continuity-kernel

核心功能：自动为llm_input注入有限连续性上下文，零配置持久化Soul Card+Mission Ticket状态（默认SQLite存储），故障开放机制保障主体逻辑正常运行，生成可复现的运行审计凭证，支持影子模式评估并追加块级质量快照。典型场景：需上下文注入、状态持久化、审计凭证、影子评估时使用，通过命令行调用，输出凭证文件、评估结果JSON等 artifacts。

tkuehnl

热度 59.66

最近更新 2026-05-11 17:26:52

分类：开发依赖：代码执行 / MCP 服务应用场景：DevOps / 自动化脚本 / 数据处理

安装技能

复制下面的话术发给你的 Agent，它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill： npx secure-skills-cli add continuity-kernel

Metadata

name: continuity-kernel
version: 0.2.0
description: OpenClaw continuity kernel for fail-open llm_input injection, deterministic runtime contracts, and shadow-mode eval receipts.
author: CacheForge
license: MIT
homepage: https://github.com/cacheforge-ai/cacheforge-skills
user-invocable: true
tags: ["cacheforge","openclaw","continuity","memory","hooks","fail-open","reliability","evals"]
metadata: {"openclaw":{"emoji":"🧠","homepage":"https://github.com/cacheforge-ai/cacheforge-skills","requires":{"bins":["python3"]}}}

When to use this skill

Use this skill when the user wants to:

Inject bounded continuity context into llm_input without manual configuration
Persist Soul Card + Mission Ticket state with deterministic runtime contracts (durable default SQLite path, zero-config)
Keep agent behavior fail-open if continuity logic or storage has an error
Generate reproducible runtime proof receipts for audits and reviews
Run shadow-mode evals and append chunk-level quality snapshots

Commands

# Run full test suite
python3 -m unittest discover -s tests/continuity-kernel -p 'test_*.py'

# Generate deterministic runtime contract proof artifact
python3 skills/continuity-kernel/generate_runtime_contract_proof.py

# SC-02 core-shadow gate (trace optional, synthetic allowed for this suite)
python3 skills/continuity-kernel/run_shadow_eval.py --layer 'Soul Card' --chunk 'SC-02' --suite core-shadow --runs 100 --append artifacts/continuity-kernel/p0-evals.json

# SC-02 perturb robustness gate (trace-backed, deterministic selector + size_only)
python3 skills/continuity-kernel/run_shadow_eval.py --layer 'Soul Card' --chunk 'SC-02' --suite memoryarena-mini-perturb --perturb-profile deletion --selector-mode deterministic --compaction-policy size_only --runs 100 --trace-jsonl tests/continuity-kernel/fixtures/shadow_eval_trace_memoryarena_mini_perturb.jsonl --append artifacts/continuity-kernel/p0-evals.json

# SC-02 perturb robustness gate (trace-backed, dual-route + attention-preserving)
python3 skills/continuity-kernel/run_shadow_eval.py --layer 'Soul Card' --chunk 'SC-02' --suite memoryarena-mini-perturb --perturb-profile deletion --selector-mode dual_route_experimental --compaction-policy attention_preserving_experimental --runs 100 --trace-jsonl tests/continuity-kernel/fixtures/shadow_eval_trace_memoryarena_mini_perturb.jsonl --append artifacts/continuity-kernel/p0-evals.json

Options

run_shadow_eval.py options:

--layer TEXT — Active P0 layer name
--chunk TEXT — Active chunk id/name
--suite core-shadow|memoryarena-mini|memoryarena-mini-perturb — Task suite for eval scoring
--perturb-profile none|deletion|noise_injection|reorder — Deterministic perturb profile for memoryarena-mini-perturb
--selector-mode deterministic|dual_route_experimental — Selector mode tag for A/B eval receipts
--compaction-policy size_only|attention_preserving_experimental — Compaction policy label for dropped-field A/B eval comparison
--runs N — Number of evaluated shadow runs (default: 100)
--trace-jsonl PATH — JSONL file containing observed shadow outcomes (repeatable)
--trace-dir PATH — Directory scanned for *.jsonl observed shadow outcomes (repeatable)
--append PATH — JSON file path to append snapshot results
--allow-synthetic — Permit synthetic fallback for non-core suites when traces are unavailable (forced pass=false)
--artifacts-root PATH — Directory for summary receipts (default: ~/.cache/continuity-kernel/p0-evals)

Runtime persistence defaults:

ContinuityHookAdapter() uses ~/.local/state/continuity-kernel/continuity.db
Override default path with CONTINUITY_KERNEL_DB_PATH
Use :memory: only as explicit opt-in test mode