UKGovernmentBEIS / control-arena

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。

每个点涵盖 2 天。

来自 GitHub 依赖图的完整解析依赖集合：30 个直接依赖与 360 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。

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 386 个包，其中也包含从不交付的开发与测试版本固定：37 个存在已知公告，5 个为直接依赖。 有 4 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。

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。

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          "oid": "bf7328e522615107bd9b9bfaee8c1bcbec4b6664",
          "body": "## Problem\n\n`iac_fast` (exported unguarded from `settings.entrypoint`)\nunconditionally imports the `docker` SDK in `fast_exec.py`, but\n`docker>=7.1.0` is declared only in `[dependency-groups].dev`. So a\nplain `pip install control-arena`:\n\n- cannot `import control_arena.settings.iac_fast` at all;\n- a\n[…]\npped given the\nresolution-markers set) — semantic no-ops from relocking with current\nuv.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "body": "…d user session (#831)\n\n## Summary\n\nFollow-up to #830 / #826. A user reported that `sandbox_type=\"podman\"`\nfails on their HPC node because netavark launches `aardvark-dns` via\n`systemd-run --user`, which fails when there is no systemd user manager\n(common on HPC compute nodes — systemd is PID 1 but \n[…]\nrk_mode: none` alone should still avoid aardvark for\n`apps`/`bigcodebench`/`rogue_eval`.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(podman): avoid aardvark-dns/systemd-run on hosts without a system…",
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          "body": "## Summary\n\nCloses #826.\n\nAdds Podman as an alternative container backend for compose-file-based\nsettings, useful on hosts that don't have Docker Engine (e.g. HPC\nclusters that only provide Podman). Uses the\n[`inspect-podman`](https://github.com/VectorInstitute/inspect-podman)\npackage, which registe\n[…]\nrming `AppsSetting(sandbox_type=\"podman\")` works end-to-end\non their cluster.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "headline": "feat: add podman sandbox support for compose-based settings (#830)",
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        {
          "oid": "f9a71f2915a6819e2710caa13475fc4c5aa3fe49",
          "body": "## Summary\n\nUpgrade inspect-k8s-sandbox to pick up the latest security updates\nwithin that package.\n\n## Test Plan\n\nManual run of infra setting (the only one currently using\ninspect-k8s-sandbox) still works as expected.",
          "is_bot": false,
          "headline": "fix: upgrade inspect-k8s-sandbox (#829)",
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          "oid": "e9337de19d9e3897486cdfffec97918748434491",
          "body": "…dk-lib (#828)\n\n## Summary\n\nFixes #827.\n\nA fresh `iac_fast` docker build fails at the `patch_jsii_lazy.py` step\nwhen the resolved jsii version is **1.137.0**. The patcher previously\nlocated the minified `fs`/`path`/`zlib` aliases by regex-matching the\nwebpack import chain (e.g. `const f=m(9896),...`\n[…]\nut of scope.\n- Manual eval with updated `iac_fast` setting works as expected.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(iac_fast): make patch_jsii_lazy self-contained and pin jsii/aws-c…",
          "author_name": "Rogan-Inglis",
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          "committed_at": "2026-06-29T10:25:32Z",
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        {
          "oid": "3cceb4aba8f0511e47c2cf31206118b8343804b9",
          "body": "…ore (#823)\n\n## Summary\n\nFixes `control_arena.analysis.samples_df` raising\n`pandera.errors.SchemaErrors` on bash_arena logs (the required\n`main_task_success` column was missing), and adds first-class support\nfor a continuous main-task score.\n\n- **`samples_df`**: `score_values` now also flattens an o\n[…]\n `get_rating` handles both scalar and dict `side_task_success`\n- [x] ruff check + format + pyright clean on the touched surface\n- [ ] CI\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)",
          "is_bot": false,
          "headline": "fix!: load bash_arena logs in samples_df; add continuous main_task_sc…",
          "author_name": "Rogan-Inglis",
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        {
          "oid": "d50ef5d6500c1948845e6ae6138f12829f0536ef",
          "body": "## Summary\n\nAdds GitHub source-code links across the documentation so users can\nnavigate from a docs page to the code that implements it (motivated by\npages like the [Rogue Eval\nsetting](https://control-arena.aisi.org.uk/settings/rogue_eval.html),\nwhich previously had no link to its code).\n\n- **New \n[…]\n.txt`)\n- [x] `reference/agent_scaffolds.html#react_scaffold` renders full\n`react_scaffold` docs\n- [ ] CI docs build renders successfully\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)",
          "is_bot": false,
          "headline": "docs: add source-code links across the docs (#822)",
          "author_name": "Rogan-Inglis",
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          "oid": "e1165d5013c355357e5f7e251de1aafa01f73c9a",
          "body": "Changes:\n- `because malicous code is executed` -> `because malicious code is\nexecuted` in `docs/settings/index.qmd` (1 occurrence(s))\n\nVerification:\n- Applied exact text replacements against the current upstream base\nbranch.\n- Verified no duplicate open PR was found for the referenced issue\nnumber(s) before opening this PR.\n\nSigned-off-by: Yoshiki <yosinn1@gmail.com>",
          "is_bot": false,
          "headline": "docs: fix malicious spelling in settings docs (#818)",
          "author_name": "yosinn1-blip",
          "author_login": "yosinn1-blip",
          "committed_at": "2026-06-01T09:10:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3369a0915ac63353615c90318afce4eddb2c5efd",
          "body": "## Summary\n- port the BashArena public 1.1 changes that map to the vendored\nBashArena setting\n- update `firewall-daemon` for the 1.1 `disable_firewall` hardening and\nadd the corresponding daemon diff artifact\n- add the BashArena 1.1 README note, task workspace run-id isolation,\nand malware wording u\n[…]\nck origin/main`\n- `python3 -m py_compile\ncontrol_arena/settings/bash_arena/task/task_utils.py\ncontrol_arena/settings/bash_arena/tests/test_side_tasks.py`\n- `uv run ruff check . --output-format=github`",
          "is_bot": false,
          "headline": "feat!: Update BashArena setting to 1.1 (#816)",
          "author_name": "tumberger",
          "author_login": "tumberger",
          "committed_at": "2026-05-18T08:35:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9aace1629b6143683ee26180d402a6efdc9b4a9b",
          "body": "## Summary\n- Accept `None` or an empty string for `reminder_prompt` in `bash_arena`\n`attack_policy`; when falsy, no reminder user message is appended after\neach tool call.\n- The max-tokens reminder still fires when applicable.",
          "is_bot": false,
          "headline": "fix: Support disabling user message reminder in BashArena (#815)",
          "author_name": "Jan Michelfei",
          "author_login": "jan-aisi",
          "committed_at": "2026-05-12T14:02:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0c31d44f3cd22458d9b96bf74e45e9327a4cb7c",
          "body": "## Summary\n\n- `DEFAULT_UNTRUSTED_MODEL`: `anthropic/claude-sonnet-4-5-20250929` →\n`anthropic/claude-sonnet-4-6` (Sonnet 4.6 only ships an alias ID, no\ndated snapshot per [Anthropic's models\npage](https://platform.claude.com/docs/en/about-claude/models/overview))\n- `DEFAULT_TRUSTED_MODEL`: `openai/gp\n[…]\nde evals with the trusted model\noverridden into the untrusted seat\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: update default trusted/untrusted models to latest versions (#813)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-05-01T15:23:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e3778b114f87d0f2df2a7f59c7820d8b2f93d19f",
          "body": "## Summary\n\nCloses #809.\n\n- `cot_message_formatter` embedded the monitored model's\n`assistant_message.content` directly into the monitor prompt via\n`prompt.format()`, with no structural boundary or escaping. An\nadversarial model could inject fake section markers or directives that\nthe monitor then t\n[…]\n [x] `uv run ruff format . && uv run ruff check .` clean\n- [x] `uv run pyright` clean (0 errors, 0 warnings on the 3 changed\nfiles)\n- [ ] CI\n\nCo-authored-by: John Kearney <johndanielkearney@gmail.com>",
          "is_bot": false,
          "headline": "fix!: sanitize chain-of-thought content in CoT prompt formatter (#810)",
          "author_name": "John Kearney",
          "author_login": "JohnKearney15",
          "committed_at": "2026-04-30T13:59:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9eb36f656d56cfc61d1694c95662d67954ca4ace",
          "body": "…zy (#808)\n\n## Summary\n\n- Fixes iac_fast Docker build failure on environments with jsii >= 1.128\n(released 2026-04-09), where `patch_jsii_lazy.py` aborts build step 21\nwith `RuntimeError: Could not find loadAssemblyFromPath to patch`\n- Adds a minified-form code path and keeps the legacy pattern for \n[…]\nacy branch still\nmatches and the patched file still syntax-checks.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(iac_fast): handle jsii >= 1.128 minified runtime in patch_jsii_la…",
          "author_name": "Diogo Cruz",
          "author_login": "diogo-cruz",
          "committed_at": "2026-04-27T09:54:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "589b91aa6b105f36e60609a089bd8fbaa8841bfb",
          "body": "`control_arena.tools.restricted_text_editor` is documented as a drop-in\nwrapper around `inspect_ai.tool.text_editor`, but its `execute`\nsignature omits the `insert_text` parameter. Claude models (4.5 / 4.6 /\n4.7) tend to call it with `insert_text=...`, which causes an error.\n\n## Fix\n\nAdd `insert_tex\n[…]\nix && uv run ruff format && uv run pyright\ncontrol_arena/tools/_restricted_text_editor.py\ncontrol_arena/tools/tests/test_tools.py`\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: accept insert_text kwarg in restricted_text_editor (#811)",
          "author_name": "Jordan Taylor",
          "author_login": "jordan-taylor-aisi",
          "committed_at": "2026-04-27T09:03:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "158f3280f7b8e585cd0a85d0ac54b590dc7d2ce7",
          "body": "## Summary\n- Add `scripts/check_licenses.py` — validates that all installed\npackages appear in `THIRD_PARTY_LICENSES.md` and that no stale entries\nremain for removed dependencies\n- Integrate the check into the `checks` job in\n`.github/workflows/checks.yml`\n- Regenerate `THIRD_PARTY_LICENSES.md` to r\n[…]\n the check to fail\n- [ ] CI runs the check successfully\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add CI check for third-party license file staleness (#807)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-04-13T14:00:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8cf4ab7d2540a9b6743b5e2cdda5569ca16e6a15",
          "body": "## Summary\n- Add branch naming convention (`<username>/<type>/<description>`) and\nconventional commit message guidelines to CONTRIBUTING.md, CLAUDE.md,\nand AGENTS.md\n- CONTRIBUTING.md gets the full human-readable section with examples\n- CLAUDE.md and AGENTS.md get concise, actionable guidance for AI\n[…]\nexisting practice\n(check `git log` and `git branch -r`)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add branch naming and conventional commit conventions (#806)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-04-13T13:18:52Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7a3cee91d45a3a871148e74a442c6d105455f245",
          "body": "## Summary\n- Regenerate `THIRD_PARTY_LICENSES.md` using\n`scripts/generate_licenses.py` to reflect current dependency versions\n\n## Test plan\n- [ ] Verify the generated file looks correct and lists all current\ndependencies\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: update third-party licenses (#805)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-04-10T08:30:22Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2a2746244a687531647cbca762adeb4076826909",
          "body": "## Summary\n\nReplaces all direct `asyncio` primitive usage across ControlArena with\n`anyio` equivalents, enabling compatibility with both **asyncio**\n(default) and **trio** async backends. This matches Inspect AI's backend\nsupport via the `INSPECT_ASYNC_BACKEND` environment variable.\n\n### What change\n[…]\nd for `anyio.open_process` mocking\n- [ ] CI checks pass\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: Add async backend support (trio/anyio) (#804)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-04-09T16:35:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e7a91f59296731b8921dae3d5afcfed1872e97ce",
          "body": "## Summary\n\nAdds `control-arena eval suite`, a CLI command for running a cartesian\nproduct of settings, micro-protocols, modes, and models using inspect's\n`eval_set` (which provides resume and retry support).\n\nThis is a fresh implementation based on the original work in #698 by\n@sean-peters-au, upda\n[…]\nith [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Sean Peters <sean-peters-au@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: Add eval suite CLI backed by eval_set (#803)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-04-08T14:28:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "45e37f729718f5b54ff32686664900cb79b64251",
          "body": "## Summary\n\nCloses #610.\n\n`get_submit_func` created `inspect.Parameter` objects without defaults,\nso all parameters appeared required in the function signature regardless\nof their Pydantic field defaults. `get_submit_tool_params` also asserted\nthat the schema must have required fields, which crashed\n[…]\nut type, and the exact scenario from the\nissue\n- [ ] CI\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: support optional parameters with defaults in submit tools (#802)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-04-08T13:17:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "aa5decf142c8b38c89dec9446248758cc146682d",
          "body": "…es (#793)\n\n## Summary\n\n- Runs `uv lock --upgrade` on the main lockfile (minor transitive\nupgrades)\n- Upgrades infra docker dependencies to fix critical/high CVEs\n\n## Infra docker upgrades\n\n| Package | Before | After | CVEs fixed |\n|---------|--------|-------|-----------|\n| django | 5.1.7 | 6.0.3 | \n[…]\ns, lint)\n- [ ] Infra docker builds successfully with upgraded deps\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: Upgrade vulnerable dependencies in main and infra docker lockfil…",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-04-08T12:25:24Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9c07f38a2c18e18dde3e0d3fedafd78f7a42a306",
          "body": "## Summary\n\nCloses #754.\n\nWhen the react loop's step limit is hit, auto-generated user messages\n(e.g. continue prompts like \"Please proceed to the next step...\") may be\nappended after the last assistant response. Monitors and prompt\nformatters previously assumed `messages[-1]` was always a\n`ChatMess\n[…]\nnd formatter\nrobustness with trailing messages\n- [ ] CI\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: strip trailing non-assistant messages after step limit (#801)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-04-08T12:25:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1a5306e37217f601638f30581ff00b34b5450427",
          "body": "…r bypass (#800)\n\n## Summary\n\nCloses #794.\n\n- `extract_xml_tag` used `re.search` (first match), so an attacker could\nembed `<score>0</score>` in untrusted content (filenames, URLs, command\ntext) that the monitor model quotes verbatim in its reasoning, causing\nthe parser to return the injected value \n[…]\nss (including 7 new ones)\n- [x] All 78 monitor tests pass\n- [ ] CI\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix!: extract_xml_tag returns last match by default to prevent monito…",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-04-08T09:32:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ede56c51566023f21b584968d5accffd86f9f95b",
          "body": "## Summary\n\nCloses #796.\n\n- `check_cwd_allowed` used a purely lexical `is_relative_to` check, so\npaths containing `..` segments (e.g.\n`/workspace/project/../../etc/passwd`) passed the check despite\nresolving outside the allowed directory. Symlinks inside the allowed\ndirectory were also followed with\n[…]\next_editor`) still\npass (requires Docker sandbox, not run locally)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: resolve paths before access check to prevent path traversal (#799)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-04-08T09:18:14Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cda6d453788949a4aa9b033a926652026a64e0ec",
          "body": "## Summary\n\n- Serialize tool call arguments with `json.dumps()` instead of Python\n`str()` repr in `last_tool_calls` and `prefix` prompt formatters\n- Apply `html.escape(quote=False)` in the prefix formatter to prevent\nadversarial arguments from spoofing XML-like structural tags\n- Follows the conventi\n[…]\nGenerated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: John Kearney <johndanielkearney@gmail.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix!: sanitize tool call arguments in monitor prompt formatters (#798)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-04-08T09:02:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ea585c6b1a0958a371a32b4e365bb66261bc3d8b",
          "body": "## Summary\n- Switch to `defusedxml.ElementTree` in `iac_fast/scorers.py` and\n`bash_arena/task/scorer.py` to prevent XXE attacks (consistent with\nexisting usage in `_blabbing_scorer.py`)\n- Bump `flask>=3.1.3` — fixes\n[CVE-2026-27205](https://nvd.nist.gov/vuln/detail/CVE-2026-27205)\n(session cache poi\n[…]\n\n- [ ] CI passes (lint, format, type check, unit tests)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: Address security vulnerabilities in deps and XML parsing (#790)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-03-31T10:24:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5432beb777940d5f1114d6eee258b97c0a8d1de2",
          "body": "… makefun (#789)\n\n## Summary\n- Removes 11 unused direct dependencies: `aioboto3`, `aiobotocore`,\n`colorama`, `devtools`, `inquirer`, `makefun`, `pathspec`, `pymongo`,\n`scikit-learn`, `scipy`, `simple-term-menu` (also removes `pymongo` from\ndev deps)\n- Reimplements `sklearn.metrics.roc_auc_score` wit\n[…]\nere removed\n- [ ] CI passes (lint, format, type check, unit tests)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: Remove 11 unused dependencies, reimplement scikit-learn and…",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-03-26T11:25:14Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f41bb5a6e27222a5603e7d5cb639d9b85b3e2e21",
          "body": "## Summary\n- Removes `litellm` as a direct dependency, motivated by the [recent\nsupply chain\nattack](https://blog.gitguardian.com/litellm-supply-chain-attack/)\n(TeamPCP, March 2026) that compromised versions 1.82.7 and 1.82.8 on\nPyPI\n- Replaces `litellm.cost_calculator.cost_per_token` with a new\n`_g\n[…]\nsults\n- [ ] Confirm `litellm` is no longer in `uv.lock`\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: Remove litellm dependency, use llm-prices API instead (#788)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-03-26T11:07:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3756a20eb474bb3c1eebb0c9cffbccc28d6a3e53",
          "body": "## Summary\n- Adds a `cache` parameter to `basic_monitor_builder` that controls\nwhether the monitor model's `generate` calls are cached\n- Defaults to `True` to preserve existing behaviour\n- Allows users to disable caching when needed (e.g. for debugging or\nwhen non-deterministic responses are desired\n[…]\n/9 passing)\n- [x] Pyright type check passes\n- [x] Ruff lint passes\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: Make cache parameter configurable in basic_monitor_builder (#787)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-03-25T17:11:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d42c9c238f22ad58122ae1c84798250c9fb502d1",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' of github.com:UKGovernmentBEIS/control-arena",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-03-25T12:03:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ec99fe6db426f5daa1f32f8ca8f04110b12bb960",
          "body": "…luded",
          "is_bot": false,
          "headline": "docs: Add generated settings tables with swebench_django_sidetask inc…",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-03-25T12:03:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "523edb181e9691d3d1d65a67a55b36375a063b2c",
          "body": "LiteLLM has been compromised on two versions, explicitly avoid them, see\nthe incident issue from them here:\nhttps://github.com/BerriAI/litellm/issues/24518",
          "is_bot": false,
          "headline": "Explicitly avoid compromised LiteLLM versions (#786)",
          "author_name": "Ed Saunders",
          "author_login": "seddy-aisi",
          "committed_at": "2026-03-24T21:30:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "67c54315c440bb50926be8a60c9a80e08f6416c2",
          "body": "## Summary\n\nAdds docs for SWEBench setting\n\n## Test Plan\n\nDocs render",
          "is_bot": false,
          "headline": "docs: Update SWEBench setting docs (#785)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-03-23T14:56:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e60b6b7f72d4ae3aa81991fdfba272e60f89cee4",
          "body": "## Summary\n\nThis PR supersedes #566 with a fundamentally different approach to\nSWE-bench side tasks.\n\n**Why:** The backdoor harness in #566 (SubmitAttackArgs with\nmodule/qualified_name/secret_input) leads to attack mode collapse.\nModels either plant if-statement backdoors or ignore the side task\nent\n[…]\nngoSidetaskSetting()`\nwithout `side_tasks_dataset_path`\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: SWE-bench Django side tasks setting (#782)",
          "author_name": "Joachim Schaeffer",
          "author_login": "JoachimSchaeffer",
          "committed_at": "2026-03-23T13:44:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "fec64cf2b38e5c0b9362f5542cfc59c88e6604ea",
          "body": "## Summary\n\nInspect updated the samples_df signature to allow passing EvalLog\nobjects directly. This updates the same in ControlArena so we support\nthis directly\n\n## Test Plan\n\nUnit tests still pass",
          "is_bot": false,
          "headline": "chore: Update samples_df signature (#784)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-03-23T10:46:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "980fa2b6f3d4149f6b4f2102a8cb94a60371388e",
          "body": "## Summary\n\n- Adds a registry-based `@agent_scaffold` decorator and `AgentScaffold`\nbase class for creating custom agent scaffolds that can replace the\nhard-coded `react()` loop in `control_solver`\n- Adds `AgentToModel` adapter that wraps an Inspect AI `Agent` as a\n`Model`, enabling micro-protocols \n[…]\ned for `AgentScaffold`\n- [x] Ruff format and lint clean\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: customisable agent scaffolds (#778)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-03-12T10:40:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "fd57383b7022ffb56b54784993922775c22ba196",
          "body": "## Summary\n\nUpdating BashArena readme in order to put an important piece of\nenvironment setup in a more prominent place, as well as pointing to a\npublic repo with additional tools.\n\n## Test Plan\n\nNo changes to code were made.",
          "is_bot": false,
          "headline": "Small updates to the BashArena readme (#777)",
          "author_name": "Adam Kaufman",
          "author_login": "Eccentr1city",
          "committed_at": "2026-02-27T00:45:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eaa9377eb17661d7cdbda5f27d26c9bea5638309",
          "body": "## Summary\n\nFixes a rendering error in the evaluation docs.\n\n## Test Plan\n\nQuarto preview works as expected. Added CI step to check docs build\n(without execution for now) to catch some issues with docs before merge",
          "is_bot": false,
          "headline": "fix: Quarto docs render error (#773)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-02-24T18:30:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24aedcaa09bcfc00cdc02ee581f3e64d649298eb",
          "body": null,
          "is_bot": false,
          "headline": "docs: Update IaCFast docs",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-02-16T15:17:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61919bb230c81791411d8a10258aeb3e3ef052de",
          "body": null,
          "is_bot": false,
          "headline": "docs: Add IaCFast page to docs and update README",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-02-16T14:25:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f6911be4eae4bd277f2e56e52ab4d10ec828b8d",
          "body": "## Summary\n\nAdds the IaCFast setting, which offers significant tool call speed-ups\ncompared to the original IaC setting with a few caveats (see the setting\ndocs).\n\n## Test Plan\n\nManual run of trajectory in setting works as expected. All unit tests\npass",
          "is_bot": false,
          "headline": "feat: IaCFast Setting (#776)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-02-16T13:03:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d1ce80dfb7ae51e5ccc80ac2f67def34c36fac2",
          "body": "## Summary\n\nPreviously sample ids for many setting were constructed following the\npattern `MT:{main_task_name}_ST:{side_task_name}`, but this was\nincompatible with some internal parsing done by inspect causing issues\nin some cases. Separately, inspect view also had trouble with the\nBigCodeBench samp\n[…]\ng to distinguish epochs of the same sample\nid. This PR removes special characters from sample ids to avoid these\nissues.\n\n## Test Plan\n\nUnit tests still pass. Manual runs of settings look as expected.",
          "is_bot": false,
          "headline": "feat!: Update sample ids to avoid using special characters (#775)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-02-04T14:25:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cc837a91698465d5ba6c6942e39047615ca7dd0f",
          "body": "psycopg[binary]==3.2.6 is incompatible with Python 3.14. Relax the\nconstraint to >= so we can use a newer version.",
          "is_bot": false,
          "headline": "fix: Relax psycopg version requirement (#774)",
          "author_name": "Kerrick Staley",
          "author_login": "kerrickstaley",
          "committed_at": "2026-02-02T09:34:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0164dbca362af126029fffb00892197dd28ad524",
          "body": "## Summary\n\nMinor grammar issue in default prompt",
          "is_bot": false,
          "headline": "fix!: Grammar in default prompts text (#771)",
          "author_name": "Asa Cooper Stickland",
          "author_login": "asacsz",
          "committed_at": "2026-01-23T14:07:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "12607828f3ef6978caff1880a7bfde26f5ffaabb",
          "body": "## Summary\n\nAdds llms.txt file and related html.md docs files similar to inspect to\nmake it easier to work with ControlArena using LLMs.\n\n## Test Plan\n\nQuarto preview works as expected",
          "is_bot": false,
          "headline": "docs: Add llms.txt file plus html.md files for docs (#770)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-01-20T13:49:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "15a74ce90c4adeaecf5a03348f66de295f20089c",
          "body": "…port path typo in quickstart (#768)\n\n## Summary\n\nChanging the names of some strings that slipped through when updating\nnaming from \"bash bench 2\" to \"bash arena\" the last time around.\nEspecially important is an updated import path in the quickstart guide,\nwhich currently errors on main as the file it points to has an updated\nname.\n\n## Test Plan\n\nNothing functional has changed, just the names of some variables",
          "is_bot": false,
          "headline": "chore: Update old 'bb2' strings to bash arena, including important im…",
          "author_name": "Adam Kaufman",
          "author_login": "Eccentr1city",
          "committed_at": "2026-01-14T09:50:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4d3383a184abc4297911707ca5885fa48abca56",
          "body": "## Summary\n\nAllows specification of Inspect Approvers at the setting or task (via\n`get_control_task`) level to allow custom tool call approval setups.\n\n## Test Plan\n\nCreated new unit tests which pass. Existing unit tests pass",
          "is_bot": false,
          "headline": "feat: Inspect Approval integration (#764)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-01-08T13:46:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24e2196893de633e229e90f7e0907aab248965ed",
          "body": "## Summary\n\ncontrol_agents previously had the same signature as inspect agents but\ndidn't support some of the inspect agent features such as `handoff` and\n`as_tool`. This PR adds registration with the inspect registry to\ncontrol_agent creation so that these features work\n\n## Test Plan\n\nCreated new unit tests which pass. Old unit tests still pass",
          "is_bot": false,
          "headline": "feat: Register control_agents as inspect agents (#762)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-01-07T11:26:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8764f475ee04c89475e4467119a776d47b421d84",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' of github.com:UKGovernmentBEIS/control-arena",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-01-06T12:00:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17a9cc8406b6103cb55795e302235139971557aa",
          "body": null,
          "is_bot": false,
          "headline": "docs: Add BigCodeBench setting to table in readme",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-01-06T12:00:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d62c9ea203466e41666e2061d6c2de5055b79374",
          "body": "## Summary\n\nAdds the BigCodeBench setting as a successor to APPS, with the same side\ntask and side task scoring logic.\n\n## Test Plan\n\nCreated new unit tests which pass. All other unit tests still pass.\nManually ran some trajectories which look as expected",
          "is_bot": false,
          "headline": "feat: BigCodeBench Setting (#761)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-01-06T11:54:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bfd842c0a11d972c0b4b0ddf7e0e806d8a443b1",
          "body": "…760)\n\nUpdates inspect-ai from 0.3.153 to 0.3.159 and fixes breaking change\nwhere tools_info was renamed to get_tools_info.",
          "is_bot": false,
          "headline": "chore: Bump inspect-ai to 0.3.159 and update get_tools_info import (#…",
          "author_name": "Jan Michelfei",
          "author_login": "jan-aisi",
          "committed_at": "2026-01-06T11:40:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cccb094f1bc322846289bf1bfca557b11c513953",
          "body": "## Summary\n\nThe datasets dependency was capped below v4.0.0 due to a previous issue\nwith the apps dataset. This now seems to work without problems for\nv4.4.2 so this is set as the new minimum version.\n\n## Test Plan\n\nManually check that an eval works with apps when using datasets v4.4.2",
          "is_bot": false,
          "headline": "chore: Update datasets dependency version (#759)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-01-05T13:44:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f9cd1672f3936cb6a7e589af0738f6f9fdd84cb2",
          "body": "## Summary\n\nTransformers and Torch are only required for the rogue-eval setting.\nThis PR makes them optional and updates the docs accordingly\n\n## Test Plan\n\nCheck manually that `pip install control-arena[rogue-eval]` works as\nexpected for rogue-eval and otherwise normal install works as expected\nwhen not using rogue-eval",
          "is_bot": false,
          "headline": "feat: Make transformers and torch optional dependencies (#758)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2026-01-05T12:04:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af8a492449b67d8800c694b504462a29bc0265a2",
          "body": "## Summary\n\nThis PR adds the `tools` param to the `Setting` object, allowing you to\noverride the default setting tools. The submit tool will always still be\nadded automatically.\n\n## Test Plan\n\nManual run works as expected",
          "is_bot": false,
          "headline": "feat: Custom setting tools (#756)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-18T17:24:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "caae0e5ea8aca31acf2c8c89bc0d28c4c9cb6756",
          "body": null,
          "is_bot": false,
          "headline": "docs: Add BashArena to README",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-18T16:19:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7318a919db039ce178cd3cc28fccfbb3976aa506",
          "body": null,
          "is_bot": false,
          "headline": "docs: Update readme and docs for BashArena",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-18T15:57:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "943a1276177ef8f9399335fba1c370a25a5a2f30",
          "body": "## Summary\n\n- Update firewall daemon to use inotify to make it robust to extremely\nrare timing edge case\n- Fix eval mode getting overridden by removing it from DatasetSpec\n- Various small updates\n- Rename to BashArena to match upcoming paper\n\n## Test Plan\n\n*Describe how you tested your PR to ensure your contribution is high\nquality and doesn't introduce regressions. This should be written in a\nway where the reviewer could execute the test steps if they'd like to.*",
          "is_bot": false,
          "headline": "feat!: BB2 -> BashArena (#704)",
          "author_name": "Adam Kaufman",
          "author_login": "Eccentr1city",
          "committed_at": "2025-12-17T09:51:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b936720c94e8af080924bb4a7080c8f2f541502",
          "body": "## Summary\n\nAdds the `dataset` parameter to `get_control_task` (and `datasets` to\n`get_control_task_product`), allowing users to override the dataset\nprovided by the setting. This can help in cases where e.g. we need to\ncreate different tasks for different subsets of the same dataset for the\nsame setting. In this case we can split up the dataset once and use\nthat, rather than having to re-filter the dataset multiple times.\n\n## Test Plan\n\nCreated new unit tests. Unit tests pass",
          "is_bot": false,
          "headline": "feat: Add dataset parameter to get_control_task (#753)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-10T18:51:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b53fbc8ae89c09d02f408a0f3514a6a9bdab998",
          "body": "## Summary\n\nApps samples previously didn't have a value for `main_task_name`. This\nPR sets the main task name to the sample id, allowing easy filtering by\nsample id using the main task filter.\n\n## Test Plan\n\nUnit tests still pass",
          "is_bot": false,
          "headline": "feat: Add main_task_name value for Apps (#751)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-10T14:41:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a60aa55f7222361368a45c02437a510f2ec49289",
          "body": "## Summary\n\nAdds standardised main and side task filtering for Settings, so that\n`Setting` subclasses can be instantiated with filtering on main and side\ntasks pre-applied via the `filter_main_task_names` and\n`filter_side_task_names` parameters\n\n## Test Plan\n\nAdded new unit tests. All unit tests pass",
          "is_bot": false,
          "headline": "feat: Add standardised task filtering for Settings (#750)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-10T10:56:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2405cd6ecadc9cef3efdabb36151c6722c898c32",
          "body": null,
          "is_bot": false,
          "headline": "docs: Fix research page links and name",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-09T12:57:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0971076d61d2b4b8b5a48b8233ff05f6b4d2289a",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' of github.com:UKGovernmentBEIS/control-arena",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-09T11:56:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a974b9ecb14b44e45e7a7c4b9765a698390e374c",
          "body": null,
          "is_bot": false,
          "headline": "docs: Fix old imports in docs",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-09T11:56:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1a18b9e829ae2ea6972e44ba11fe3fcb5ba6927",
          "body": "## Summary\n\n`samples_df` previously could only deal with a single scorer with dict\nvalue, and only \"main_task_success\" and \"side_task_success\" were valid\nkeys in this dict. This PR removes this constraint and properly handles\ncustom scorers with different keys, and multiple scorers with main and\nside task success keys.\n\n## Test Plan\n\nUnit tests still pass. Manual test of a scenario where this didn't load\na .eval file before but does now works",
          "is_bot": false,
          "headline": "fix: Make samples_df more flexible for custom scorers (#749)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-08T18:10:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "994c97a1f73486ee0ebd74782f67925a9fac5493",
          "body": "## Summary\n\nUpdates the migration script for migration to v12\n\n## Test Plan\n\nCreated a test file and verified that the migration script migrated it\ncorrectly",
          "is_bot": false,
          "headline": "feat: v12 migration script (#748)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-08T12:23:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64020da705ea3c5806c66f2bbf66f42cf0fe7a4c",
          "body": "## Summary\n\nThere have been a few useful new features and bug fixes released\nrecently for Inspect. This PR updates the minimum required version to\nensure these are in place while using ControlArena. There were also some\ndependency issues when updating which this PR also resolves\n\n## Test Plan\n\nUnit tests pass. Manual test that dependency resolution with pip works\nas expected",
          "is_bot": false,
          "headline": "fix!: Bump inspect version and resolve dependency issues (#747)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-08T12:01:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "666dae64ac6190727a55f559a0dac6d325ed1228",
          "body": "## Summary\n\nTo be merged after #741 \n\n### Motivation\n\nPreviously, ControlArena agents required a triple-nested function\nstructure:\n1. **Deployment-level**: Captured configuration parameters\n2. **Trajectory-level**: Received `ControlTaskMetadata` as a parameter\n3. **Step-level**: The actual agent log\n[…]\nnning (except from some\nthat seem to be broken from before this PR)\n- Manual inspection of .eval log from an eval looks as expected\n- CLI works as expected, with manual specification of micro protocol",
          "is_bot": false,
          "headline": "feat!: control_agent refactor (#745)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-08T11:12:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4e7db51c15cbae12a16665a65e425c6332dbcf3c",
          "body": "## Summary\n\nPreviously different settings had custom subclasses of\nControlTaskMetadata but this made it harder to understand what exactly\nwould be present for all settings vs only for specific settings. This PR\nstandardises all settings to use `ControlTaskMetadata` directly, and the\n`metadata` field of that for custom metadata.\n\n## Test Plan\n\nUnit tests still pass. Manual runs of affected settings work as expected",
          "is_bot": false,
          "headline": "refactor!: Standardise use of ControlTaskMetadata (#741)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-08T10:48:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "859edd6410fe607e75a84f2f9aeaecc1a26b1e07",
          "body": "## Summary\n\n`ephemeral_reminder` was `True` by default in the built-in\n`attack_policy` implementation but with more recent models this has been\nobserved to usually cause more problems than it solves as they are\nalready able to follow the instructions from the initial user & system\nmessages. This PR makes it False by default\n\n## Test Plan\n\nUnit tests still pass",
          "is_bot": false,
          "headline": "feat!: Make ephemeral reminder false by default in attack_policy (#744)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-08T10:48:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42e68873920edd06dbe98a6e9972f7e5877d36d8",
          "body": "Errors with provided command.",
          "is_bot": false,
          "headline": "docs: Update command from 'run' to 'eval' in README (#740)",
          "author_name": "Uzay-G",
          "author_login": "Uzay-G",
          "committed_at": "2025-12-02T09:51:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7efb59e19e15c87e2fffc29fd214cb5533a948c",
          "body": "## Summary\n\nThe monitor output range was set to 0-1 in a recent update, however some\nusers prefer a different output range. This PR allows the output range\nto be specified as part of the `MonitorScoreRange` object.\n\n## Test Plan\n\nCreated new unit tests for this functionality. Existing unit tests pass",
          "is_bot": false,
          "headline": "feat: Configurable monitor output score range (#739)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-12-01T18:00:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07962c33b9ab173ff8f081a2c945d4ab7395b711",
          "body": null,
          "is_bot": false,
          "headline": "docs: vLLM side task filtering docs",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-26T18:03:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d53c61e1b1a6f08e7cbf9bbc86c842062054f23",
          "body": "## Summary\n\nThe prompt for the end of trajectory monitor in the CLI was not\ncompatible with the configured full-trajectory prompt formatter. This\nupdates the monitor to use the correct prompts\n\n## Test Plan\n\nUnit tests still pass, manual test worked correctly",
          "is_bot": false,
          "headline": "fix: Incorrect prompt for end of trajectory monitor in CLI (#737)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-26T11:23:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30d8a263e06d8b2d83e8cf73c1633c6fa25a218c",
          "body": "## Summary\n\nIaC samples didn't have ids, making it hard to e.g. re-run a specific\nsample by id. This adds them following the same\n`\"MT:{main_task_name}_ST:{side_task_name}\"` pattern used in some other\nsettings.\n\n## Test Plan\n\nUnit tests still pass. Manual run of IaC works as expected",
          "is_bot": false,
          "headline": "fix: Add IDs for IaC samples (#736)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-26T11:10:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "abc5fd09b48dfed37f82c1c2ba5a769adfba1cc1",
          "body": "This allow, but does not require, using {main_task_description} in the\nattack prompt.",
          "is_bot": false,
          "headline": "feat: Add main task description to the attack prompt formatter (#735)",
          "author_name": "Alan Cooney",
          "author_login": "alan-cooney-dsit",
          "committed_at": "2025-11-25T10:28:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba81865c4120b87c987de073db8e601eb65de770",
          "body": "## Summary\n\nAdd function to compute monitor performance metrics such as TPR or AUC\nbased on scores produced by the monitor (scorer) on attack and honest\nsamples.\n\nHigh-level methods:\n- `compute_monitor_classification_metrics()`  computes TPR, FPR,\nROC AUC, and sample count metrics for a single set o\n[…]\ned_confidence_interval()` compute confidence interval\nfor a given estimator function on given honest and attack scores using\nthe bootstrap method to resample multiple times\n\n## Test Plan\n\n* Unit tests",
          "is_bot": false,
          "headline": "feat: Monitor analysis functions (#732)",
          "author_name": "Jan Michelfei",
          "author_login": "jan-aisi",
          "committed_at": "2025-11-24T20:15:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b53dc08d9c1f8973fac44df3974f7686f216535b",
          "body": "## Summary\n\nThe IaC setting copied tests into the sandbox for scoring, but these\nwere left in the sandbox after scoring. This meant that if allowing the\nagent to retry after scoring it could just find the tests and work out\nhow to succeed based on those which is not what we want. This PR updates\nthe scorer to delete the tests from the sandbox again immediately after\nscoring\n\n## Test Plan\n\nManual run works as expected, unit tests still pass",
          "is_bot": false,
          "headline": "fix: Delete tests again after scoring for IaC (#734)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-24T17:58:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fc6bbfb75afe080db34a2931b7fe42cdeebbe5f",
          "body": "to -> do\n\nThis typo may have been making every evaluation using the default prompt\nslightly worse.",
          "is_bot": false,
          "headline": "fix: Typo in default monitor prompt (#730)",
          "author_name": "Matthew Khoriaty",
          "author_login": "AMindToThink",
          "committed_at": "2025-11-24T10:14:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d09b43df14462a5a01c80ee67e9c565a82faf2f",
          "body": "…729)\n\n## Summary\n\nAdd `ephemeral_reminder_prompt` parameter to `attack_policy`, allowing\nconfiguration of the prompt used for the ephemeral reminder. Move\ndefault prompt to\n`control_arena/policy/prompts/attack_policy_ephemeral_reminder.txt` to\nclean up the attack policy implementation\n\n## Test Plan\n\nUnit tests still pass. Manual run with ephemeral reminder active works\nas expected",
          "is_bot": false,
          "headline": "feat: Make ephemeral reminder prompt configurable in attack policy (#…",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-21T13:51:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf66314742b60d67c045c69523840a49837a54c7",
          "body": "## Summary\n\nBecause ShadeARENA was imported above vLLM in\n`control_arena/settings/entrypoint.py` but ShadeARENA is an optional\ndependency, if you didn't have shade arena installed an error would be\nraised and the vLLM import would not execute either. This moves the vLLM\nimport above and puts ShadeArena in a try/except to avoid this issue\nfrom reappearing\n\n## Test Plan\n\nvLLM via CLI works, unit tests still pass",
          "is_bot": false,
          "headline": "fix: vLLM / ShadeARENA entrypoint import order (#728)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-20T17:18:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c68998719d001a2c54a027d56b3a9a81bbcc9aad",
          "body": "## Summary\n\nAdds the `run_monitor_for_messages` function which allows a monitor to\nbe run for messages within a list of messages.\n\n## Test Plan\n\nUnit tests still pass",
          "is_bot": false,
          "headline": "feat: Add run_monitor_for_messages function (#727)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-18T15:41:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c6c441bb18ab8b38fde0bd8ef80c7e07313e54f",
          "body": null,
          "is_bot": false,
          "headline": "docs: Update sidebar for MonitorScoreRange",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-18T10:04:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e71e7af2b1281a55f712980b550cd870359d7c4e",
          "body": null,
          "is_bot": false,
          "headline": "docs: Add note to tutorial about apps-specific prompts",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-18T09:45:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e72b5a70c2bbd363b41268e8ae877de981b08cc7",
          "body": "## Summary\n\nUpdates the migration script for v11\n\n## Test Plan\n\nCreated a test script with patterns to be migrated and checked that\nthese were all migrated as expected",
          "is_bot": false,
          "headline": "feat: Update migration script for v11 (#725)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-17T14:15:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "319fa7a5e30538939d981adda2501fd7726a53c3",
          "body": "## Summary\n\nThe diff prompt formatter was exactly the same as the last tool call\nprompt formatter. This PR removes it to avoid confusion and unnecessary\ncode\n\n## Test Plan\n\nUnit tests still pass",
          "is_bot": false,
          "headline": "feat!: Remove diff prompt formatter (#724)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-17T13:50:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "78177be3a49a5e76da71d4ec469ef0553b69e1e8",
          "body": "## Summary\n\nRemoves code deprecated in v10 of ControlArena. This mainly affects the\n`full_trajectory_monitor`, which is now replaced by\n`end_of_trajectory_monitor` combined with a monitor and prompt\nformatter.\n\n## Test Plan\n\nUnit tests still pass",
          "is_bot": false,
          "headline": "feat!: Remove deprecated code for v11 (#722)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-17T13:42:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28b7d7280e62bc14165877fb57c2675287d5778c",
          "body": "## Summary\n\nAdds three recent papers using ControlArena to the docs\n\n## Test Plan\n\nQuarto preview works, links to papers work",
          "is_bot": false,
          "headline": "docs: Add new research 17/11/2025 (#723)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-17T12:03:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf83fb60a6d9c0eb3d54772a66370cf04b40b967",
          "body": "## Summary\n\nPreviously monitor scores completely depended on your monitor prompt.\nThis normalises them to between 0 and 1 and also hopefully addresses\n#714\n\n## Test Plan\n\nUnit tests still pass. Examples tests still pass. Docs still compile",
          "is_bot": false,
          "headline": "feat!: Normalise monitor scores to 0.-1. (#717)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-17T11:30:07Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "a423bedf81235e176e257ce3d24a300c0806391d",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' of github.com:UKGovernmentBEIS/control-arena",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-14T16:04:56Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "ba1ce81ee13ed3b90ec8cc2eb186df6e9d3721ec",
          "body": null,
          "is_bot": false,
          "headline": "fix: Incorrect link to Control-Tax paper",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-14T16:04:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1551561fe21832493bb876922d805147cea040c2",
          "body": "## Summary\n\nAdds an `__init__.py` file for the SHADE arena setting.\n\n## Test Plan\n\nUnit tests still pass. Manual run of shade arena via CLI works as\nexpected",
          "is_bot": false,
          "headline": "fix: Add __init__.py for shade arena (#716)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-14T14:52:56Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "231b5d7ffa120edbba761e86503cb8de870ea28c",
          "body": "## Summary\n\nThe honest decorator would convert the agent state but wouldn't update\nthe state.output value, causing this to become stale. This would then\npotentially cause issues downstream as the `react` agent checks\n`state.output` to determine whether the output has any tool calls in\norder to e.g. \n[…]\ntimes throw an error due to consecutive\nChatMessageAssistant objects in state.messages which is not permitted by\nsome APIs\n\n## Test Plan\n\nCreated a new unit test which passes, existing unit tests pass",
          "is_bot": false,
          "headline": "fix: Honest decorator not updating state.output (#715)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-13T16:01:52Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
          "oid": "d5f6657828bf4a0ae60d71b4efbdc975bd244450",
          "body": "## Summary\n\nThe trusted_response metadata in defer_to_trusted was set as\nstate.output.message but this ended up referring not to the last trusted\nmessage but from previous messages if state.output was not updated as\nexpected, which can easily happen. This changes it to take the last\nmessage from the messages list instead which is more robust.\n\n## Test Plan\n\nUnit tests still pass",
          "is_bot": false,
          "headline": "fix: Stale trusted_response metadata in defer_to_trusted (#713)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-13T14:55:49Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "35a36914df0d214ada8cbff91c66956e5b2be5f8",
          "body": "## Summary\n\nAddresses #710 as suggested by using dataset_spec.eval_mode if provided\notherwise eval_mode passed to get_dataset.\n\n## Test Plan\n\nUnit tests still pass. CLI run of bash bench 2 task in both honest and\nattack mode works as expected",
          "is_bot": false,
          "headline": "fix: BashBench2 eval mode specification (#712)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-13T12:33:05Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "7ab846b67f1025e78cddb4858fd2090559807b5a",
          "body": "## Summary\n\nAddresses #708 by making some utility functions public again\n\n## Test Plan\n\nUnit tests still pass, utils can be exported, quarto preview works",
          "is_bot": false,
          "headline": "feat: Export private utils (#711)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-13T12:04:08Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "oid": "237ae01560349f4352741f5f1d411a1961f3dd26",
          "body": "## Summary\n\nSeparates message formatters from prompt formatters so these can be used\nindependently.\n\n## Test Plan\n\nUnit tests still pass",
          "is_bot": false,
          "headline": "feat: Separate message formatters (#709)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
          "committed_at": "2025-11-12T17:24:08Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "oid": "c64fdfd890f7de0c53155367a7f57dfe99394c07",
          "body": "## Summary\n\nThe agentdojo eval mode was reversed in the metadata. This fixes that\nand also updates the setting description to encourage the agent to\nsubmit its answer using the submit tool otherwise this was sometimes not\ndone leading to an infinite loop.\n\n## Test Plan\n\nUnit tests still pass. manual run looks correct",
          "is_bot": false,
          "headline": "fix: Agentdojo eval mode (#707)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
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          "body_truncated": false,
          "is_coding_agent": false
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          "body": "## Summary\n\nAdded instructions for adjusting inotify resource limits for kind\ncluster in Infra.\n\n## Test Plan\n\nOnly touches the README",
          "is_bot": false,
          "headline": "docs: Update README with inotify resource limits instructions (#706)",
          "author_name": "Asa Cooper Stickland",
          "author_login": "asacsz",
          "committed_at": "2025-11-11T09:45:59Z",
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          "is_bot": false,
          "headline": "fix: Broken defaults for full_trajectory_monitor (#705)",
          "author_name": "Rogan-Inglis",
          "author_login": "Rogan-Inglis",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
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            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
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            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
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            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
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            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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          {
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            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "inputs": {
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              {
                "key": "track_record",
                "name": "Track record",
                "detail": "114 public repos, account ~10 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 114
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 10
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "control_arena"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "78 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 78
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 88,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "29 out of 29 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": "https://control-arena.aisi.org.uk",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://control-arena.aisi.org.uk",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 51,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 51,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.1
            },
            "components": [
              {
                "key": "binary_artifacts",
                "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": "branch protection is not maximal on development and all release branches",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 29 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 6/30 approved changesets -- score normalized to 2",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 7 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "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": "14 commit(s) and 3 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 not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "152 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "at_risk",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 386 resolved dependencies against OSV; 4 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": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 386
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 4
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 49,
            "inputs": {
              "source": "osv",
              "advisories": 269,
              "affected_packages": 37,
              "assessed_packages": 386,
              "unassessed_packages": 4,
              "affected_by_severity": "critical 5, high 7, moderate 11, unknown 14",
              "direct_affected_packages": 5
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "5 affected: gitpython 3.1.46 (critical 9.8), click 8.2.1 (high 7.2), click 8.3.1 (high 7.2), +2 more",
                "points": 4.7,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 5,
                      "packages": "gitpython 3.1.46 (critical 9.8), click 8.2.1 (high 7.2), click 8.3.1 (high 7.2)"
                    }
                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "2 advisory-carrying package(s) unaddressed past 90 days; oldest published 154 days ago",
                "points": 32.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 2,
                      "oldest": 154
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "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": 386,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "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
              }
            ]
          },
          {
            "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": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 4
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 81,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_llms_txt": true,
              "legible_history_share": 0.96,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 4175
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "96 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 96,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "control_arena/settings/infra/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "control_arena/py.typed"
              ],
              "agent_commit_share": 0.26,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "control_arena/settings/infra/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "control_arena/settings/infra/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "control_arena/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "control_arena/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "26 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 26,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 48150,
              "source_files_sampled": 563,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (control_arena/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "control_arena/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/563 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 563,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
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