公开记录良好
软件健康报告模式 0.23.0 · 指标 1.13.0 · 2026-07-21 21:25 UTC
EmpiricaAI / empirica
Make AI agents and AI workflows measurably reliable. Epistemic measurement, Noetic RAG, Sentinel gating, and grounded calibration for Claude Code and beyond
EmpiricaAI/empirica 的健康指数为 100 分中的 71 分，处于「良好」区间。 其得分最高的类别是Vitality（91/100），最低的是Sustainability & Governance（55/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
71
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 49（有风险）的上限。AI 就绪度不计入总体分。
71
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
所有权
软件包生态系统
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 | 标签 |
|---|---|---|---|---|---|---|
| PyPI | empirica | 1.12.32 | 5,530 | 150 | 0 天前 | aillmepistemicself-assessmentmetacognitioncalibration |
| PyPI | empirica-mcp | 1.12.32 | 4,665 | 141 | 0 天前 | mcpempiricacalibrationaimeasurementepistemic |
按类别列示的指标
活力
项目是否仍有生命——是否仍在编写代码，是否仍在发布版本？
91
开发活跃度
91优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 27/36 | 提交节奏 — 52 周中有 39 周有提交 |
| 18/18 | 提交量 — 最近一年 3,083 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 3,083 |
| human_commit_share | 0.98 |
| days_since_last_push | 0 |
| active_weeks_last_year | 39 |
发布纪律
90优秀
评分方式
| 27/27 | 有发布版本 — 已发布 100 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 0 天前 |
| 27/27 | 发布节奏 — 约每 0.7 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — Project has not signed or included provenance with any releases. |
所用输入
| releases_count | 100 |
| latest_release_tag | v1.12.32 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 0.7 |
社区与采用
项目是否拥有用户、下载量与关注度，并具备欢迎贡献者参与的配置？
62
流行度与采用
53中等
评分方式
| 38.6/60 | 星标 — 239 个星标 |
| 12.3/25 | 复刻 — 31 个复刻 |
| 1.7/15 | 关注者 — 3 位关注者 |
所用输入
| forks | 31 |
| stars | 239 |
| watchers | 3 |
| growth_state | organic |
| growth_factor_pct | 100 |
社区健康
70良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 18/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
生态采用（下载量）
67中等
评分方式
| 53.4/80 | 月度下载量 — pypi 合计每月 10,195 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
所用输入
| packages | empirica, empirica-mcp |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 10,195 |
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。
可持续性与治理
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？
55
维护者韧性（巴士系数）
18危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 2.1/22.5 | 提交分布 — 头号贡献者编写了 91% 的提交 |
| 6.8/13.5 | 贡献者广度 — 5 位贡献者 |
| 0/10 | OpenSSF Scorecard：Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 5 |
| top_contributor_share | 0.907 |
议题与 PR 响应能力
82良好
评分方式
| 46.8/46.8 | 议题解决 — 100% 的议题已关闭 |
| 35.3/38.3 | PR 接受 — 已裁定的 PR 中 289/313 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 289 |
| open_issues | 0 |
| closed_issues | 51 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 24 |
所有权与托管责任
38存在风险
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 2.2/25 | 所有者影响力 — EmpiricaAI 有 1 位关注者 |
| 5.3/25 | 既往记录 — 4 个公开仓库，账户约 0 年 |
所用输入
| followers | 1 |
| owner_type | Organization |
| is_verified | — |
| owner_login | EmpiricaAI |
| public_repos | 4 |
| account_age_days | 30 |
软件包维护
100优秀
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 2 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 0 天前 |
| 20/20 | 版本历史 — 150 个已发布版本 |
| 20/20 | 未被弃用 — 活跃，未被弃用或撤回 |
所用输入
| packages | empirica, empirica-mcp |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 0 |
工程质量
基础的工程与文档实践是否到位？
81
工程实践
68中等
评分方式
| 24/24 | CI 工作流 — 3 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 14 out of 14 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
100优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://www.getempirica.com |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 6 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | ai-agents, ai-workflows, ai-memory, ai-os, epistemic-ai, anti-confabulation |
| has_wiki | 是 |
| homepage | https://www.getempirica.com |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
65
安全态势
56中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 14 out of 14 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5.6 |
已排除计分（无数据或不适用）：branch_protection。 其余权重已重新归一化。
依赖安全公告
100优秀
评分方式
| 35/35 | 直接依赖不含已知公告 — 没有直接依赖携带已知公告 |
| 0/25 | 间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分 |
| 0/40 | 没有长期未处理的公告 — 没有公告带有发布日期 |
所用输入
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 1 |
| unassessed_packages | 43 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 1 个已解析依赖与 OSV 比对。 有 43 项无法评估——没有已解析的版本、生态系统不受支持，或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 未对可达性进行分析。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
70
AI 代理上下文与指引
85优秀
评分方式
| 45/45 | 代理指令 — .cursorrules, .github/copilot-instructions.md, AGENTS.md, examples/codebase-onboarder/agent.md, examples/competitor-monitor/agent.md, examples/missed-opportunities/agent.md, examples/token-budget/agent.md |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 98 次人类提交中有 94 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.959 |
| agent_instruction_files | .cursorrules, .github/copilot-instructions.md, AGENTS.md, examples/codebase-onboarder/agent.md, examples/competitor-monitor/agent.md, examples/missed-opportunities/agent.md, examples/token-budget/agent.md |
| agent_instruction_max_bytes | 20,294 |
评分方式
| 18/18 | 一条命令的引导启动 — Makefile |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — Dockerfile |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 75 次由代理编写或署名代理 |
| 8/8 | 自动化维护 — 最近 100 次提交中有 2 次为自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | Makefile |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0.75 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.02 |
面向模型的代码可读性
54中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 53.9/55 | 可控的文件大小 — 采样的 884 个源文件中有 17 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 161,553 |
| source_files_sampled | 884 |
| oversized_source_files | 17 |
机器可读接口
60中等
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 20/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples |
所用输入
| example_dirs | examples |
| has_mcp_signal | 是 |
| api_schema_files | — |
关键数据
239GitHub 星标
5贡献者
3,083最近 12 个月提交数
0距最近推送天数
100发布版本数
1巴士系数（bus factor）
0开放议题
PyPI软件包生态系统数
数据采集警告
- deps.dev does not index pypi:empirica@1.12.32; advisories assessed against the repository dependency graph instead
更多细节
Star 与 Fork 历史 239 ★ / 31 ⇿
239Star
31Fork
95发布
每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。
主版本 0次版本 6修订 89
OpenSSF Scorecard 5.6 / 10
5.6综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 不适用 | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 14 out of 14 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/29 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 26
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | empirica | ==1.12.32 | empirica-mcp/pyproject.toml |
| PyPI | mcp | >=1.28.1 | empirica-mcp/pyproject.toml |
| PyPI | pydantic | >=2.4.0 | pyproject.toml |
| PyPI | pydantic-settings | >=2.14.2 | pyproject.toml |
| PyPI | python-dotenv | >=1.2.2 | pyproject.toml |
| PyPI | msgpack | >=1.2.1 | pyproject.toml |
| PyPI | sqlalchemy | >=2.0 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
| PyPI | aiofiles | >=23.0 | pyproject.toml |
| PyPI | jsonschema | >=4.0 | pyproject.toml |
| PyPI | httpx | >=0.24 | pyproject.toml |
| PyPI | requests | >=2.33.0 | pyproject.toml |
| PyPI | cryptography | >=44.0.1,<50 | pyproject.toml |
| PyPI | gitpython | >=3.1.51 | pyproject.toml |
| PyPI | lxml | >=6.1.0 | pyproject.toml |
| PyPI | python-multipart | >=0.0.27 | pyproject.toml |
| PyPI | pyjwt | >=2.13.0 | pyproject.toml |
| PyPI | pyasn1 | >=0.6.4 | pyproject.toml |
| PyPI | anthropic | >=0.39.0 | pyproject.toml |
| PyPI | tiktoken | >=0.5.0 | pyproject.toml |
| PyPI | rich | >=14.0 | pyproject.toml |
| PyPI | google-generativeai | >=0.5 | pyproject.toml |
| PyPI | httplib2 | >=0.32.0 | pyproject.toml |
| PyPI | setuptools | >=83.0.0 | pyproject.toml |
| PyPI | typer | >=0.9 | pyproject.toml |
| PyPI | psutil | >=5.9 | pyproject.toml |
全部依赖 44
来自 GitHub 依赖图的完整解析依赖集合：23 个直接依赖与 21 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。
| 注册表 | 软件包 | 版本 | 关系 |
|---|---|---|---|
| PyPI | aiofiles | — | 直接 |
| PyPI | anthropic | — | 直接 |
| PyPI | cryptography | — | 直接 |
| PyPI | empirica | — | 直接 |
| PyPI | gitpython | — | 直接 |
| PyPI | google-generativeai | — | 直接 |
| PyPI | httpx | — | 直接 |
| PyPI | jsonschema | — | 直接 |
| PyPI | lxml | — | 直接 |
| PyPI | mcp | — | 直接 |
| PyPI | psutil | — | 直接 |
| PyPI | pydantic | — | 直接 |
| PyPI | pydantic-settings | — | 直接 |
| PyPI | pyjwt | — | 直接 |
| PyPI | python-dotenv | — | 直接 |
| PyPI | python-multipart | — | 直接 |
| PyPI | pyyaml | — | 直接 |
| PyPI | requests | — | 直接 |
| PyPI | rich | — | 直接 |
| PyPI | setuptools | — | 直接 |
| PyPI | sqlalchemy | — | 直接 |
| PyPI | tiktoken | — | 直接 |
| PyPI | typer | — | 直接 |
| NuGet | Python | 3.11.0 | 间接 |
| PyPI | dirty-equals | — | 间接 |
| PyPI | fastapi | — | 间接 |
| PyPI | flask | — | 间接 |
| PyPI | flask-cors | — | 间接 |
| PyPI | opencv-contrib-python | — | 间接 |
| PyPI | pillow | — | 间接 |
| PyPI | proselint | — | 间接 |
| PyPI | pyright | — | 间接 |
| PyPI | pytesseract | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | pytest-asyncio | — | 间接 |
| PyPI | pytest-cov | — | 间接 |
| PyPI | pytest-mock | — | 间接 |
| PyPI | qdrant-client | — | 间接 |
| PyPI | ruff | — | 间接 |
| PyPI | starlette | — | 间接 |
| PyPI | textstat | — | 间接 |
| PyPI | textual | — | 间接 |
| PyPI | uvicorn | — | 间接 |
| PyPI | werkzeug | — | 间接 |
依赖安全公告 0
该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 1 个包，其中也包含从不交付的开发与测试版本固定：0 个存在已知公告，0 个为直接依赖。 有 43 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。
没有已知公告影响已评估的依赖。
公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"ai-agents",
"ai-workflows",
"ai-memory",
"ai-os",
"epistemic-ai",
"anti-confabulation"
],
"is_fork": false,
"size_kb": 177363,
"has_wiki": true,
"homepage": "https://www.getempirica.com",
"languages": {
"Ruby": 1803,
"Shell": 12329,
"Python": 10485281,
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"body": "Epistemic-AI: empirica\nEpistemic-Model: claude-haiku-4-5\nEpistemic-Persona: implementer\n\nEpistemic-Learning-Delta: 0.13 (0.75 → 0.88)\nEpistemic-Mastery-Delta: 0.10 (0.80 → 0.90)\nEpistemic-Uncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64",
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"headline": "chore(release): bump version to 1.12.31",
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"body": "…(#372)\n\nTwo items from ecodex's live Devstral testing.\n\n1. **ai_id/practice misbind (the practice-binding class).** A session in a\n registered project (ecodex-lab) resolved its practice to empirica-extension\n with a frozen stale-other-session snapshot. Root cause: on harnesses that\n don't set\n[…]\nncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "fix(ecodex): resolver stale-mapping guard + statusline context meter …",
"author_name": "David Samuel Laurence Van Assche",
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"body": "…string) (#371)\n\nPhilipp (via mesh-support, verified against a live seat): on Claude Code 2.1.212\nthe cockpit showed only 4/9 live seats and `instance rebind` failed with \"no live\nclaude process declares this instance_id\".\n\nRoot cause: `_is_claude_proc(name, cmdline)` gated on psutil `name()` first \n[…]\ncertainty-Delta: -0.08 (0.2 → 0.12)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "fix(cockpit): recognize Claude Code 2.1.x seats (name() is a version …",
"author_name": "David Samuel Laurence Van Assche",
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"committed_at": "2026-07-21T13:57:21Z",
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"oid": "3cc6a4c7efa2034c4214875cf77e5587c72fe90e",
"body": "… already live (#370)\n\nTwo standing housekeeping fixes:\n\n1. **Dependabot → develop.** All 3 ecosystems (pip /, pip /empirica-mcp,\n github-actions) get `target-branch: develop`, so bumps land on our trunk,\n get CI-tested there, and flow to main via the normal release — instead of\n landing on ma\n[…]\nncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "fix: dependabot targets develop + SessionStart skips re-arm when tail…",
"author_name": "David Samuel Laurence Van Assche",
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"oid": "0c1e53040ef3bd09ca0da9d59ac25ffd736fa23f",
"body": "…ale cache (#369)\n\nrelease_chain's pypi/pypi_mcp checks used `pip index versions`, which reads pip's\nlocal HTTP cache — stale for minutes after a fresh publish. So right after\n`release.py --publish`, release_chain reported pypi \"missing\" even though the\nversion was already live on the /simple/ index\n[…]\nncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "fix(compliance): release_chain checks PyPI via live API, not pip's st…",
"author_name": "David Samuel Laurence Van Assche",
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"body": "- Updated all distribution channels\n- SHA256: d05c212e17e7bbaf6ac48a53f68d229d5e79bd6eb9580bce12727fb2fe31657f\n\nEpistemic-AI: empirica\nEpistemic-Model: claude-haiku-4-5\nEpistemic-Persona: implementer\n\nEpistemic-Learning-Delta: 0.13 (0.75 → 0.88)\nEpistemic-Mastery-Delta: 0.08 (0.80 → 0.88)\nEpistemic-Uncertainty-Delta: -0.08 (0.2 → 0.12)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64",
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"body": "Epistemic-AI: empirica\nEpistemic-Model: claude-haiku-4-5\nEpistemic-Persona: implementer\n\nEpistemic-Learning-Delta: 0.13 (0.75 → 0.88)\nEpistemic-Mastery-Delta: 0.08 (0.80 → 0.88)\nEpistemic-Uncertainty-Delta: -0.08 (0.2 → 0.12)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64",
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"body": "…ast-radius triage (#368)\n\nTwo related skill changes:\n\n1. eat-the-broccoli Phase 3: add a \"rank by blast radius, then cut\" triage step —\n sort findings by damage not count (8 prioritized beat 30), calibrate severity\n to the stated context, never grade an MVP against an enterprise checklist.\n (\n[…]\ncertainty-Delta: -0.12 (0.2 → 0.08)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "feat(skills): add architecture-review (system altitude) + broccoli bl…",
"author_name": "David Samuel Laurence Van Assche",
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"oid": "c449a2796ce70012db317b7b5de7a8d8db597e82",
"body": "…ched (#367)\n\n#366 shipped the storage-pipeline detach but it silently fell back to inline on\nEVERY real POSTFLIGHT: the payload's grounded_verification is an EvidenceBundle\nobject, so json.dump raised TypeError → the except ran the pipeline synchronously\n(measured: phase:storage_pipeline still 3.7s\n[…]\nUncertainty-Delta: 0.00 (0.2 → 0.2)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "fix(postflight): pickle the detach payload — #366 never actually deta…",
"author_name": "David Samuel Laurence Van Assche",
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"committed_at": "2026-07-20T21:32:38Z",
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"oid": "d49415c51867c19aa47753f749297ba95df61a5c",
"body": "…tical path (#366)\n\nMeasured (EMPIRICA_POSTFLIGHT_TIMING, live harness): the POSTFLIGHT storage\npipeline is ~5.7s of pure side-effect latency ON the response critical path —\ndecay_and_global_sync 2.86s, embed_grounded_calibration 1.24s, auto_embed\n1.15s, + episodic/snapshot/workspace/trajectory. NON\n[…]\nncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "perf(postflight): run storage pipeline detached, off the response cri…",
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"oid": "f6474b56e079f736643635ce30f3a3e43e4a8a8a",
"body": "… (#364)\n\n* fix(sentinel): classify read-only tailscale verbs as noetic\n\n`tailscale status` (and `status --json`, `netcheck`, `ip`, `version`,\n`whois`) are pure read-only network-status commands — same class as\n`git status` / `ps` — but weren't on the Sentinel's noetic allowlist,\nso they forced an u\n[…]\nlta: -0.05 (0.2 → 0.15)\nEpistemic-Engagement: 0.85\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\n---------\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "fix(embed): make project-embed incremental + detach session-end embed…",
"author_name": "David Samuel Laurence Van Assche",
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"committed_at": "2026-07-20T17:44:25Z",
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"oid": "4b344eca980a98c4d7db8d5acfb9fcc599ce6428",
"body": "`tailscale status` (and `status --json`, `netcheck`, `ip`, `version`,\n`whois`) are pure read-only network-status commands — same class as\n`git status` / `ps` — but weren't on the Sentinel's noetic allowlist,\nso they forced an unneeded CHECK when inspecting the tailnet.\n\nAdd the read-only inspection \n[…]\nught it live.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(sentinel): classify read-only tailscale verbs as noetic (#363)",
"author_name": "David Samuel Laurence Van Assche",
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"oid": "669aca3bf49351d5cfcb4ccf51a17a49522509f4",
"body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 6 to 7.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n dependency-\n[…]\n)\nEpistemic-Mastery-Delta: 0.10 (0.80 → 0.90)\nEpistemic-Uncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64",
"is_bot": true,
"headline": "chore(deps): bump actions/setup-python from 6 to 7 (#362)",
"author_name": "dependabot[bot]",
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"committed_at": "2026-07-20T15:44:22Z",
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"body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 6 to 7.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n dependency-\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump actions/setup-python from 6 to 7 (#362)",
"author_name": "dependabot[bot]",
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"oid": "af651f03c33d1b95ef0d30fea1bef018b5199988",
"body": "…o-org layout)\n\n`~/empirical-ai` was David's repo-org directory convention, not a\nsensible default for other setups. Default the practice parent dir to\n`~/empirica` — product-namespaced, so `provision-practice cortex` lands\nat `~/empirica/cortex`. Still overridable via --base-path. +1 guard test\n(de\n[…]\n)\nEpistemic-Mastery-Delta: 0.10 (0.80 → 0.90)\nEpistemic-Uncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64",
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"headline": "chore(provision-practice): default --base-path to ~/empirica (not rep…",
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"committed_at": "2026-07-20T15:15:20Z",
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"oid": "8ef165b0159c8e1b01c6cf0c0e905f35a52ccd90",
"body": "…ff drift\n\nTwo pre-push blockers on the unpushed provision-practice + cockpit\ncommits, cleaned up before publishing to origin/develop:\n\n1. Infra leak: `--forgejo-host` shipped a hardcoded private Hetzner SSH\n URL as its default, so `--forgejo-owner` without `--forgejo-host`\n would wire a backup \n[…]\n)\nEpistemic-Mastery-Delta: 0.10 (0.80 → 0.90)\nEpistemic-Uncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64",
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"headline": "chore(provision-practice): drop hardcoded forgejo host + fix trunk ru…",
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"committed_at": "2026-07-20T15:10:29Z",
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"oid": "3db0ed0dbfe6495c5e3c3f1458f0d516d362e508",
"body": "…nboarding verb\n\nLightweight, local-only, idempotent counterpart to mesh-support's\nspec.yaml-driven bulk provision-practices.py (function provision_one).\nReuses the same core step sequence -- mkdir, project-init, patch\n.empirica/project.yaml (ai_id/tenant/org/substrate), project-register,\noptional f\n[…]\nr error when inference fails, --help renders,\n421 CLI tests still pass.\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01XgjX1WDAsCKXjYG4JPefHT",
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"headline": "feat(cli): add 'empirica provision-practice <name>' single-practice o…",
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"oid": "0a693dbf8bc95cb5905b062af65d8f24f44d41b8",
"body": "launch_groups() was still wrapping each group in its own terminal window\n(3 separate ghostty processes for a 3-group monitor config) despite the\ndesign intent being one terminal per monitor hosting all groups as tmux\nwindows, switched via the native status-line.\n\n_create_group_session() -> _create_g\n[…]\ner config,\nhosting a 3-window tmux session with correctly titled panes.\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01XgjX1WDAsCKXjYG4JPefHT",
"is_bot": false,
"headline": "fix(cockpit): groups-mode spawns ONE terminal per config, not per group",
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"committed_at": "2026-07-20T14:26:18Z",
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"oid": "89e6076f338c64c0bcc332a901f015d9280161b7",
"body": "…launcher\n\nGhostty surface: new _spawn_ghostty() mirroring _spawn_alacritty() (verified\n--class=/--title=/-e syntax via docs), dispatch in launch_groups() by\nconfig.surface, ghostty added to --surface parser choices. Fixed 3 spots\nin cockpit_launcher_commands.py that hardcoded \"alacritty\" (groups-mo\n[…]\nt\nfirst.\n\nLive-tested end to end with the real ghostty binary (not just unit\ntests): 6 windows across two configs, correct pane titles, correct\nper-surface wm_class/app-id, no cross-config collisions.",
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"headline": "feat(cockpit): add ghostty surface + per-pane titling to groups-mode …",
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"body": "- Updated all distribution channels\n- SHA256: b464e9f01a2738ee1f7dc8ef4e525af1cf8b8e21055bef67f5cd45bac439dcc0",
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"headline": "chore: automated release 1.12.29",
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"body": "…361)\n\n* fix(hooks): cortex-mailbox-poll is opt-in only — never auto-queued\n\nDavid 2026-07-19: \"wake on event should be the only mesh trigger mechanism unless\nthe user opts in and needs it for other harnesses that cannot do wake on event.\"\nSupersedes #360's listener-armed-detection approach with the\n[…]\ncom>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\n---------\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "fix(hooks): cortex-mailbox-poll is opt-in only — never auto-queued (#…",
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"body": "…sion id (#360)\n\ncortex-mailbox-poll was re-queued for install every session on wake-on-events\nseats (persistent listener running), despite Gate 5 existing to suppress exactly\nthat. Root cause: the listener-armed check globbed\n`listener_active_{instance_id}_*.json`, but instance_id is the session/th\n[…]\n-claude-code.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "fix(hooks): loop-install Gate 5 keys listener-armed on ai_id, not ses…",
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"body": "… add -A` (#359)\n\nThe 1.12.28 release swept a concurrent workspace session's uncommitted ERM code\ninto the version-bump commit because the bump was hand-committed with\n`git add -A` on the shared develop working tree. release.py's own\nautomated-release commit (create_git_tag) was already careful — an\n[…]\nrun verified.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "fix(release): --version-only --commit stages an allowlist, never `git…",
"author_name": "David Samuel Laurence Van Assche",
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"body": "…rg model\n\nGreens the develop trunk (red since 37b465dc8 — 1.12.28 shipped with these 4\nfailing). The swept ERM change (David 2026-07-19) made get_org_parent_map() read\nentity_registry.metadata.parent_org instead of org→org membership edges, but the\ntest still asserted the removed membership-edge be\n[…]\n only the tests were stale (workspace's ERM change\ndidn't update them).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
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"headline": "fix(test): align test_org_parent_map with the metadata-based parent_o…",
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"oid": "e7ac9f1114936ff4eb4995e31a33726bfaa95fea",
"body": "- Updated all distribution channels\n- SHA256: b7556b0f9c0b4b94f27294e0ad28eb112ea0528256a9f8ebc7d40550b266a4bc",
"is_bot": false,
"headline": "chore: automated release 1.12.28",
"author_name": "Empirica System",
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"committed_at": "2026-07-19T10:55:12Z",
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"oid": "37b465dc80a0a2e75266300811d8da5d2c65ee17",
"body": "Ships #358 (visibility=local no-egress) + the README What's-New truncation\nfix (release.py generator + text) + mesh-requires-Cortex framing, plus the\nrecovered engagement-update fields (effa3f722). Release gate green:\ncompliance 13/13, no CVEs, ruff/format/pyright clean, 99 tests, pattern-hunt clean.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "chore(release): bump version to 1.12.28",
"author_name": "Empirica System",
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"committed_at": "2026-07-19T10:27:17Z",
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"oid": "5cc82867fbf9f7e169127dbf479f88ca8093c877",
"body": "… framing\n\nTwo issues David flagged in the README:\n\n1. TRUNCATION — \"What's New in 1.12.27\" was cut mid-sentence (\"A session could\n display the correct\"). Root cause: release.py sync_readme_whats_new extraction\n kept only lines starting with \"- **\" and dropped multi-line bullet\n continuations,\n[…]\nds them (avoids the\nforgotten-entry gap that lost 1.12.26's changelog).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "docs(readme): fix truncated What's New + tighten mesh-requires-Cortex…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-19T10:19:14Z",
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"oid": "effa3f7221d65178e92fce517cbec05eeef28c3b",
"body": "engagement-update was missing --engagement-scope (and 6 other fields: --next-action, --next-action-due, --last-contact-at, --priority, --contact-method, --warmth). This work was originally landed 2026-07-15 as commit 17069569a, but on a local branch (wip/engagement-slices-2-3) that never merged into\n[…]\nhich have since landed.\n\nVerified: engagement-update --engagement-scope org|tenant works end-to-end against live data. 302 entity/engagement tests pass.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(engagement): recover Slices 2-3 fields — lost on unmerged WIP branch",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-19T10:10:08Z",
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"oid": "c4e3bea5f9b77f17a2564d2b9084ba0091b4ae48",
"body": "…s to cortex (#358)\n\nFollow-up to the security-claim audit (empirica-web prop_lhdyeibr): visibility=local\npreviously governed only cross-practice discoverability, NOT on-device retention —\na cortex-connected install synced local artifact CONTENT to cortex /v1/sync. This\nmakes 'local' mean what a use\n[…]\nsuites green.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(privacy): visibility=local is a true no-egress tier — never sync…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-19T09:48:10Z",
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"oid": "97860aee6ff932e8054a44a1d98e547fd373280c",
"body": "- Updated all distribution channels\n- SHA256: 9c4e4f679042e9db16f84e1463bfe074899e368d1e4c88a9ad0512807390bcc9",
"is_bot": false,
"headline": "chore: automated release 1.12.27",
"author_name": "Empirica System",
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"committed_at": "2026-07-18T19:36:24Z",
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"oid": "681e32babdca603e9ab4ddfe3c90df8824be7be5",
"body": "Split-brain project-persistence P0 fix (#357) + reconstructed the missing\n1.12.26 CHANGELOG entry.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nEpistemic-AI: empirica\nEpistemic-Model: claude-haiku-4-5\nEpistemic-Pers\n[…]\nEpistemic-Mastery-Delta: 0.03 (0.85 → 0.88)\nEpistemic-Uncertainty-Delta: -0.03 (0.15 → 0.12)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: aebc62b8-3f9b-4c67-943c-eaebc135bcae",
"is_bot": false,
"headline": "chore(release): bump version to 1.12.27",
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"committed_at": "2026-07-18T19:20:17Z",
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"oid": "340a333df75d5b951b6bc2cad5b9c202a278b0ae",
"body": "…rsistence (#357)\n\nVerified P0 (Franci/NLE, ecodex prop_u5yfs54k6): a session DISPLAYED the correct\nproject but PERSISTED its session row + artifacts to a stale project. Root cause:\nsession-create re-resolved project_id from a context-file chain that read a\n3-month-old global ~/.empirica/active_work\n[…]\nct-identity).\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(session): pin project_id at session creation — end split-brain pe…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-18T19:19:49Z",
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"body": "- Updated all distribution channels\n- SHA256: 9cb63ef0f44f1e7f9e6cbca0fe1c1704c4be6514ca33149db1dd1d2f0f33f883",
"is_bot": false,
"headline": "chore: automated release 1.12.26",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T16:11:25Z",
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"oid": "ca48d84cdc7a35ad67540e4ee6396c693bf46482",
"body": null,
"is_bot": false,
"headline": "Merge develop — Empirica 1.12.26 release",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T15:58:12Z",
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"oid": "624b21153994e024a15df6ebfc0454fb61f8f16b",
"body": "Swept all version-string files via release.py --version-only. Patch release\nbundling this session's fixes: sources registry-ghost fix, registry\ncollision-guard + CI pre-push hook, prevention-currency substrate S1-S5,\nproject-init clobber + shadow-UUID fixes, and the cortex mailbox-poll\nonboarding fix.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "chore(release): bump version to 1.12.26",
"author_name": "Empirica System",
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"committed_at": "2026-07-18T15:57:58Z",
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"oid": "e4d125a70194fd6e35022a52022fb6334cbd0232",
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"headline": "Merge develop — Empirica 1.12.25 release",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T15:50:10Z",
"body_truncated": false,
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{
"oid": "17702ea72c51731c8ef711d525769799883a0ec8",
"body": "…anonical id\n\nOnboarding-breaking bug (cortex prop_izzviuw6): mailbox poll --ai-id <canonical>\nreturned empty for a freshly-registered practice even though cortex had matching\nproposals. Root cause: _resolve_canonical_ai_id (content_poll.py) always\nround-tripped the id through the roster (matching a\n[…]\nhrough skips roster; bare basename still\nresolves + falls back loudly).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(mailbox-poll): idempotent ai_id resolution — no empty inbox for c…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T15:46:10Z",
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},
{
"oid": "8975bbce1d8af64cac0dc716c54f870b7ee22a44",
"body": "…adow UUID\n\nPart 2 of the epistemic-dj repair bug. project-init --project-id <id> (and a\nrepair pass reusing project.yaml's id) returned/minted without ever creating the\nsessions.db projects row under that id — leaving sessions.db id-less while\nproject.yaml / workspace.db claimed one (the \"shadow UU\n[…]\n(config-exists-but-\ndb-missing) so a pure path repair needs no --force.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(project-init): thread project_id into create_project — no more sh…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T14:41:00Z",
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},
{
"oid": "b9d69cbde139d6fa958eda7b8b5a5d1ab01eaf91",
"body": "Reported by epistemic-dj: project-init --force rebuilt project.yaml from a\ngeneric scaffold via _build_project_config, silently overwriting hand-set /\nprovisioning-written identity fields (org_id, tenant_slug, canonical_seat,\nmesh_id_prefix, remotes, rich description) — turning a config repair into\n\n[…]\narate to avoid a\nfleet-critical DB-signature change in the same commit.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(project-init): --force merges project.yaml instead of clobbering it",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T14:31:56Z",
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{
"oid": "7ba4a7dd6a20e15d735df4b644f687f3b97681ee",
"body": "…ily)\n\nempirica/core/prevention/report.py::prevention_report(db, session_id) composes\nread_prevention_events + aggregate_prevention_events(family=...) into one view:\nper-outcome_family prevention-rate + beneficiary-independent split, exposed vs\nEXP-SHADOW control-arm counts, overall rollup.\n\nEmits R\n[…]\nS2) + oracle\n(S3) + fabrication family (S4) + measurement surface (S5).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(prevention): S5 — measurement report surface (read-only, per-fam…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T02:54:30Z",
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"oid": "85f3793ca1d7cc72d258b97d6188928095018a3a",
"body": "The fabrication-detection-floor from PREVENTION_MEASUREMENT_SPEC.md §1: prevention\nand fabrication-incidence ride the SAME event machinery but have DIFFERENT failure\nsignals, so the family is now explicit.\n\n- migration 059: outcome_family column on prevention_events (default 'prevention';\n additive\n[…]\non need its own oracle?) is unanswered by research. Emission side only.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(prevention): Leg C — fabrication-incidence 2nd outcome family (S4)",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T02:25:51Z",
"body_truncated": true,
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},
{
"oid": "78ca0144d24582bf8b1c6f4d077017b78610a531",
"body": "The anti-Goodhart anchor from PREVENTION_MEASUREMENT_SPEC.md §5: \"no mistake was\nlogged\" is gameable, but \"the failure did not recur under continued exposure\"\nrequires manufacturing real downstream work under permissioned identity.\n\nempirica/core/prevention/oracle.py::recurrence_verdict(db, pattern_\n[…]\nrder (pre-since ignored) / strongest-signal-wins / fail-open / latency.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(prevention): Leg B — recurrence oracle (S3)",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T01:55:48Z",
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"oid": "21f40ccdb852ce6005dfa275094fdf88c0bf1490",
"body": "…ection (S2)\n\nThe positive-polarity mirror of the blindspot regret loop, per\ndocs/architecture/PREVENTION_MEASUREMENT_SPEC.md. Turns \"prevention-value\" into\na measurable event: an exposed anti-pattern prior that was acknowledged and did\nNOT lead to a same-subject failure within window W = a measured\n[…]\n ATE (needs the shadow arm) is research's;\nthe recurrence oracle is S3.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(prevention): Leg A — prevention_events emission + POSTFLIGHT det…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T01:28:11Z",
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},
{
"oid": "a1a5a5ff5404cd263258dcf7d5ee69a9aeab82d7",
"body": "…lan (S1)\n\nempirica-core's two legs for the prevention-currency causal-measurement SER\n(ser_c2c87f7d base-rate experiment + research-graduated prop_rdgppyim):\n\n- PREVENTION_MEASUREMENT_SPEC.md — pre-registered spec. Frames the\n de-aspirational causal claim (H1: surfacing an anti-pattern prior causa\n[…]\nrication family, read verb) build\nagainst the frozen emission contract.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "docs(prevention): pre-registered measurement spec + overnight build p…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T00:56:40Z",
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},
{
"oid": "83673658ac605da27bd4eea4fa607cfdb5d3c42c",
"body": "…h hook\n\nTwo guards that fell out of the 2026-07-17 registry-ghost incident (a stale\nbackup-dir entry shadowed the live empirica repo, serving 9 stale sources).\n\n1. registry.warn_name_collisions(): load_registry now warns when two entries\n share a display name but resolve to different paths (backu\n[…]\no\n`make check`/format/lint/typecheck actually run and match CI's scope.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(registry+ci): warn on name-collision shadows + CI-parity pre-pus…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T22:43:14Z",
"body_truncated": true,
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},
{
"oid": "654ec051fa584d877abe5deb5a8a5e4efc38419c",
"body": "update the internal link for the cross ai mesh\nsection to the correct anchor\n\nfrom: cross-ai-mesh\nto: cross-ai-mesh-optional-ecosystem-layer\n\nCo-authored-by: fess <fess-Z2l0Cg@fess.org>",
"is_bot": false,
"headline": "fix(Readme): cross-ai-mesh link (#356)",
"author_name": "Fess",
"author_login": "fessyfoo",
"committed_at": "2026-07-17T19:46:02Z",
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},
{
"oid": "be2f8a1e6c228f3f31a839ea88bece0c2d0b8d44",
"body": "checkpoint_parsers.py + workspace_db.py from the engagement-id plumbing\ntripped `ruff format --check` on develop (tests + ruff check were green).\nPure formatting, no behavior change.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "style(format): ruff format the engagement-glue files — unblock CI",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T19:45:56Z",
"body_truncated": false,
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},
{
"oid": "c329edb1efe5605b0ede585deba6a5582a029078",
"body": "Mirror of #356 (merged to main, credit @fessyfoo) onto develop so the\nfix rides the next release instead of regressing it. The link pointed at\n#cross-ai-mesh but the heading anchor is\n#cross-ai-mesh-optional-ecosystem-layer.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(readme): repair dead cross-ai-mesh in-page anchor",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T19:44:54Z",
"body_truncated": false,
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},
{
"oid": "b8300f30a466d544a40283a6ee8f4507f2cf1bb4",
"body": "The 8 source verbs (source-add/list/get/update/archive, sources-map/\ncheck/reconcile) are live in the parser but the curated --help groups\n(CoreCommandsFormatter) never listed them — so they were invisible to\nanyone reading --help and read as \"missing.\" Added a \"Knowledge Sources\n(external material \n[…]\narser (this gap is the symptom) — a follow-up could auto-derive groups.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(cli): surface the Knowledge Sources family in `empirica --help`",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T15:20:59Z",
"body_truncated": true,
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},
{
"oid": "4a92a963c57f5d78cf915c3f13f88ecfae19ee62",
"body": "Core's W1a leg (idempotent-by-design), built against cortex's live ledger\n(738b400b). Emitters compute a stable action-key instead of hand-rolling\na hash:\n\n idempotency_key(action_type, target, params) -> sha256\n\nIt identifies the ACTION, not the emission — canonical JSON (sorted keys,\ntight separa\n[…]\nght clean, 35 mesh_content tests + drift-check +\nconformance all green.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(mesh): W1a idempotency_key() helper + propose-discipline guidance",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T14:24:30Z",
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{
"oid": "a1bfe2b38e6aa369411510fcf692036ac14dc26a",
"body": "…goal 2)\n\nA contact/entity can legitimately have multiple active memberships of the same group_type (e.g. a seat-holder at two sibling orgs). Prior behavior (get_contact_org_map) collapsed these to \"latest joined_at wins\" with no way to declare which one is canonical.\n\nAdds: is_primary INTEGER colum\n[…]\nd against 4 real dual-org contacts in production data (seat-holders spanning sibling orgs, one cross-org partnership). 302 entity/engagement tests pass.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(erm): add is_primary disambiguation flag to entity_memberships (…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T14:20:23Z",
"body_truncated": true,
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{
"oid": "528c9d87034905681007f624a6f58d5713c1b42b",
"body": "…pose\n\nempirica-core's roadmap deliverable (coordination-consistency W1a, the\nemitter-side half). Every actionable cortex_propose carries a stable\nidempotency_key (semantic hash of action/target/params); the executor\nno-ops on a seen key and returns the prior receipt, so a re-issued or\nreply-narrate\n[…]\nwhen they race.\n\nDRAFT for mesh convergence with cortex + mesh-support.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "docs(mesh): W1a spec — idempotent-by-design convention for cortex_pro…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T12:58:34Z",
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{
"oid": "98d3ce1b7b7b913f61498cae242d7be6f0b642cd",
"body": "- Updated all distribution channels\n- SHA256: 23096c784b99acb0cdb17e4593beeffd6428c575da2f4b39f41998fda3ad4a36",
"is_bot": false,
"headline": "chore: automated release 1.12.25",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T12:02:18Z",
"body_truncated": false,
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"oid": "e2d7a6a7833ea95991f359cd1b4f557445ca0c62",
"body": "Atomic version sweep (release.py --version-only --old-version 1.12.24)\nacross all pointers; consistency tests 15/15 green.\n\nCHANGELOG [1.12.25]: goals-create --engagement-id (the goal↔engagement\nglue), the loop-install gate-5 poller-reappearance fix, entity-create\nself-heal restore, and the MESH_CON\n[…]\ntone.\n\nHomebrew SHA256 deferred to --prepare (needs the built tarball).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
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"headline": "chore(release): bump to 1.12.25 + roll CHANGELOG",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T11:54:56Z",
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"oid": "9d82377d6fc2eac92c1b059b035c1c8ff7364a87",
"body": "… glue\n\nThe core half of the goal↔engagement linkage. `goals-create --engagement-id\n<id>` now stamps the existing goals.engagement_id column (migration_051).\nGoals are core's table + goals-create is core's verb, so this by-id ref is\ncore's lane; the engagements schema + the entity_artifacts junction\n[…]\n stamps,\nworkspace's junction write lights up /goals?entity=engagement.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(goals): goals-create --engagement-id — stamp the goal↔engagement…",
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"committed_at": "2026-07-17T11:41:30Z",
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"oid": "cefbb66679da7134b9f22d1d2946bbd1d88455a5",
"body": "Synthesizing metaphor David wants captured as load-bearing: the mesh is\nAbleton Live / Serato for epistemically-aware AIs — the sync engine that\nkeeps heterogeneous AIs in phase across SIX axes at once (practices,\nharnesses, substrates, model types, tenants, orgs), with calibration as\nthe shared bea\n[…]\nfungible practitioners). Epistemic-layer\ntwin: shared finding ae60b271.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "docs(mesh): add the DAW-frame capstone to MESH_CONCEPTS",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T09:22:11Z",
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"oid": "4b2878ee15efd71618de0b307f3994827a7c4f5b",
"body": "…lers on wake-on-event seats\n\nextension prop_syrvccyu6 (David-directed): the auto-installer surfaced\ncortex-mailbox-poll as a 30s CronCreate poll every session on wake-on-event\nseats (30+ practices), despite the systemd loop-listen service + loop_fires\nMonitor already delivering events. Two grounded\n[…]\ncrons (message-cleanup) still install.\n\nVerified: compiles, ruff clean.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(loop-install): don't offer event-drivable loops as CronCreate pol…",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T08:59:40Z",
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"oid": "8b51e970ac67912b744963ca936485a1e0a70912",
"body": "…rows\n\nRestores the entity-type == \"organization\" block in mint_entity that calls upsert_organization_detail after the registry entry is written. Method has _table_exists guard for CI safety. Goal 3 of core backlog handoff.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(entity-create): restore CI-safe self-heal trigger for org detail …",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T08:45:34Z",
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"oid": "edb2c8447231d3519039a72396b47d62bd0d36f7",
"body": "- Updated all distribution channels\n- SHA256: 5ad06046360ce68db7e0a73db3c7554accd5bb22e5740d63ec42cc31c52bd545",
"is_bot": false,
"headline": "chore: automated release 1.12.24",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T08:27:59Z",
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"oid": "27983db42d6229a98e15d34406c204fccd1acd67",
"body": "Atomic version-string sweep (release.py --version-only --old-version\n1.12.23) across all pointers: root + empirica-mcp pyproject, __init__,\nplugin.json, install.sh, setup_claude_code, Dockerfile, chocolatey,\nREADME + docs version refs. Consistency tests 6/6 green.\n\nCHANGELOG [Unreleased] → [1.12.24]\n[…]\n256 intentionally deferred to --prepare (needs the\nbuilt tarball hash).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "chore(release): bump to 1.12.24 + roll CHANGELOG",
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"committed_at": "2026-07-17T08:11:48Z",
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"oid": "f4bcce6a051f4a7b3577bb1e3263c9cd5614f094",
"body": "pip-audit flags mcp 1.27.1 for three CVEs:\n- CVE-2026-52869, CVE-2026-52870 → fixed in 1.27.2\n- CVE-2026-59950 → fixed in 1.28.1\n\nBump both floors (root `mcp` extra + empirica-mcp SDK dep) to >=1.28.1\nso no resolution — local, CI, or downstream — can land a vulnerable\nversion. Follows the existing C\n[…]\nrica-mcp/pyproject.toml. pip-audit clean after local upgrade to\n1.28.1.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(deps): bump mcp floor to >=1.28.1 (CVE-2026-52869/-52870/-59950)",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-16T21:44:54Z",
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"oid": "ff2d0ce30be8749564b3aae9d61097594b490118",
"body": "…lake)\n\nRoot cause of the order-dependent failure of\ntest_project_init_chicken_egg::test_no_args_passed_falls_back_to_init_attempt\n(\"Expected 'run' to have been called once. Called 2 times.\" — the extra\ncall was `git for-each-ref refs/notes/empirica/messages/test/`).\n\ntest_receives_new_messages and \n[…]\nalready\ngreen on its seed; this removes the latent flake underneath it.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(test): stop leaked subscriber daemon in message-store tests (CI f…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-16T21:33:16Z",
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"oid": "0a311f91d79ff38b1618e2639e190ead6fc99130",
"body": "…lind spot\n\nBroccoli must-fix (two adversarial agents converged here):\n\n1. project_skills/empirica-epistemic-framework.yaml referenced\n `empirica agent-spawn --turtle` — a verb removed in #348. This\n fixture is loaded into the AI's context by project-bootstrap, so a\n dangling verb here mislead\n[…]\none\nsource of truth, coordinated with cortex (prop_wsdy3uvl co-design).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(drift): remove dangling agent-spawn ref + close the drift-check b…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-16T21:27:03Z",
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"oid": "20a9008a3a2fce7a64cde3eee529f5d6ab30c0e3",
"body": "…rface goals-list cap (#354)\n\nTwo small backlog-gardening fixes:\n\n1. sentinel-gate: add `mesh status`, `mesh diagnose`, cockpit `status` to the\n noetic read-only allowlist (join practice-context/profile-status). These are\n read-only roster/status displays that shouldn't trip the praxic gate. The\n[…]\nabbreviation.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(hygiene): classify read-only roster/status lookups as noetic + su…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T21:12:26Z",
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"oid": "4392048b22271d2e4e7a2654ad6f7c7f3361d3d0",
"body": "…practice pattern (#353)\n\nDavid's refinement (load-bearing): a lesson isn't just a high-impact finding —\nit's the TRANSFERABLE distillation of a pattern/anti-pattern that crosses the\npractice boundary and is actionable by a peer, local or remote. A finding/\ndecision is local epistemic state; a lesso\n[…]\nout of band.)\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(vocabulary): sharpen the lesson definition — transferable cross-…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T17:30:12Z",
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{
"oid": "5f494e82e263c4c1c9bc1c1e3e5ea3a16265dbd8",
"body": "…removed verbs (#352)\n\nscripts/check_prompt_parser_drift.py introspects the live CLI verb set\n(create_argument_parser) and sweeps the prompt corpus (skills + the shipped\nsystem-prompt template) for `empirica <verb>` mentions, failing CI when a prompt\nreferences a verb the parser no longer has — the \n[…]\norpus clean).\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(ci): parser↔prompt drift check (T2) — catch prompts referencing …",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T16:50:25Z",
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"oid": "14c86443797dd25b4690e1ae9201ee957d16b1b3",
"body": "…ed-topic rejection (#351)\n\nFollow-up to #350 (the \"root root\" cortex flagged). Cortex shipped the\n`retired_channels` field on /v1/users/me/notification-channels (prod 78953f50):\n[{name, retired_at, migration_hint}]. The listener now consumes it as the\nauthority on which ntfy topics are retired (403\n[…]\n. ruff clean.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(listener): consume cortex retired_channels — authoritative retir…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T16:11:28Z",
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"oid": "6f29e64fb84784decd3fc9a9bca043f15dbfd371",
"body": "…(#349)\n\nTwo-part pass over the 128 tracked docs (investigated via 4 parallel audit\nagents), following the CLI prune (#348 removed 28 verbs + subsystems).\n\nALIGNMENT — purged every stale reference to removed verbs/subsystems from 19\ndocs (reference/api/*, architecture/*, human/*): the homegrown agen\n[…]\n/claude-code)\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: align to post-prune reality + reduce duplication (−2.6K lines) …",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T15:54:40Z",
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"oid": "d33d6f14c60ee0456ef243d3e18dc05ecf37d143",
"body": "… (#348)\n\n* refactor(cli): prune 28 dead/unwired/subsumed verbs (surface 210→182)\n\nGrounded survivor-analysis of the full 210-verb CLI surface; this executes\nthe prune-dead bucket and folds in the overlapping simplify/dedupe/\nconsolidate intent. Each verb removed across parser + dispatch + handler +\n[…]\ncom>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\n---------\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "refactor(cli): prune 28 dead/unwired/subsumed verbs (surface 210→182)…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T15:46:48Z",
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"oid": "b8a44f6f7f51c5c6d0fdd6cff3f8ab73f1111d16",
"body": "* fix(listener): never fall back to the retired 403-ing ntfy topic\n\nFleet-wide reliability bug (autonomy prop_6v3v4iob, root-caused with Philipp's\nmesh-support): run_listener resolved the per-tenant wake topic from cortex's\nnotification-channels registry, but on ANY resolution miss (cortex deploy\nwi\n[…]\ncom>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\n---------\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(listener): never fall back to the retired 403-ing ntfy topic (#350)",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T15:46:24Z",
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"oid": "907b05317654f5fa51510a9a134ad8d65cd0d1e0",
"body": "- Updated all distribution channels\n- SHA256: 775c87dc5c2bf5ed1c54744ede45076e6391071c6fdd18da845650721cd1d61d",
"is_bot": false,
"headline": "chore: automated release 1.12.23",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-15T17:42:43Z",
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{
"oid": "87d319fa54365c8d7992345c1f4ac42689cc5053",
"body": "…uild + sync) (#347)\n\nB2 — resolution was SQLite-only, so a `rebuild --from-notes` or multi-device\nsync resurrected resolved findings/unknowns as open. Make resolution canonical\n(in git notes), mirroring the pattern GitUnknownStore already had.\n\n- finding_store: store_finding carries is_resolved/res\n[…]\n too (small).\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(resolution): persist resolution to git notes (durable across reb…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-15T17:24:00Z",
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"oid": "7d4b85af720d7b7c9f98925ab29bc99bf3119c12",
"body": "…ng skill (#345)\n\nAdditive refinements from the empirica garden pass, no rewrite:\n\n- Phase 1 Survey: SEE the whole graph first. List verbs undercount (active-\n project top-N) and hide cross-project scatter; run goals-list/unknown-list\n --all-projects, diagnose identity divergence, and consolidate \n[…]\nacts filter).\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(gardening): fold this garden's learnings into /epistemic-gardeni…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-15T15:03:08Z",
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"oid": "04109bda03fd56deebfc4837f8510bfc4b495c69",
"body": "…h) (#343)\n\nresolve-artifacts required explicit ids and had no --older-than/--matching mode,\nso an epistemic-garden pass fell back to hand-written SQL (error-prone, not the\nmechanism to teach other practices). Add an optional `filter` block:\n\n {\"filter\": {\"type\": \"finding|unknown\", \"project_id\": \".\n[…]\ne/date error.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(resolve-artifacts): filter-based bulk resolve (the gardening pat…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-14T20:51:26Z",
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"oid": "a7111a2e06e63706e496c5bc65acaded13b0b009",
"body": "outreach-search.md, outreach-factscorer.md, outreach-scout.md were\ncopied into core's plugin bundle instead of outreach shipping its own\nClaude Code plugin symlink (the pattern empirica-workspace already\nuses correctly: ~/.claude/plugins/local/empirica-workspace -> its own\nrepo's plugin/ dir, always\n[…]\ns). These 3 identical copies are\nno longer needed once that's in place.\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01XgjX1WDAsCKXjYG4JPefHT",
"is_bot": false,
"headline": "remove vendored empirica-outreach agent files from core plugin",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-14T17:48:14Z",
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"oid": "abeabefc541a29db7b12c3da1ca3a59d55399077",
"body": "…build (#342)\n\n* fix(qdrant): per-project guard so one bad DB can't abort the whole rebuild\n\nrebuild_qdrant_from_db iterates every project in workspace.db. Step 1\n(recreate_project_collections) was already per-project try/except-guarded, but\nStep 2 (_embed_project_from_db) was not — and it opens Ses\n[…]\ncom>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\n---------\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(qdrant): per-project guard so one bad DB can't abort the whole re…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-14T17:28:05Z",
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"oid": "40796c1a6cfd6e217d8f688a25a7a042a83013df",
"body": "…isibility bridge keys (#341)\n\nGET /api/v1/sources (_list_sources) had no archived filter and didn't project the\narchived flag, so a DELETE-archived source kept surfacing indistinguishable from\nactive — the \"archived sources still surface in extension\" bug. It also never\nprojected cortex_uuid/visibi\n[…]\nys\nprojected.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(daemon): hide archived sources by default + project cortex_uuid/v…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-14T16:57:16Z",
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"oid": "5ca674b24f7395860d69ab7306a2c6bc26fe550b",
"body": "…otes-import (#340)\n\n`empirica rebuild --qdrant` unconditionally runs _rebuild_from_notes() FIRST\n(sync_commands.py), reconstructing SQLite from git notes before the Qdrant\nre-embed. That reverts any direct-SQL / bulk change not yet persisted to notes\n— e.g. an epistemic-garden bulk resolve — then e\n[…]\ngates exit 1.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(rebuild): add --qdrant-only flag for safe Qdrant resync without n…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-14T16:57:12Z",
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"oid": "cd73c0331b040768e1b52d98774c1e4055210084",
"body": "The list verbs scope to the active project, which HID the true open-artifact\ncount during the garden pass (goals-list showed 20 of 118 real; unknowns\nundercounted, 115 real across 12 project_ids). The scatter is a symptom of the\nproject-identity divergence — artifacts stranded under other/divergent\n\n[…]\nced. 3 tests.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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]
}
],
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},
{
"key": "governance",
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"name": "Sustainability & Governance",
"value": 55,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 18,
"inputs": {
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"contributors_sampled": 5,
"top_contributor_share": 0.907
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"components": [
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"key": "bus_factor",
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"status": "partial",
"details": [
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"code": "bus_factor",
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],
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{
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"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 91
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}
],
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{
"key": "contributor_breadth",
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],
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{
"key": "openssf_scorecard_contributors",
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"points": 0,
"status": "missed",
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"max_points": 10
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]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
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"inputs": {
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"components": [
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{
"key": "pr_acceptance",
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"details": [
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"code": "decided_prs_merged",
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{
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},
{
"key": "stewardship",
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"is_verified": null,
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"components": [
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"code": "owner_organization",
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],
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{
"key": "verified_domain",
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{
"key": "owner_reach",
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"status": "partial",
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{
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"points": 5.3,
"status": "partial",
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{
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{
"key": "package_maintenance",
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"note": null,
"notes": [],
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"components": [
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"points": 25,
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{
"key": "publish_recency",
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"detail": "latest publish 0 days ago",
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"status": "met",
"details": [
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"code": "publish_recency",
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{
"key": "version_history",
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"points": 20,
"status": "met",
"details": [
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"code": "published_versions",
"params": {
"count": 150
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}
],
"max_points": 20
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{
"key": "not_deprecated",
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"code": "package_not_deprecated",
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]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 81,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
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"inputs": {
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"components": [
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"details": [
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"code": "ci_workflows",
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"max_points": 24
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{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
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"details": [],
"max_points": 24
},
{
"key": "linter_config",
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"details": [],
"max_points": 16
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{
"key": "pre_commit_hooks",
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "editorconfig",
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"detail": null,
"points": 0,
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"details": [],
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{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "14 out of 14 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
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"max_points": 20
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]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
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"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
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"details": [],
"max_points": 30
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{
"key": "documentation_directory",
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"detail": null,
"points": 25,
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"details": [],
"max_points": 25
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{
"key": "documentation_homepage_site",
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"points": 15,
"status": "met",
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{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
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{
"key": "topics",
"name": "Topics",
"detail": "6 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
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}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
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"name": "Security",
"value": 65,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 56,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.6
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"components": [
{
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"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
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"points": 2.5,
"status": "met",
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},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/29 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 1 resolved dependencies against OSV; 43 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
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}
},
{
"code": "weights_renormalized",
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{
"code": "advisories_scope_repository",
"params": {
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},
{
"code": "advisories_unassessed",
"params": {
"count": 43
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},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 1,
"unassessed_packages": 43,
"affected_by_severity": "none",
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"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
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}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
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}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
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],
"max_points": 40
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]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 1,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
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"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
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]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
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"review_only_matches": 0,
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"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
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"code": "jurisdiction_no_match",
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}
],
"max_points": 100
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]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
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"name": "AI Readiness",
"value": 70,
"weight": 0,
"metrics": [
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"key": "ai_agent_context",
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"note": null,
"notes": [],
"value": 85,
"inputs": {
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"legible_history_share": 0.959,
"agent_instruction_files": [
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"components": [
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"status": "met",
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"code": "file_list",
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],
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{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
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"points": 0,
"status": "missed",
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{
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"points": 40,
"status": "met",
"details": [
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"code": "legible_history",
"params": {
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}
],
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]
},
{
"key": "ai_verify_loop",
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"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 68,
"inputs": {
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"status": "met",
"details": [
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"code": "file_list",
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}
],
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{
"key": "automated_tests",
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"points": 22,
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{
"key": "lint_format_config",
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"status": "missed",
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},
{
"key": "static_type_checking",
"name": "Static type checking",
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"points": 0,
"status": "missed",
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},
{
"key": "reproducible_environment",
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"detail": "Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile"
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}
],
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{
"key": "demonstrated_agent_practice",
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"points": 10,
"status": "met",
"details": [
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"code": "agent_authored_commits",
"params": {
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}
],
"max_points": 10
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{
"key": "automated_maintenance",
"name": "Automated maintenance",
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"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
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