公开记录中等
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-25 12:24 UTC
johnmarktaylor91 / torchlens
Capture every activation and gradient of any PyTorch model — forward and backward — with automatic graph visualization, rich metadata, and live interventions. Works on any architecture, including dynamic and recurrent ones.
johnmarktaylor91/torchlens 的健康指数为 100 分中的 66 分，处于「中等」区间。 其得分最高的类别是Engineering Quality（85/100），最低的是Security（44/100）。 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。
66
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。
66
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
JohnMark Taylor个人账户
28 关注者12 个公开仓库始于 2016年1月Columbia University
该仓库由个人账户拥有。相较于组织支持的项目，单一所有者项目的延续性风险更高。
软件包生态系统
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？
83
开发活跃度
78良好
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 13.8/36 | 提交节奏 — 52 周中有 20 周有提交 |
| 18/18 | 提交量 — 最近一年 2,476 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 2,476 |
| human_commit_share | 0.99 |
| days_since_last_push | 0 |
| active_weeks_last_year | 20 |
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 4.2 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 | v2.32.1 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 4.2 |
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？
56
流行度与采用
61中等
评分方式
| 45.6/60 | 星标 — 649 个星标 |
| 12.1/25 | 复刻 — 29 个复刻 |
| 3.3/15 | 关注者 — 5 位关注者 |
所用输入
| forks | 29 |
| stars | 649 |
| watchers | 5 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 0/18 | 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 | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
生态采用（下载量）
57中等
评分方式
| 45.7/80 | 月度下载量 — pypi 合计每月 2,689 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 | torchlens |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2,689 |
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？
56
维护者韧性（巴士系数）
15危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0/22.5 | 提交分布 — 头号贡献者编写了 100% 的提交 |
| 2.7/13.5 | 贡献者广度 — 2 位贡献者 |
| 3/10 | OpenSSF Scorecard：Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.999 |
议题与 PR 响应能力
77良好
评分方式
| 42.1/46.8 | 议题解决 — 90% 的议题已关闭 |
| 34.5/38.3 | PR 接受 — 已裁定的 PR 中 121/134 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 121 |
| open_issues | 4 |
| closed_issues | 36 |
| issue_closed_ratio | 0.9 |
| closed_unmerged_prs | 13 |
所有权与托管责任
51中等
评分方式
| 10/30 | 所有权背书 — 个人（用户）账户 |
| 0/20 | 已验证域名 — 不适用于个人账户 |
| 10.5/25 | 所有者影响力 — johnmarktaylor91 有 28 位关注者 |
| 20.1/25 | 既往记录 — 12 个公开仓库，账户约 10 年 |
所用输入
| followers | 28 |
| owner_type | User |
| is_verified | — |
| owner_login | johnmarktaylor91 |
| public_repos | 12 |
| account_age_days | 3,853 |
已排除计分（无数据或不适用）：已验证域名。 其余权重已重新归一化。
软件包维护
100优秀
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 1 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 — 148 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 | torchlens |
| 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？
85
工程实践
92优秀
评分方式
| 24/24 | CI 工作流 — 6 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard：CI-Tests — 无数据 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：CI-Tests。 其余权重已重新归一化。
文档
75良好
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 0/10 | 主题标签 |
| 10/10 | Wiki |
所用输入
| topics | — |
| has_wiki | 是 |
| homepage | — |
| 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？
44
安全态势
44存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 0/2.5 | CI-Tests — 无数据 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no 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 0 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 — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not 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 | 4.3 |
已排除计分（无数据或不适用）：ci_tests。 其余权重已重新归一化。
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。
53
AI 代理上下文与指引
85优秀
评分方式
| 45/45 | 代理指令 — .github/AGENTS.md, AGENTS.md, CLAUDE.md, notebooks/audit/CLAUDE.md, notebooks/audit/visual/CLAUDE.md, scripts/AGENTS.md, tests/AGENTS.md, torchlens/AGENTS.md, torchlens/CLAUDE.md, torchlens/backends/AGENTS.md, torchlens/backends/torch/AGENTS.md, torchlens/capture/AGENTS.md, torchlens/capture/CLAUDE.md, torchlens/data_classes/AGENTS.md, torchlens/data_classes/CLAUDE.md, torchlens/fastlog/CLAUDE.md, torchlens/intervention/CLAUDE.md, torchlens/postprocess/AGENTS.md, torchlens/postprocess/CLAUDE.md, torchlens/utils/AGENTS.md, torchlens/validation/AGENTS.md, torchlens/validation/CLAUDE.md, torchlens/visualization/AGENTS.md, torchlens/visualization/CLAUDE.md |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 99 次人类提交中有 85 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 | 0.859 |
| agent_instruction_files | .github/AGENTS.md, AGENTS.md, CLAUDE.md, notebooks/audit/CLAUDE.md, notebooks/audit/visual/CLAUDE.md, scripts/AGENTS.md, tests/AGENTS.md, torchlens/AGENTS.md, torchlens/CLAUDE.md, torchlens/backends/AGENTS.md, torchlens/backends/torch/AGENTS.md, torchlens/capture/AGENTS.md, torchlens/capture/CLAUDE.md, torchlens/data_classes/AGENTS.md, torchlens/data_classes/CLAUDE.md, torchlens/fastlog/CLAUDE.md, torchlens/intervention/CLAUDE.md, torchlens/postprocess/AGENTS.md, torchlens/postprocess/CLAUDE.md, torchlens/utils/AGENTS.md, torchlens/validation/AGENTS.md, torchlens/validation/CLAUDE.md, torchlens/visualization/AGENTS.md, torchlens/visualization/CLAUDE.md |
| agent_instruction_max_bytes | 26,150 |
验证循环（构建 / 测试 / 类型检查）
33存在风险
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 0/10 | 可复现环境 |
| 0/10 | 已体现的代理实践 — 最近 100 次提交中没有代理编写的提交 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 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 | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
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 |
| 53.5/55 | 可控的文件大小 — 采样的 3,710 个源文件中有 104 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 291,802 |
| source_files_sampled | 3,710 |
| oversized_source_files | 104 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — demos, examples, notebooks, recipes |
所用输入
| example_dirs | demos, examples, notebooks, recipes |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
649GitHub 星标
2贡献者
2,476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）
4开放议题
PyPI软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:torchlens@2.32.1; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
更多细节
Star 与 Fork 历史 0 ★ / 29 ⇿
0Star
29Fork
99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 2次版本 52修订 45
每个点涵盖 4 天。
OpenSSF Scorecard 4.3 / 10
4.3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 |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 不适用 | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 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 | no SAST tool detected |
| 0 | Security-Policy | security policy file not 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 8
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | numpy | — | pyproject.toml |
| PyPI | packaging | — | pyproject.toml |
| PyPI | torch | >=2.1 | pyproject.toml |
| PyPI | safetensors | >=0.4 | pyproject.toml |
| PyPI | tqdm | — | pyproject.toml |
| PyPI | graphviz | — | pyproject.toml |
| PyPI | typing_extensions | >=4.0 | pyproject.toml |
| PyPI | pillow | >=9 | pyproject.toml |
全部依赖 35
来自 GitHub 依赖图的完整解析依赖集合：4 个直接依赖与 31 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 | pillow | — | 直接 |
| PyPI | safetensors | — | 直接 |
| PyPI | torch | — | 直接 |
| PyPI | typing-extensions | — | 直接 |
| PyPI | brain-score | — | 间接 |
| PyPI | captum | — | 间接 |
| PyPI | depyf | — | 间接 |
| PyPI | dialz | — | 间接 |
| PyPI | inseq | — | 间接 |
| PyPI | ipython | — | 间接 |
| PyPI | jupyter-client | — | 间接 |
| PyPI | lightning | — | 间接 |
| PyPI | lit-nlp | — | 间接 |
| PyPI | lovely-tensors | — | 间接 |
| PyPI | mlx | — | 间接 |
| PyPI | nnsight | — | 间接 |
| PyPI | paddlepaddle | — | 间接 |
| PyPI | pandas | — | 间接 |
| PyPI | pyarrow | — | 间接 |
| PyPI | pytorch-grad-cam | — | 间接 |
| PyPI | repeng | — | 间接 |
| PyPI | rsatoolbox | — | 间接 |
| PyPI | sae-lens | — | 间接 |
| PyPI | sentence-transformers | — | 间接 |
| PyPI | setuptools | — | 间接 |
| PyPI | shap | — | 间接 |
| PyPI | steering-vectors | — | 间接 |
| PyPI | tensorflow | — | 间接 |
| PyPI | timm | — | 间接 |
| PyPI | tinygrad | — | 间接 |
| PyPI | torchextractor | — | 间接 |
| PyPI | torchshow | — | 间接 |
| PyPI | torchvision | — | 间接 |
| PyPI | transformers | — | 间接 |
| PyPI | wandb | — | 间接 |
依赖安全公告 未评估
本报告未能完成公告比对：No resolved dependencies carried a version and a supported ecosystem
原始 JSON 报告 机器可读
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"activity": {
"releases": [
{
"tag": "v2.32.1",
"kind": "patch",
"published_at": "2026-07-25T12:22:49Z"
},
{
"tag": "v2.31.0",
"kind": "minor",
"published_at": "2026-07-10T17:17:52Z"
},
{
"tag": "v2.30.1",
"kind": "patch",
"published_at": "2026-07-09T14:51:20Z"
},
{
"tag": "v2.30.0",
"kind": "minor",
"published_at": "2026-07-09T13:47:40Z"
},
{
"tag": "v2.29.1",
"kind": "patch",
"published_at": "2026-07-09T01:57:43Z"
},
{
"tag": "v2.28.0",
"kind": "minor",
"published_at": "2026-06-24T18:22:18Z"
},
{
"tag": "v2.27.0",
"kind": "minor",
"published_at": "2026-06-22T14:15:51Z"
},
{
"tag": "v2.26.0",
"kind": "minor",
"published_at": "2026-06-17T21:26:20Z"
},
{
"tag": "v2.25.0",
"kind": "minor",
"published_at": "2026-06-17T18:56:22Z"
},
{
"tag": "v2.24.1",
"kind": "patch",
"published_at": "2026-06-17T16:44:25Z"
},
{
"tag": "v2.24.0",
"kind": "minor",
"published_at": "2026-06-17T15:12:01Z"
},
{
"tag": "v2.23.0",
"kind": "minor",
"published_at": "2026-06-17T00:37:32Z"
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"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T23:27:20Z",
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"oid": "3812d0fbae396deea9e0f67898875b041862f5c3",
"body": "…dress, only buffers decouple (r85)\n\nfree FINDING-1 (MED): r83's dee9d679 set the registered-only backend_address\noverride UNCONDITIONALLY in _fields_from_event, forcing EVERY op/activation node\nto None -- contradicting its own commit message (\"an op/input ... is unaffected\")\n-- and left the model-o\n[…]\nC2 buffer-authority immunizer is intact.\n\nCorrects the false 'popped for EVERY record' claim in the materialize comment.\nKeeps the C2 address-authority fix and immunizer intact (refines, not reverts).",
"is_bot": false,
"headline": "fix(runnable): backend_address decoupling -- op nodes keep coupled ad…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T23:24:52Z",
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"oid": "0562971c1768398b6f8b87628d185adeb7504ab8",
"body": "…ery storage-rebind sibling (r85)\n\nThe r85 storage belt is a single mechanism at the shared label choke points, so\nno per-vehicle code is needed to close the rest of the storage column. Pins,\nproving the belt subsumes every sibling free/Sol flagged:\n\n- param-derived activation .data= rebind -> save \n[…]\norrectly passes it) and is caught instead by the r73/r75 layout net\n(PathDivergenceError on a channels_last twin, same-layout control VERIFIED),\nconfirming the belt and layout net compose with no gap.",
"is_bot": false,
"headline": "fix(runnable): column-completeness immunizers -- one belt subsumes ev…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T23:14:44Z",
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"oid": "9ab8c3a46433c54926209e47715697a91313fb73",
"body": "…bound storage (r85)\n\nClose SOL-1 (r84 HIGH): a state-derived activation (self.b * 1.0) whose storage\nis .data=-rebound to input-derived data mid-forward kept its current-session\nlabel, re-bound as its same-named graph parent, and replayed the PRE-rebind\nvalue as a false VERIFIED on the SAME capture\n[…]\nstorage (tracked copy_, EMA mul_().add_(),\nbuf[:] = ...) keeps the pointer and stays VERIFIED. free's honest battery\n(ConvBN train/eval, num_batches_tracked, EMA, copy_-into-buffer) verdict-identical.",
"is_bot": false,
"headline": "fix(runnable): storage-integrity belt -- state receivers require unre…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T23:12:25Z",
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"oid": "00987798c030b3815a4a7b50e1a6522aeb78a145",
"body": "…collision class) + buffer-address authority + artifact-coherence closures\n\nr82's convergence wave found ONE root class broken independently by THREE labs\n(Sol, hon1, free): label provenance was validated by TEXT membership in the live\nevent index with no per-event object anchoring, so a tensor carr\n[…]\n's 59-case honest battery verdict-identical to main bar the one intended C2\nnested-mix refusal. secA S1 (source-embedding privacy) escalated to JMT, not\nincluded. All three r82 REDs confirmed ceiling.",
"is_bot": false,
"headline": "Merge r83: label-rung object anchoring (close the r82 cross-lab TEXT-…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T22:02:47Z",
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{
"oid": "2d3c66982ed1d4cae88ccb97669c68dc12f62a8c",
"body": "…ver (r83)\n\nRegression: r83's C3 reconciled callable_registry vs the recorded op name at\nreadiness attach, BEFORE the resolver ran. For an UNRESOLVABLE tampered key\n(torch.definitely_absent) this fired first with context_field_invalid, so run()\nraised the coarse analysis-only RunCapabilityUnavailabl\n[…]\n (78 tests), the reg-2 test, and the S3 immunizer -- updated in lockstep to\nSEMANTIC_DRIFT plus a new pin that an unresolvable key keeps the ReattachError\npath -- are green. Contract updated to match.",
"is_bot": false,
"headline": "fix(runnable): relocate the S3 registry reconciliation into the resol…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T21:37:46Z",
"body_truncated": true,
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{
"oid": "dee9d6798cfd08db576d61a5fbff313e3a5c0283",
"body": "…2 buffer fix (r83)\n\nRegression: r83's C2 (recorded buffer address is authoritative) leaked the\nrecorded address into the SEPARATE backend_address field for a plain-attribute\n(non-registered) buffer, where a current-format manifest previously left it None\n(test_current_bundle_preserves_none_backend_\n[…]\nEDs (matrix cases A/F, realistic normalizer, nested mix) all still refuse; the\n59-case honest battery is unchanged except the intended nested-mix refusal;\n467 immunizer+validation+unified tests green.",
"is_bot": false,
"headline": "fix(runnable): decouple display address from backend_address in the C…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T21:37:10Z",
"body_truncated": true,
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{
"oid": "c5e0db2981423b5956dca65c69029d2457264ab1",
"body": "…ssion-inventory membership during capture (r83)",
"is_bot": false,
"headline": "test(runnable): strengthen root-A leak-vehicle immunizer -- assert se…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T20:42:18Z",
"body_truncated": false,
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{
"oid": "705228e9ce02e50804d9d7430c0ff7f4e92fc6bb",
"body": "… retention note (r83)\n\nCorrects a FALSE sentence r81 shipped. The contract claimed the ModuleType\ncleanup blind spot was closed by a shallow module-namespace sweep and that\n\"deeper stashes are harmless because the belt never trusts an unregistered\nstamp\". The parenthetical was false as written: the\n[…]\nng a FALSE identity match and re-opening the r80 F2\nlaunder. The note names the only safe reduction direction and requires\nre-deriving the F2 red first. Retention behaviour is unchanged in this round.",
"is_bot": false,
"headline": "docs(runnable): contract lockstep for the r83 closures + load-bearing…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T20:35:33Z",
"body_truncated": true,
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{
"oid": "ef0c5b581683acba35fd5c4a331f0ac0e07326ee",
"body": "…egister the pending-live-fire field (r83)\n\nS3: the callable a loaded artifact EXECUTES comes from\nmanifest.json -> run.callable_registry[].key, while the SAME call is named\nindependently by manifest.json -> sites[].function_path and by\nmetadata.pkl -> layer_list[].func_name / .func_id.qualname. Not\n[…]\ndeferred.\n\nThe anchor runs on every runnable load: the 129 prior immunizers, the full\nvalidation tripwire suite and the r83 suites stay green (417 passed), and the\n59-case honest battery is unchanged.",
"is_bot": false,
"headline": "fix(runnable): artifact coherence -- registry/name reconciliation + r…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T20:34:55Z",
"body_truncated": true,
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{
"oid": "7cbc2be107b29bf69a405f0132e4960c737bc289",
"body": "…e over the shape heuristic (r83)\n\nA shape heuristic in postprocess overrode the address the capture had correctly\nrecorded. _buffer_addresses_by_label discarded the recorded address whenever it\ndid not name an unassigned REGISTERED buffer, then re-derived one from\ntrace._buffer_initial_values (regi\n[…]\n their own dotted addresses in both train\nand eval, the BatchNorm running-stat and num_batches_tracked pre-assignments are\nuntouched, and the remaining 58 battery cases stay verdict-identical to main.",
"is_bot": false,
"headline": "fix(runnable): buffer address -- the recorded address is authoritativ…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T20:23:45Z",
"body_truncated": true,
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{
"oid": "758d877fd2aceafb7157297b702fa10af154b005",
"body": "…label stamps (r83)\n\nStale label stamps were cleared by REACHABILITY only, and the cleanup walk has\nstructural blind spots: it returns immediately for any nn.Module value outside\nthe traced tree (a helper module or nn.Sequential used as an activation cache)\nand for any object with no __dict__ (__slo\n[…]\nivation graph and defeat sparse save=. It names exactly\nthe stamped objects something outside TorchLens still holds -- the leak vehicles.\nVerdicts on the 59-case honest battery stay identical to main.",
"is_bot": false,
"headline": "fix(runnable): label-rung root A -- inventory-driven sweep of leaked …",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T20:03:17Z",
"body_truncated": true,
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{
"oid": "1e38bec6953e47dcb4c41035d54b1438d41f0316",
"body": "…r raw labels (r83)\n\nLabel provenance was validated by TEXT membership in the active capture's live\nevent index, with no per-object anchoring. Label text is deterministic per\nop-kind + ordinal, so an ordinary op in a later, unrelated capture regenerates\nthe same string and a tensor still carrying a \n[…]\n train/eval, 3x repeat captures, three instances sharing one\nbuffer object, and the include_activations ATTESTED case), and the 129 prior\nimmunizers plus the full validation tripwire suite stay green.",
"is_bot": false,
"headline": "fix(runnable): label-rung belt -- current-session object anchoring fo…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T19:49:39Z",
"body_truncated": true,
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{
"oid": "b5db3f9541baf6f6e0720d43ae3b3ef63e1a7cde",
"body": "…a static buffer stamp counts as provenance ONLY when the exact object was stamped in the ACTIVE session AND its live storage is still the storage pinned at stamp time (closes the r80 cross-capture ModuleType-stash stale-stamp leak and the single-capture plain-attr .data= input-layout launder, both false-VERIFIED at max-diff 20.0) + sprint field-catalog lockstep",
"is_bot": false,
"headline": "Merge r81: buffer-rung FULL PARITY with the param provenance rung -- …",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T18:43:40Z",
"body_truncated": false,
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{
"oid": "619b907ac854f261399a000783e70e48d549125e",
"body": "…er golden (r81 lockstep)\n\nThe r65-r81 hardening sprint added capture-scratch fields to Trace (host-RNG\nmonitor state, session param/buffer inventories, storage-address maps used by\nthe buffer-rung witness machinery) without registering them in the field\ncatalog. Register the 13 sprint fields in the\n[…]\nr_persistence into MODEL_LOG_FIELD_ORDER, and regenerate the\nfield-order/dataframe golden through its sanctioned update mechanism.\n\nCross-effort field-catalog drift outside this sprint stays deferred.",
"is_bot": false,
"headline": "fix(runnable): register r65-r81 sprint Trace fields + regen field-ord…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-24T18:43:33Z",
"body_truncated": true,
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{
"oid": "b36e60f56b15a5e429a6227b87b0773691fbdfec",
"body": "… stamps in the witness state-attribution rungs close the plain-attr .data= input-layout launder into residual (3) (r81)",
"is_bot": false,
"headline": "fix(runnable): buffer-rung parity F2/belt -- session-validated buffer…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T04:08:06Z",
"body_truncated": false,
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{
"oid": "4a9cf4c8cf06d71d74598f865ac225606a37a0f7",
"body": "…entry points + session identity registry with storage-pinned belt at the rung and all buffer-source logging gates + ModuleType cleanup sweep (r81)",
"is_bot": false,
"headline": "fix(runnable): buffer-rung parity F1 -- inventory both _record_write …",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T04:07:36Z",
"body_truncated": false,
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{
"oid": "10975d98e8990f2abf85dadc8b7dff2f3daef20e",
"body": "…tory-driven cleanup catches objects popped mid-forward + current-session object-identity gate in _build_param_fields, closing the layout-twin false-VERIFIED and the same-input wrong-bind) + seed-door bool/out-of-range rejection at all manual_seed sites + empty-name-param save-side canonical-label preflight",
"is_bot": false,
"headline": "Merge r79: close the r78 session-provenance-stamp leak (HIGH -- inven…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T02:54:11Z",
"body_truncated": false,
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{
"oid": "3eeaaa0b3bb003c55f8a0e8ed412c9372f74907d",
"body": "…(r79)\n\nThe r79 session-leak fix threaded trace through _tag_untagged_buffers\n(model_prep.py); the production call site was updated but one existing unit\ntest still called the old single-arg signature:\ntests/test_tl_lifecycle.py::test_tag_untagged_buffers_promotes_prior_label_mid_session\n(TypeError \n[…]\ne_labels) across torchlens/\nand tests/ found NO other stale caller (remaining hits are production call\nsites already updated, or docstring mentions). Full smoke tier: 1884\npassed, 8 skipped, 0 failed.",
"is_bot": false,
"headline": "fix(runnable): update stale callers of r79 trace-threaded signatures …",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T02:42:49Z",
"body_truncated": true,
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{
"oid": "0e3bb8accc3b76a37722cd0c1db981b1d119f256",
"body": "…ors the load door (r79)\n\nself._parameters[''] = nn.Parameter(...) bypasses register_parameter's\nempty-name validation, captured, and SAVED a runnable artifact whose weight\ntensor entry carried label '' -- which tl.load categorically refuses\n(TorchLensIOError: 'Runnable weight tensor entry 0 require\n[…]\ns round-trip VERIFIED; the weightless\nempty-name lane (no weight entries in the manifest; load accepts it today)\nis deliberately unchanged; both empty-name buffer pokes keep refusing at\nsave (pinned).",
"is_bot": false,
"headline": "fix(runnable): empty-name -- save-side canonical-label preflight mirr…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T02:17:48Z",
"body_truncated": true,
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{
"oid": "c290268aff4bf978f36d3822a731d1820901e4e1",
"body": "…path manual_seed site (r79)\n\nThe r77 seed door checked only 'not isinstance(seed, int)', so two values\nstill escaped to raw torch RuntimeError (r78, hon1 + Sol): bool (an int\nsubclass that Generator.manual_seed rejects: 'manual_seed expected a long,\nbut got bool') and an int outside torch's accepte\n[…]\n-range boundaries, keeps 0/None/17 and BOTH exact range\nboundaries verifying, and unit-pins the shared guard against torch's own\nacceptance so the mirrors cannot drift. r77 seed suite unchanged (6/6).",
"is_bot": false,
"headline": "fix(runnable): seed -- reject bool and out-of-range int at every run-…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T02:10:23Z",
"body_truncated": true,
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{
"oid": "bf4881d1f897941ce7853a24f9756a444a2071d7",
"body": "…nt-session identity resolution (r79)\n\nSession cleanup removed provenance stamps by re-traversing the live model\ntree, so a param/buffer popped from _parameters/_buffers mid-forward escaped\ncleanup and its prep stamp survived the session. A later capture accepted\nthe stale stamp (_tensor_has_known_p\n[…]\nizers 83/83; registered-param layout\nreads, honest conv+BN, hon1's non-popped cross-session case, and sequential\ndouble-capture cleanup all pinned green in the new immunizer (11 tests,\n7 RED pre-fix).",
"is_bot": false,
"headline": "fix(runnable): session-leak -- inventory-driven stamp cleanup + curre…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T02:04:17Z",
"body_truncated": true,
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{
"oid": "288e06490606da8eccbafa45f645fffeec5dff56",
"body": "…er provenance root -- require prep-stamped param_address, not bare isinstance) + L1 component-deep typed context_field_invalid + F2 non-tensor-state persistent-buffer universe (capture-time signatures) + seed-typing nit",
"is_bot": false,
"headline": "Merge r77: close the last layout vehicle (F1 fresh/foreign nn.Paramet…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T01:17:08Z",
"body_truncated": false,
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{
"oid": "5e64fb8532400e6cf417f67716a0a482c16d4db8",
"body": "…t>) at the run door (r77)\n\nseed was typed int | None but unchecked: junk reached torch.manual_seed raw\nand escaped as RuntimeError 'manual_seed expected a long' instead of the typed\nprecondition lane. The run door now refuses non-int, non-None seeds with\nRunPreconditionError (context_field_invalid) before any provider work;\ntransactional (global torch RNG bit-identical after the refused call, pinned),\nand seed=0 / seed=None runs keep verifying.",
"is_bot": false,
"headline": "fix(runnable): nit -- typed RunPreconditionError for run(seed=<non-in…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T00:58:53Z",
"body_truncated": false,
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{
"oid": "729c56ad5144c8f41863ee30ca1bb7034cb3addc",
"body": "…on-tensor state (r77)\n\nsnapshot_capture_state returns None by design when any state_dict() value is\nnon-tensor (get_extra_state, packed/quantized entries), and the dead-model leg\nof _add_persistent_buffer_slot_drafts keyed its whole rebuild on that value\nsnapshot with a silent early return: an extr\n[…]\nhe dead save refuses loudly and typed (TorchLensIOError,\nmirroring the include_weights=True lane) -- never silent under-declaration,\nnever a wrong bind. r75 param-identity + weights suites stay green.",
"is_bot": false,
"headline": "fix(runnable): F2 -- dead-model persistent-buffer universe survives n…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T00:55:22Z",
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{
"oid": "d88a1dd9f0a893a13bba3fa8d517db25e76f85a4",
"body": "…path/position components (r77)\n\nThe r75 L1 validator checked only the CONTAINER type: a well-formed sequence\npath/position carrying a nested list/mapping/slice COMPONENT (all unhashable\ndecoded literals) passed tuple(raw) and crashed the first downstream set/dict\nconsumer with a TypeError into the \n[…]\nis-only, typed .run() refusal, no verdict risk)\n-- lane hygiene only. Immunizer RED pre-fix on all six cross-lab-confirmed\ntamper spellings; well-formed artifacts unchanged (r75 envelope suite green).",
"is_bot": false,
"headline": "fix(runnable): L1 -- typed context_field_invalid for unhashable fact …",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T00:44:13Z",
"body_truncated": true,
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{
"oid": "feed34232635ac5f4d6fc5ffa7df29f60961b2f6",
"body": "…r rung of the unattributed-arg check (r77)\n\nA fresh/foreign nn.Parameter satisfied _tensor_has_known_provenance by bare\nisinstance, suppressing the unattributed_tensor_args break marker the r75\nlayout ancestry-integrity rung keys on: a Parameter-wrapped laundering chain\njudged CLEAN, empty input_an\n[…]\n\nr71+r73+r75 suites 59/59; state-rooted reads stay residual (3)). The\n'no graph/source provenance' warning now fires for on-path fresh-Parameter\nconsumption (same marker); save-door refusal unchanged.",
"is_bot": false,
"headline": "fix(runnable): F1 -- require prep-stamped provenance for the Paramete…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-23T00:38:04Z",
"body_truncated": true,
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{
"oid": "15b4bd4aabd32e031b86ba97984c323b52ca2ade",
"body": "…osed + storage-identity rung + transitive, whole class), F2 (capture-time param/buffer identity -- gc-independent honest runnable save), L1 (typed context_field_invalid for malformed envelope path)",
"is_bot": false,
"headline": "Merge r75: close F1 (unlabeled-receiver layout attribution -- fail-cl…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T23:51:33Z",
"body_truncated": false,
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{
"oid": "75731f6ea0038962d5812c3390352a2de5743430",
"body": "…d envelope fact paths (r75)\n\nA foreign artifact with a metadata-envelope path literal-encoded as an int\ncrashed tuple(fact.get('path', ()) or ()) with a TypeError into the generic\nparse catch-all (run_capability_unavailable, stringified traceback) instead\nof the closed-vocabulary context_field_inva\n[…]\niteral-fact path, and an int-encoded structure-fact position all load\nanalysis-only with context_field_invalid and refuse .run() typed;\nuntampered artifacts still verify. Contract updated in lockstep.",
"is_bot": false,
"headline": "fix(runnable): L1 -- typed context_field_invalid refusal for malforme…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T22:02:47Z",
"body_truncated": true,
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{
"oid": "f436bf8d7bbeecf83529b7f74b321cb797f6bb06",
"body": "…dent honest saves (r75)\n\nThe producer resolved parameter-argument identity at SAVE time through live\nreferences (Param._param_ref, released by postprocess -> _source_model_ref ->\nnamed_parameters()); a caller that never held the model plus one gc.collect()\nbetween trace and save killed the chain, l\n[…]\nhe first\ncapture's deferred save; a genuinely-unmatched foreign tensor constant still\nrefuses typed. The r71+r73 two-file combo (the deterministic red gate) is\ngreen 3/3. Contract updated in lockstep.",
"is_bot": false,
"headline": "fix(runnable): F2 -- capture-time param/state identity for gc-indepen…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T21:56:13Z",
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{
"oid": "1766f7cb39f3c85f62ec4b52fa8a274f2dd9bcfb",
"body": "…n with ledger/storage precision rungs (r75)\n\nThe r73 intermediate-layout net fail-OPENED on unlabeled receivers: .data\ndestroys both the capture label and _base, so (x*2).data.is_contiguous(...)\nrecorded nothing (false VERIFIED on a layout twin), and the alias LAUNDERS\nancestry transitively -- (x*2\n[…]\nout-oblivious zero-collateral, non-module hidden-tensor fail-closed\nfloor, save-door refusal pin for direct alias consumption, and a white-box\nstorage-rung precision pin. Contract updated in lockstep.",
"is_bot": false,
"headline": "fix(runnable): F1 -- fail-closed unlabeled-receiver layout attributio…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T21:38:10Z",
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"oid": "c75a835983acaa26fd31a14bca840116570cb474",
"body": "…pe to UNVERIFIABLE (ancestry-precise, zero-collateral); residual (3) is now STATE-side only, input-side CLOSED",
"is_bot": false,
"headline": "Merge r73: close F1 -- ceiling input-derived intermediate-layout esca…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T20:26:33Z",
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{
"oid": "03c5df1e184386803ed52835c417f5c86abb05e7",
"body": "A model branching on an INTERMEDIATE tensor's layout\n((x * 2).is_contiguous(memory_format=channels_last)) reported a false\nVERIFIED when replayed on a runtime input with different strides\n(channels_last twin: same shape+dtype+values): the input contract pins\nshape+dtype+device+strided only, and the \n[…]\nth a NAMED synthetic-fact subset\n(_INPUT_METADATA_SYNTHETIC_FACT_NAMES): accessor parity stays exact,\nand a future synthetic fact still REDs the test until its state-side\ndisposition is made explicit.",
"is_bot": false,
"headline": "fix(runnable): ceiling input-derived intermediate-layout escape (r73 F1)",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T18:39:37Z",
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{
"oid": "dc15bbd4dfa7b4583a227443a22fdb4771c51d5c",
"body": "…v2 per-family obligation/anchor model + parser-derived completeness floor + all-family strip-matrix immunizer (A); uninspectable-__dict__ fail-close (C); slice/composite-literal classifier-first (B); reserved-marker key-codec belt (D); coherent-reauthoring documented as a threat-model scope statement",
"is_bot": false,
"headline": "Merge r71: close the witness-strip class comprehensively -- registry-…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T17:41:55Z",
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{
"oid": "07a94f84139faa786714714a1b4e517b00d31536",
"body": "… no-read pin (r71 A)\n\ntest_r65_unread_bit_records_no_fact is buffer-carrying, so a preceding foreign\nmulti-positional-arg runnable save can corrupt buffer-address resolution (the\ndocumented pre-existing multi-arg bug, base-repro'd on 35ddfca3, out of r71\nscope) and surface as UNSUPPORTED_TENSOR_CON\n[…]\nhe r67\nsuite uses via _heal_capture_state), making the test order-independent -- natural\nalphabetical collection already runs r65 before r71, but this removes the latent\ncross-file fragility entirely.",
"is_bot": false,
"headline": "test(runnable): heal pre-existing buffer-address contamination in r65…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T15:55:50Z",
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{
"oid": "25dbfa7641cc75b4bcc5bc7ab884c44faaedfd08",
"body": "…t-model scope\n\n- Rewrite the r69 A 'Required-witness inventory' section as the r71\n obligation/discharge model (all families incl. the four direct control kinds +\n claim families, per-family anchor table + domain totality, WitnessCoverageGap\n ledger + parser-derived completeness floor, inventory\n[…]\niteralSlice + composite-component policy. Cluster D:\n reserved-namespace r: escaping.\n- AGENTS.md + CLAUDE.md runnable paragraphs updated to stop describing the old\n self-indexed presence guarantee.",
"is_bot": false,
"headline": "docs(runnable): r71 A/B/C/D contract + AGENTS/CLAUDE lockstep + threa…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T15:43:13Z",
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{
"oid": "7eb913fae02cea664b53ff71a3d2d437295389b1",
"body": "free-F1-secondary: encode_mapping_key escaped only its own \\x00tlk: prefix, so a\nreal dict key equal to a reserved input-path sentinel (EMPTY_CONTAINER_PATH_MARKER\n/ BOOL_KEY_PATH_TAG) -- \\x00-prefixed but not \\x00tlk: -- passed through raw and\n_value_at_path interpreted it positionally before mappi\n[…]\nEEN + kind changes still diverge; meta-test that every\n positionally-interpreted sentinel is in the registry and never round-trips raw;\n injectivity/round-trip tests extended with the reserved keys.",
"is_bot": false,
"headline": "fix(runnable): reserved-marker key-collision belt (r71 D)",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T15:37:21Z",
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{
"oid": "20f7f17da6e17e560259944f0c4d0b293eba9da1",
"body": "…t policy (r71 B)\n\nsecA-F1: _encode_slice_component gated only isinstance(int) then int(), so an\nIntEnum / int-subclass slice component laundered into a plain LiteralAtom(INT);\nthe snapshot treated the slice as one opaque leaf and _literal_leaf_equal fell\nthrough to value-only slice.__eq__, so a TYP\n[…]\n semantic-int specimen RED across slice start/stop/step + nested\n edges; secA Mode.FAST E2E pin diverges; ordinary slices GREEN; composite-policy\n coverage + classifier-before-coercion source scans.",
"is_bot": false,
"headline": "fix(runnable): classifier-first slice components + composite-componen…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T15:32:45Z",
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"oid": "d4a2d0ea03b2c8f7c1e350707b09648281f6e55c",
"body": "…state (r71 C)\n\nhon1-F1: instance_state_names trusted a live __dict__ getattr, which executes a\nproperty/descriptor shadow -> attacker-chosen {} -> the declared-schema gate was\nblinded at save AND the symmetric runtime snapshot.\n\n- inspect_instance_state: ONE inert result type (names/complete/reason\n[…]\nripwire forbids live __dict__ getattr in the\n normative module. Immunizer covers every hostile variant RED (hook counters\n zero) + ordinary schemas GREEN + runtime uninspectable twin never verifies.",
"is_bot": false,
"headline": "fix(runnable): fail-closed on uninspectable declared-schema instance …",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T15:24:47Z",
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{
"oid": "6cb67155fa87d176cc26ca7da8a6d9f1e3625db2",
"body": "…or; full r71 mutation matrix (r71 A phase 4)\n\n- The VERIFIED gate (_path_faithfulness) and readiness republish consult ONLY\n the parser-derived completeness floor (derived_witness_completeness over the\n typed gap ledger); run preparation re-asserts summary==floor as an A4 belt;\n a summary-only f\n[…]\naim-family\n matrix), named r70 E2E pins, completeness forgery, verdict monotonicity,\n no-over-trigger GREENs, the floor source-scan tripwire, and the\n coherent-reauthoring threat-model machine pin.",
"is_bot": false,
"headline": "fix(runnable): executor/state consume owner obligations + derived flo…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T15:15:31Z",
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"oid": "0f7c6919b74c55ef5b459714c9314e25a8dc4d96",
"body": "…parser floor/totality (r71 A phases 1-3)\n\nClose the r70 witness-strip class at the contract/producer/parser layers:\n- WITNESS_FAMILY_REGISTRY v2: typed FamilySpec rows for EVERY verdict-steering\n family (4 direct control kinds + 7 shape families) plus the two explicit\n claim-only families (inert_\n[…]\nefuse at save instead of shipping\n UNVERIFIABLE.\n- r70 named repros closed: corr2recover-H1 A/B single+pair+3-way strips,\n free-F1 metadata matched-pair strip -> context_field_invalid analysis-only.",
"is_bot": false,
"headline": "fix(runnable): registry v2 + owner-record obligations + gap ledger + …",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T14:57:43Z",
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{
"oid": "a49738b895df3bca644201ba5eb7e98d65347152",
"body": "…ence proof + descriptor inventory (A), enum/subclass semantic-scalar refuse + canonical mapping-key codec (B+D), all-MRO instance-state enumerator (C), scrub DROP-order fix (E), no-untyped-save-error belt; 2 documented residuals (custom-Mapping hidden-state, plain-vs-numpy-wrapper type-steering)",
"is_bot": false,
"headline": "Merge r69: close r68 input-contract completeness tail -- witness-pres…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T12:41:27Z",
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"oid": "bc54b622b3ced1466484f2a20cd473955d02d481",
"body": "…riteback descriptor over-refusal\n\nGate item 1 (test lockstep): the authoritative SparseRunDescriptor field\ntuple in test_runnable_contract_scaffolding gains required_witness_inventory\n(the intended r69 A schema addition, contract section 4) -- sweep confirmed\nevery other descriptor-field enumeratio\n[…]\nded run\n(_heal_capture_state), the established workaround for the PRE-EXISTING\nmain-branch next-capture buffer-address bug (r68 ledger, reproduced\nbyte-identically on base 35ddfca3; out of r69 scope).",
"is_bot": false,
"headline": "fix(runnable): r69 gate -- authoritative-field lockstep + r15 numpy-w…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T12:23:49Z",
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"oid": "4979b07f79da8e7226e3c16b2d1f58e965b6b78e",
"body": "…/glossary lockstep + the two documented residuals (r69)\n\nBelt: one parametrized input-boundary runnable-save sweep ({str, bytes, str\nsubclass, complex, Decimal, enum, stock NumPy scalar, object} x {top-level,\nnested mapping value, nested dataclass field, nested tuple element}) -- every\ncell either \n[…]\nalar, semantic-typed scalar,\n canonical mapping-key token, required-witness inventory.\nAGENTS.md/CLAUDE.md frozen runnable summaries required no correction (no\nstatement contradicts the r69 posture).",
"is_bot": false,
"headline": "fix(runnable): cross-cutting -- no-untyped-save-error belt + contract…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T10:18:20Z",
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"oid": "1cc7461bc18b3ea53aa180d72c769295f76b2e76",
"body": "…rializer (r69 E)\n\nhon1-F5 root cause: _scrub_field ran the Trace raw_input/raw_output special\ncase BEFORE the effective-policy DROP check, so the sparse-runnable effective\npolicy's DROP of both raw fields was bypassed and the generic small-value\npolicy retained a nested tensor inside the value-free\n[…]\nspecial case still runs);\nthe sparse-core payload assertion stays the untouched final tripwire (the\ngenuine-stray tensor/BlobRef negatives in test_tlspec_runnable_param_\nconditional.py still fire it).",
"is_bot": false,
"headline": "fix(runnable): E -- effective DROP wins before the Trace raw-value se…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T10:09:56Z",
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"oid": "3c1cd7d426d5e7a44337ba126367c2026fe019d2",
"body": "…ce proof + bidirectional literal cross-anchor (r69 A)\n\nCloses the r68 witness-family stripping class (secA-F1/free-F1: validating\nonly SURVIVING facts let a stripped family restore weaker semantics and\nfalse-VERIFY a kind/class-swapped input).\n\nONE closed WITNESS_FAMILY_REGISTRY (torchlens/runnable\n[…]\n/inventory mutations + locked staging semantics, positive\nmatrix (tensor-only/scalar/empty-root/mixed-kwargs/no-reads/read-gated), and\nthe producer-emission meta-test (emitter count == registry size).",
"is_bot": false,
"headline": "fix(runnable): A -- RequiredWitnessInventory descriptor-native presen…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T10:06:55Z",
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"oid": "f0401893eb741a54b582a408d62296e8b47cc8a5",
"body": "…pping-key authority (r69 B+D)\n\nONE closed classify_scalar lattice in _input_walk.py (enum FIRST, exact\nbuiltin atoms, programmatic stock-numpy transparent wrapper set with exact\n.item() admission, builtin/np-scalar subclasses semantic, else opaque),\nconsumed by every scalar choke point: snapshot le\n[…]\n>run structural law, NaN bit/injectivity property tests,\nduplicate-token refusal, and source meta-tests (classifier at every choke\npoint, no decoded-value binding lane, no broad np.generic admission).",
"is_bot": false,
"headline": "fix(runnable): B+D -- one scalar type-class classifier + canonical ma…",
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"committed_at": "2026-07-22T09:45:19Z",
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"oid": "bd6ff991326bdf067e92f9d5fe485c6b4a911be1",
"body": "… counts regardless of value (r69 C)\n\nOne instance_state_names() enumerator (every __dict__ key + every SET slot\nacross type(value).__mro__: string-__slots__ normalized, __dict__/__weakref__\nskipped, private names mangled against the declaring class, only genuine\nmember descriptors read directly -- \n[…]\nence subclass exemption (documented custom-Mapping residual)\nunchanged. Immunizer: MRO/storage matrix, falsey-presence matrix, E2E refusal\n+ bind-side divergence pins, clean-lane no-over-trigger pins.",
"is_bot": false,
"headline": "fix(runnable): C -- inert all-MRO instance-state enumerator, presence…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T09:31:12Z",
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{
"oid": "35ddfca3676e028bc1129d484cb718863d2dcfea",
"body": "…or table + return closure (C1), storage-accessor disposition + actual-read gating (C3+C6), _version always-refuse + oracle-1 parity (C4), neutral defensive materialization (C5), input-boundary snapshot spine + key codec + registered containers (C2), plus C2 over-trigger relaxations (numpy-scalar literal, custom-mapping input)",
"is_bot": false,
"headline": "Merge r67: close r66 completeness long-tail -- receiver-class generat…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T08:11:29Z",
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{
"oid": "cc9fae36fed2e76b8435269d465e4eab6b6dd9fb",
"body": "…m-mapping input; conform opaque-key test (r67)\n\nHeavy-gate fixes on the combined r67 tree (3 C2 tests, all pass on base):\n\n- CODE: leaf/tensor snapshot nodes no longer carry the exact-type witness --\n scalar value-literal semantics belong to the literal-witness VALUE contract\n (numeric equality a\n[…]\nmapping_key), strictly\n stronger than the superseded save-then-UNVERIFIABLE downgrade lane.\n- Forgery pins extended: type-on-leaf/tensor node facts and missing\n container-type facts refuse at parse.",
"is_bot": false,
"headline": "fix(runnable): relax C2 over-triggers -- numpy-scalar literal + custo…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T07:53:49Z",
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{
"oid": "e2fcd3127766171076072c5d016a5ca587c01012",
"body": "…for combined gate",
"is_bot": false,
"headline": "Merge r67 RNG/C1 (receiver-class generator table) into coupled C2-C6 …",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T06:04:55Z",
"body_truncated": false,
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"oid": "51ee72412464c37a84e30753d7394eae3640ddcd",
"body": "…ucture facts, one key codec, registered support (r67 C2)\n\nr66 C2 root: the structure witness recorded ROOT kind only and walkers disagreed\non vocabulary, so nested kinds, exact classes, empty-dataclass arity, grammar\nmapping keys, hidden instance state, and registered containers could be lost or\ntr\n[…]\ning a\n multi-positional-arg runnable artifact breaks buffer-address resolution for\n the NEXT capture until a loaded run heals it); documented in the r67 report\n for the r68 ledger, out of C2 scope.",
"is_bot": false,
"headline": "fix(runnable): complete input-boundary snapshot spine -- per-node str…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T06:02:56Z",
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"oid": "aa3ae6834db6614ae4544848004757ab5c98842f",
"body": "… narrow helper for all defensive clone phases (r67 C5)\n\ncorr1-2: input/state clones, transfers, and fallback allocations inherited the\nCALLER's ambient inference/no-grad state (they run before recorded execution\ncontexts are entered), so .run() inside torch.inference_mode() minted\ninference-mode cl\n[…]\nity + input requires_grad mirror preservation pins.\n- Contract: neutral pre-forward defensive materialization defined separately\n from recorded execution contexts, with the exact-restoration promise.",
"is_bot": false,
"headline": "fix(runnable): neutral pre-execution defensive materialization -- one…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T05:32:27Z",
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"oid": "efecb342c3d00ac4a0f84a07ee88339757ee79fb",
"body": "…gating + observed-value placement (r67 C3+C6)\n\ncorr1-4/free-F4/free-F5/r66b-R3: handle acquisition stamped storage_nbytes\nwithout an accessor call (false refusal on discarded larger-base handles),\nequivalent reads through UntypedStorage/TypedStorage handles were unwitnessed\n(false VERIFIED on stora\n[…]\nead\n pairs, observed-read property, identity restoration, tied-alias pin,\n non-leaf-grad matrix, hostile-subclass admission (state+input), r66b R3\n named regression; contract rewritten in lockstep.",
"is_bot": false,
"headline": "fix(runnable): atomic storage-accessor dispositions with actual-read …",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T05:24:07Z",
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{
"oid": "e6768031da50078b85274ff303076dee0ae4e464",
"body": null,
"is_bot": false,
"headline": "fix(rng): receiver-class generator table + return-value closure (r67 C1)",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T04:53:19Z",
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"oid": "a429993d6ef144e72d53c6ca4fc3aed6feadc134",
"body": "…-policy table (r67 C4)\n\nhon1-F3: version_is_zero described a TorchLens-engineered staging clone, not\nOracle 1 -- default load_state_dict(strict=True, assign=False) copy increments\nconstructor-owned counters (0->1 plain slots, 1->2 initialized modules), so a\ncaptured _version==0 branch saved+VERIFIE\n[…]\ntion; no static scalar without a probe recipe; policy\n table closed+total; both-histories _version refusal pins.\n- Contract: four dispositions defined; every version-zero staging guarantee\n deleted.",
"is_bot": false,
"headline": "fix(runnable): _version is refuse-on-any-read under the closed oracle…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T04:42:13Z",
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{
"oid": "3891e77d3515e1f4285c5b00b9478794e54d2f9c",
"body": "…t parity + walker unification + torch-RNG registry (r64 findings)\n\nIncludes the is_shared device-awareness regap fix (staged CUDA slots are is_shared=True).",
"is_bot": false,
"headline": "Merge r65: comprehensive witness/monitor completeness -- state<->inpu…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T03:15:48Z",
"body_truncated": false,
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{
"oid": "ab9e3e779bb300050a41858f504b973cf4ab9814",
"body": "…ts are is_shared=True (r65 X regap)",
"is_bot": false,
"headline": "fix(runnable): device-aware is_shared canonicality -- staged CUDA slo…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-22T01:21:59Z",
"body_truncated": false,
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{
"oid": "e6031fbfd2c54df7de31ec2d4be0fd92fd86fb80",
"body": "…ing version-0 guarantee",
"is_bot": false,
"headline": "Merge r65 lane X (state): state<->input metadata mirror parity + stag…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-21T23:32:22Z",
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},
{
"oid": "f921557273c833c03a08431646082fa0eb2399f6",
"body": "…pleteness",
"is_bot": false,
"headline": "Merge r65 lane Z (rng): monitor torch global RNG APIs -- registry com…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-21T23:32:21Z",
"body_truncated": false,
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{
"oid": "cd19960e0c0fbfe931a49f5b87305dc676fe3074",
"body": "…tch across three walkers",
"is_bot": false,
"headline": "Merge r65 lane Y (walk): single-source input-boundary container dispa…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-21T23:32:14Z",
"body_truncated": false,
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{
"oid": "ffd4e33504a027dd46151a809f889c93540560ef",
"body": "…-0 guarantee for inference-source clones\n\nCompletes the r65 state-metadata mirror (mechanism at b55c1ff3):\n\n- tests/test_tlspec_runnable_r65_state_metadata_parity.py: T-X1 set identity\n (mirror keys == input-constant union == 20-name io fact vocabulary), T-X2\n chain completeness (every read kind \n[…]\nals (3-state-twin) and (4) identity-aliasing\n documented; declared-fact witnesses supersede the r63 'no recorded metadata\n fact' sentence as a v2 vocabulary extension (no schema bump, no new codes).",
"is_bot": false,
"headline": "fix(runnable): r65 cluster X parity tests + contract; staging version…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-21T20:06:24Z",
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{
"oid": "b55c1ff36d266c7c1db878a25f14d8b43e0dc848",
"body": "… + CONTRACT PENDING\n\nMirror-table state-metadata witness net (INPUT_METADATA_ACCESSOR_SPECS driving the wrappers)\n+ storage_nbytes_is_tight and placement/autograd signature dims + internal_scalar_read()\nmarkers on TorchLens's own per-op requires_grad reads (so the new property observer never\nmistak\n[…]\n TESTS (T-X1/T-X2 + behavioral\npins) and the contract state-metadata section are NOT YET WRITTEN -- agent stalled before them.\nWIP so the mechanism is recoverable; resume adds tests + contract on top.",
"is_bot": false,
"headline": "wip(runnable): r65 cluster X state-metadata mirror mechanism -- TESTS…",
"author_name": "JohnMark Taylor",
"author_login": "johnmarktaylor91",
"committed_at": "2026-07-21T19:49:51Z",
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