From 403ae4338bbb5fc20d0675761119ab02b005ca68 Mon Sep 17 00:00:00 2001
From: Hanzhang Wang <11413619+hanzw@users.noreply.github.com>
Date: Sat, 1 Aug 2026 16:36:30 -0700
Subject: [PATCH] Reframe the project around Skill evolution
---
CONTRIBUTING.md | 2 +-
README.md | 241 ++++++++++++------------
SECURITY.md | 8 +-
assets/agent-runtime-banner.png | Bin 1777265 -> 0 bytes
assets/agent-skill-evolution-banner.png | Bin 0 -> 2019744 bytes
docs/architecture.md | 46 +++--
skills/agent-runtime/SKILL.md | 82 --------
skills/agent-runtime/agents/openai.yaml | 4 -
skills/evolve-skills/SKILL.md | 88 +++++++++
skills/evolve-skills/agents/openai.yaml | 4 +
10 files changed, 250 insertions(+), 225 deletions(-)
delete mode 100644 assets/agent-runtime-banner.png
create mode 100644 assets/agent-skill-evolution-banner.png
delete mode 100644 skills/agent-runtime/SKILL.md
delete mode 100644 skills/agent-runtime/agents/openai.yaml
create mode 100644 skills/evolve-skills/SKILL.md
create mode 100644 skills/evolve-skills/agents/openai.yaml
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 92c7de5..fd26bb6 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,6 +1,6 @@
# Contributing
-Keep changes small and traceable to one runtime invariant.
+Keep changes small and traceable to one Skill lifecycle or support invariant.
1. Open an issue for a new capability or policy class.
2. Add a focused regression test before changing behavior.
diff --git a/README.md b/README.md
index 223c593..ad38e3a 100644
--- a/README.md
+++ b/README.md
@@ -1,179 +1,178 @@
- 
+ 
-# Agent Runtime
+# Agent Skill Evolution
-One reversible control plane for engineers who use **Codex and Claude on the
-same machine** and are tired of duplicated Hooks, drifting memory, Skill sprawl,
-and global configuration that nobody can safely explain or roll back.
+**Evolution, not accumulation.** A native-Skill lifecycle system for engineers
+who use Codex and Claude and want capabilities to improve without turning their
+context into an attic.
-[](https://github.com/hanzw/agent-runtime/actions/workflows/test.yml)
-[](https://github.com/hanzw/agent-runtime/releases)
+[](https://github.com/hanzw/agent-skill-evolution/actions/workflows/test.yml)
+[](https://github.com/hanzw/agent-skill-evolution/releases)
[](LICENSE)
+The public capability is the **Skill layer**: discover, update, evaluate,
+deduplicate, and remove reusable procedures. Hooks, ReMe, receipts, and
+`launchd` are an optional support implementation—not a new kind of capability.
+
+## Three concepts that should not be mixed
+
+| Concept | What it actually is | Relationship to this repository |
+| --- | --- | --- |
+| [Google Agent Development Kit (ADK)](https://google.github.io/adk-docs/) | A code-first framework for building, orchestrating, evaluating, and deploying agent applications | Compatible, but neither required nor bundled |
+| Agent Skill Evolution | Lifecycle governance for portable, natively discovered Agent Skills | The product and public abstraction in this repository |
+| [Viktor's “Glorious Evolution”](https://www.leagueoflegends.com/en-gb/champions/viktor/) | A League of Legends fictional narrative about biomechanical transformation | A loose metaphor for deliberate capability improvement only |
+
+The artwork in this repository is original and depicts capability modules moving
+through tests. It does not reproduce Viktor, Riot artwork, logos, costumes, game
+UI, or other League of Legends assets. This project is not affiliated with or
+endorsed by Riot Games or Google.
+
## Who this is for
-- Engineers running both Codex and Claude across several repositories.
-- Small teams that want autonomous routine work with deterministic hard stops.
-- Long-running agent users who need durable history without injecting an
- unbounded transcript into every session.
-- Skill-heavy setups that need evidence for keep/update/remove decisions.
+- Engineers using Codex and Claude across several repositories.
+- Skill-heavy setups that install more capabilities than they retire.
+- Teams that need one canonical source per capability across project, global,
+ and plugin scopes.
+- Long-running agent users who need bounded durable history without confusing
+ memory, task state, authorization, and Skills.
-It is intentionally macOS-first because the managed ReMe service and health
-heartbeat use `launchd`. It is not a model router, multi-agent orchestrator,
-prompt collector, or replacement for repository rules.
+It is not an ADK, model router, multi-agent orchestrator, prompt collector, or
+replacement for repository rules. The optional support installer is macOS-first
+because its ReMe service and heartbeat use `launchd`.
## The pain it removes
-| Pain | Runtime answer |
+| Pain | Skill-layer answer |
| --- | --- |
-| Codex and Claude execute different global rules | One Hook dispatcher and one policy implementation |
-| Several memory systems contradict current code | ReMe stores only durable history; repository state remains current truth |
-| More Skills are installed but nothing is removed | Promptfoo ablation supports explicit keep/update/remove decisions |
-| Hooks accumulate raw prompts, commands, and secrets | Evidence contains allowlisted metadata and keyed fingerprints only |
-| Global edits are risky and hard to reproduce | Versioned releases, atomic writes, receipts, backups, and exact rollback |
-| Task state, memory, Skills, and permissions overlap | Each concern has one owner and a documented boundary |
+| More Skills are installed but nothing is removed | Explicit discover/update/evaluate/remove lifecycle |
+| Project, global, and plugin copies drift | One canonical source per capability |
+| Similar Skills compete for attention | Native inventory plus targeted Promptfoo ablation |
+| Memory, plans, permissions, and Skills overlap | Each concern has one owner |
+| Codex and Claude apply different global controls | Optional shared Hook and policy implementation |
+| Global changes are hard to reproduce | Versioned support releases, receipts, backups, and rollback |
-## Architecture
+## Layer model
```text
-Native Skill discovery -> reusable capability truth
-Repository files/tests -> current project truth
-Buildomator/HANDOFF -> current long-task state
+Agent application / ADK -> builds and runs agents
+Native Agent Skills -> reusable capability truth
+Repository files/tests -> current project truth
+Buildomator / HANDOFF -> current long-task state
ReMe -> bounded durable history
Policy Hooks -> side-effect authorization
Promptfoo -> controlled Skill ablation
```
-The runtime does not install a shadow capability registry. Project Skills stay
-in their repositories. Upstream Skills stay owned by their upstream GitHub
-sources. See [the architecture document](docs/architecture.md) for data flow,
-policy classes, privacy guarantees, and failure behavior.
-
-## Included capabilities
-
-- Shared Codex and Claude lifecycle Hooks.
-- Fail-closed blocking for destructive commands, verification bypasses,
- protected-branch direct writes, and unversioned global runtime edits.
-- Audit-only classification for production deploy and remote D1 operations;
- repository evidence gates retain authority.
-- Private, bounded event evidence without raw tool content.
-- ReMe `0.4.1.3` on loopback with BM25, wikilinks, project namespaces, and no
- embedding/vector database.
-- Atomic installation, immutable releases, source provenance, automatic backup,
- rollback, health heartbeat, and read-after-write verification.
-- `agent-runtime` Skill for audit/install/update/rollback operations.
-- `first-principles-checkpoint` Skill for stopping process and context drift.
-- `skill-governance` Skill and a two-arm Promptfoo eval template.
-
-## Install the runtime
+Native Codex/Claude discovery remains authoritative. There is no shadow
+capability registry. See [the architecture document](docs/architecture.md) for
+the ownership boundaries and optional support flow.
-Requirements: macOS, Git, Python 3.11, an existing Codex or Claude setup, and
-network access during installation so Python can pull pinned ReMe packages from
-PyPI.
+## Included Skills
+
+| Skill | Role |
+| --- | --- |
+| `evolve-skills` | Audit a Skill portfolio, update canonical sources, deduplicate, and remove obsolete capabilities |
+| `skill-governance` | Decide keep/update/remove for one uncertain Skill using a minimal Promptfoo ablation |
+| `first-principles-checkpoint` | Stop scope and context drift at major decision points |
+
+Install all three from their canonical GitHub source:
```bash
-git clone https://github.com/hanzw/agent-runtime.git
-cd agent-runtime
-python3 -m unittest discover -s tests -v
-python3.11 -m agent_runtime.installer install --source .
+npx skills@latest add hanzw/agent-skill-evolution \
+ --skill evolve-skills skill-governance first-principles-checkpoint \
+ --global --agent codex claude-code --yes
```
-The installer directly pulls these runtime dependencies from their canonical
-package source:
+If upgrading from v2.0.0, remove the retired abstraction after installing the
+replacement:
-| Dependency | Role | Adjust when |
-| --- | --- | --- |
-| [`reme-ai==0.4.1.3`](https://pypi.org/project/reme-ai/) | Local durable-memory MCP and file workspace | ReMe behavior or protocol compatibility changes |
-| [`agentscope==2.0.4`](https://pypi.org/project/agentscope/) | ReMe runtime dependency | The pinned ReMe release requires another version |
-| Native Codex/Claude Hooks | Lifecycle delivery and Skill discovery | Either runtime changes its Hook schema |
+```bash
+npx skills@latest remove agent-runtime \
+ --global --agent codex claude-code --yes
+```
-No dependency source is vendored and the installer does not rewrite unrelated
-MCP package versions.
+`skill-governance` uses the upstream `promptfoo-evals` and
+`promptfoo-provider-setup` Skills rather than copying them:
-### What installation changes
+```bash
+npx skills@latest add promptfoo/promptfoo \
+ --skill promptfoo-evals promptfoo-provider-setup \
+ --global --agent codex claude-code --yes
+```
-- `CODEX_HOME/hooks.json`: replaces the user-level Hook graph.
-- `CLAUDE_HOME/settings.json`: replaces only the `hooks` field.
-- `CODEX_HOME/config.toml`: enables Hooks, sets `workspace-write`, `on-request`,
- `auto_review`, workspace network access, and the loopback ReMe MCP.
-- Claude's user configuration: adds or updates only the `reme` MCP entry.
-- Global Codex and Claude instructions: adds or replaces only `Memory Model`.
-- `AGENT_RUNTIME_HOME`: writes private releases, backups, receipts, state, and
- the pinned ReMe environment.
-- The user LaunchAgents directory: installs runtime heartbeat and ReMe services.
+Already-running agents normally discover Skill changes on their next turn or
+session. Buildomator is the current name for GSD 4.x; use `/bm:` for new task
+state commands.
-The installer does **not** delete Skills, migrate personal logs, remove other
-MCP servers, or edit project repositories.
+## Optional support layer
-## Install the Skills
+The repository also contains a small shared implementation for Codex and Claude:
-The native [`skills`](https://www.npmjs.com/package/skills) installer pulls each
-Skill directly from its canonical GitHub repository:
+- one lifecycle Hook dispatcher and deterministic side-effect policy;
+- private bounded evidence without raw prompts, commands, or tool payloads;
+- ReMe `0.4.1.3` with BM25, project namespaces, and bounded recall;
+- atomic installation, immutable releases, provenance, backup, rollback, and
+ health verification.
-| Skill | Role | Adjust when |
-| --- | --- | --- |
-| `agent-runtime` | Audit, install, update, diagnose, and roll back the runtime | Managed files, service model, or verification changes |
-| `first-principles-checkpoint` | Stop scope/context drift and choose the next smallest proof | The subtraction decision rule changes |
-| `skill-governance` | Decide keep/update/remove for one Skill | Lifecycle evidence requirements change |
-| `promptfoo-evals` | Author and run controlled eval suites | Cases or assertions change |
-| `promptfoo-provider-setup` | Connect Promptfoo to the evaluated runtime | Authentication or provider mapping changes |
+Requirements: macOS, Git, Python 3.11, an existing Codex or Claude setup, and
+network access to the canonical Python package sources.
```bash
-npx skills@latest add hanzw/agent-runtime --skill agent-runtime \
- --global --agent codex claude-code --yes
-npx skills@latest add hanzw/agent-runtime --skill skill-governance \
- --global --agent codex claude-code --yes
-npx skills@latest add hanzw/agent-runtime --skill first-principles-checkpoint \
- --global --agent codex claude-code --yes
-npx skills@latest add promptfoo/promptfoo --skill promptfoo-evals \
- --global --agent codex claude-code --yes
-npx skills@latest add promptfoo/promptfoo --skill promptfoo-provider-setup \
- --global --agent codex claude-code --yes
+git clone https://github.com/hanzw/agent-skill-evolution.git
+cd agent-skill-evolution
+python3 -m unittest discover -s tests -v
+python3.11 -m agent_runtime.installer install --source .
```
-Already-running agents discover newly installed Skills on their next turn or
-session. Buildomator is the current name for GSD 4.x; use `/bm:` for new task
-state commands.
+The internal package remains named `agent_runtime` because it implements Hook,
+policy, memory, and service execution. It is deliberately not exposed as a
+Skill capability.
+
+| Dependency | Support role |
+| --- | --- |
+| [`reme-ai==0.4.1.3`](https://pypi.org/project/reme-ai/) | Local durable-memory MCP and file workspace |
+| [`agentscope==2.0.4`](https://pypi.org/project/agentscope/) | Pinned ReMe dependency |
+| Native Codex/Claude Hooks | Lifecycle delivery and side-effect policy |
+
+No dependency is vendored. The installer does not delete Skills, migrate
+personal logs, remove unrelated MCP servers, or edit project repositories.
+
+### Managed changes
-## Update
+- Codex and Claude user Hook configuration;
+- the minimum Codex policy fields and loopback ReMe MCP entry;
+- only the global `Memory Model` instruction section;
+- private releases, backups, receipts, evidence, and ReMe environment;
+- two user-level `launchd` services.
+
+## Update and roll back
```bash
git pull --ff-only
python3 -m unittest discover -s tests -v
python3.11 -m agent_runtime.installer install --source .
-npx skills@latest update agent-runtime skill-governance \
+npx skills@latest update evolve-skills skill-governance \
first-principles-checkpoint --global --yes
```
-## Roll back
-
-Every successful install prints and records its exact backup path in the
-runtime receipt.
+Every support-layer installation records an exact backup path:
```bash
python3.11 -m agent_runtime.installer rollback \
--backup
```
-Rollback restores managed configuration bytes and prior service definitions.
-It never deletes immutable runtime releases or evidence directories.
-
-## Adjust policy without growing another framework
-
-Policy behavior lives in `agent_runtime/policy.py`; every changed rule requires
-a focused case in `tests/test_policy_runtime.py`. Memory limits live in
-`agent_runtime/memory.py` and `agent_runtime/reme-minimal.yaml`. Installation
-targets live in `agent_runtime/installer.py`.
-
-That is the entire configuration surface. Add a new abstraction only after a
-second real use case proves it is needed.
+## Small configuration surface
-## Security
+- Skill lifecycle rules: `skills/evolve-skills` and `skills/skill-governance`.
+- Side-effect policy: `agent_runtime/policy.py` plus focused tests.
+- Memory bounds: `agent_runtime/memory.py` and `reme-minimal.yaml`.
+- Installation targets: `agent_runtime/installer.py`.
-Read [SECURITY.md](SECURITY.md) before installation. The installer changes
-user-level agent configuration and should be reviewed like any other execution
-policy. Report vulnerabilities through GitHub private security advisories.
+That is the full configuration surface. Add an abstraction only after a second
+real use case proves it is needed.
+Read [SECURITY.md](SECURITY.md) before installing the optional support layer.
MIT licensed. Banner generated for this repository with OpenAI image generation.
diff --git a/SECURITY.md b/SECURITY.md
index d2bc36c..c9dec51 100644
--- a/SECURITY.md
+++ b/SECURITY.md
@@ -17,10 +17,10 @@ behavior, and the smallest redacted evidence that proves the issue.
This project installs user-level Codex and Claude Hooks and therefore executes
for every managed lifecycle event. Review source and tests before installation.
-The runtime is not an operating-system sandbox and does not replace repository
-authorization, branch protection, CI, account permissions, or provider-side
-credential controls.
+The optional support runtime is not an operating-system sandbox and does not
+replace repository authorization, branch protection, CI, account permissions,
+or provider-side credential controls.
-The intended privacy guarantee is narrower: runtime evidence never stores raw
+The intended privacy guarantee is narrower: support evidence never stores raw
prompts, commands, tool payloads, tool outputs, secrets, cookies, or full paths.
Treat any violation of that guarantee as a security issue.
diff --git a/assets/agent-runtime-banner.png b/assets/agent-runtime-banner.png
deleted file mode 100644
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