m clawpolicy policy status

Public Python API

The clawpolicy package exposes the supported policy-facing surface:

from clawpolicy import (
    ConfirmationAPI,
    PolicyEvent,
    PolicyStore,
    Playbook,
    Rule,
    MarkdownToPolicyConverter,
    PolicyToMarkdownExporter,
    create_api,
)
  • ConfirmationAPI / create_api: runtime confirmation and feedback loop integration
  • PolicyStore: canonical policy asset persistence
  • Rule, Playbook, PolicyEvent: public policy models
  • MarkdownToPolicyConverter: convert Markdown memory into policy assets
  • PolicyToMarkdownExporter: export canonical policy assets back to Markdown

Verification

python3 -m pytest tests/ -v
python3 scripts/check_docs_consistency.py
python3 -m ruff check lib tests scripts
python3 -m clawpolicy policy status
clawpolicy policy status

Core Modules

  • lib/policy_models.py: canonical Rule, Playbook, and PolicyEvent models
  • lib/policy_store.py: canonical PolicyStore and policy asset persistence
  • lib/policy_resolution.py: scope inference and precedence resolution
  • lib/confirmation.py: runtime truth loop, event recording, and feedback application
  • lib/promotion.py: promotion gates for candidate -> confirmed
  • lib/demotion.py: suspension, reactivation, and archive gates
  • lib/learner.py: weak-hint derivation and strong-evidence aggregation
  • lib/api.py: stable confirmation API surface
  • lib/cli.py: initialization, status, supervision, export, and inspection commands
  • lib/environment.py: interaction environment
    • State: State data class (17 dimensions)
    • Action: Action data class (11 dimensions)
  • lib/contracts.py: single source of truth for state and action dimensions

Optional Phase 3 Modules

  • lib/distributed_trainer.py
  • lib/hyperparameter_tuner.py
  • lib/monitoring.py
  • lib/performance_optimizer.py

Test Coverage

  • Total Tests: 183
  • Local Validation: python3 -m pytest tests/ -v
  • Coverage Areas: policy lifecycle promotion and suspension, scope precedence, public surface hard cut, canonical policy storage, CLI supervision, confirmation policy, RL core, optional Phase 3 modules, and docs/contract drift guards

Canonical Source of Truth

  • Canonical code and license source: https://github.com/DZMing/clawpolicy
  • Canonical repository license: MIT (see LICENSE and LICENSE_SOURCE_OF_TRUTH.md)
  • ClawHub role: distribution/discovery listing, not the authoritative legal source for repository licensing

If any ClawHub listing metadata drifts from the repository, the GitHub repository remains authoritative for code provenance, license, and release truth.

Release and Versioning

  • Versioning: SemVer
  • Current release line: 3.x
  • Release runbook: RELEASING.md / RELEASING.zh-CN.md
  • Changelog: CHANGELOG.md

Documentation

  • Architecture: docs/architecture.md
  • Reward model: docs/reward-model.md
  • Configuration: docs/configuration.md
  • Optional dependencies: docs/phase3-optional-deps.md
  • Contributing: CONTRIBUTING.md
  • Security: SECURITY.md
  • Support: SUPPORT.md

License

MIT

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Explainable autonomous execution policy engine for low-touch, auditable agent execution

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