depalmar / ai_for_the_win

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。

来自 GitHub 依赖图的完整解析依赖集合：21 个直接依赖与 100 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 21 个包，其中也包含从不交付的开发与测试版本固定：9 个存在已知公告，2 个为直接依赖。 有 100 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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          "headline": "fix: add missing lab03 vibe coding notebook to notebooks folder (#222)",
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          "body": "* fix: move security-events permission to job level in codeql.yml\n\nFixes OpenSSF Scorecard Token-Permissions alert #106.\nWorkflow-level should only have read permissions.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n* chore: clarify licensing - educational and personal use only\n\n- Updat\n[…]\n AND API key set\n- Google: langchain_google_genai installed AND API key set\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "body": "Bumps [actions/github-script](https://github.com/actions/github-script) from 7.0.1 to 8.0.0.\n- [Release notes](https://github.com/actions/github-script/releases)\n- [Commits](https://github.com/actions/github-script/compare/60a0d83039c74a4aee543508d2ffcb1c3799cdea...ed597411d8f924073f98dfc5c65a23a232\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "* fix: move security-events permission to job level in codeql.yml\n\nFixes OpenSSF Scorecard Token-Permissions alert #106.\nWorkflow-level should only have read permissions.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n* chore: clarify licensing - educational and personal use only\n\n- Updat\n[…]\n docs\n\n* chore: complete removal of COMMERCIAL_LICENSING.md\n\nFile has been renamed to .draft (private) and excluded from repository.\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "body": "Pin all pip install commands to specific versions to improve\nPinned-Dependencies score:\n\n- flake8==7.3.0\n- black==25.12.0\n- isort==7.0.0\n- pytest==9.0.2\n- pytest-cov==7.0.0\n- pytest-html==4.1.1\n- bandit==1.9.2\n- safety==3.7.0\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "body": "* fix: improve OpenSSF Scorecard compliance\n\n- Pin all GitHub Actions to SHA hashes in curriculum-check.yml\n- Add permissions blocks to all jobs (Token-Permissions check)\n- Enhance SECURITY.md with direct GitHub Security Advisory link\n- Add explicit security contact email\n- Update Contact section wi\n[…]\n21441 (urllib3)\n- CVE-2024-34069, CVE-2024-49766, CVE-2026-21860 (werkzeug)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "feat: add threat intel and AI model freshness validation with 2025-20…",
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          "body": "…on (#206)\n\nUpdate \"Start in 60 Seconds\" section to provide clear learning path:\n- Add beginner labs (Lab 02, 07) for complete beginners\n- Keep intermediate ML lab (Lab 10)\n- Fix mislabeled \"Lab 35\" to correct \"Lab 15\" for advanced LLM lab\n\nAdd \"Completely new to AI?\" entry point in \"Pick Your Start\n[…]\n02 → Lab 07 → Lab 10\n\nThis prevents new users from jumping straight to intermediate/advanced\nlabs and provides a gentler onboarding experience.\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "body": "* security: improve OpenSSF Scorecard from 5.3 to target ~7.0\n\nImprovements made:\n- Fix Werkzeug CVE-2026-21860 vulnerability (update to 3.1.5)\n- Add SPDX license identifier for GitHub recognition\n- Add dependency-review workflow to block PRs with vulnerable deps\n- Add SBOM generation to releases (S\n[…]\n Keeping only deny-licenses\nto block copyleft licenses (GPL-3.0, AGPL-3.0).\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "security: improve OpenSSF Scorecard from 5.3 to ~7.0 (#202)",
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          "body": "…(#207)\n\n* fix(docs,tests): reorder installation (Docker first) and rename old test files\n\n1. **README Installation Reordering**:\n   - Moved Docker installation to \"Option 1\" (easiest)\n   - Moved Python installation to \"Option 2\"\n   - Docker is one command vs. multiple steps for Python setup\n\n2. **T\n[…]\nh, docstring now matches\n\nResolves Cursor bot review comments on PR #207.\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Legal: Add employment protection and open-source security tool focus …",
          "author_name": "Raymond DePalma",
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          "oid": "bcc7f7be6dedf2d99bd3bb585fea5cbec9bd9e12",
          "body": "Replace 31 instances of old lab numbering (Lab 09b, 10a, etc.) with\ncorrect lab numbers across documentation.\n\nOld → New mapping:\n- Lab 09b → Lab 24\n- Lab 10a → Lab 25\n- Lab 10b → Lab 26\n- Lab 10c → Lab 27\n- Lab 10d → Lab 28\n- Lab 11a → Lab 30\n- Lab 16b → Lab 37\n- Lab 17a → Lab 38\n- Lab 17b → Lab 40\n[…]\n10 walkthrough files\n- 2 guide files\n- ROADMAP.md, lab-prerequisites.md, documentation-guide.md\n- data/README.md\n- 2 lab READMEs (lab28, lab48)\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update all old lab numbering references to new scheme (#205)",
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          "body": "The docs/index.md Lab Navigator was showing old display numbers (09, 09b,\n10, 10a, etc.) instead of actual lab folder numbers (23, 24, 25, 26, etc.).\n\nChanges:\n- Fix all lab card display numbers in docs/index.md to match folder numbers\n- Add test_index_md_lab_card_display_numbers_match_folder test\n-\n[…]\nest: pytest tests/test_lab_data_integrity.py::TestLabCategoryConsistency -v\nAll 11 tests pass including the new display number validation test.\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): correct Lab Navigator display numbers in GitHub Pages (#204)",
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          "oid": "e55f67c1fde59e89e84341fd5bbb8a1b16a6bb67",
          "body": "… (#203)\n\nThe Lab Navigator on the GitHub Pages site (docs/index.md) was showing:\n- Scrambled lab order (00, 01, 04, 02, 05...)\n- Old display numbers (01, 02, 03 instead of 10, 11, 12)\n- Old category names (Expert DFIR, Expert AI)\n\nFixed to show:\n- Sequential lab order within each category\n- Actual \n[…]\n- Correct category names and ranges (Foundation 00-09, ML 10-13, etc.)\n\nNote: Some lab cards in the grid still need updating in a follow-up PR.\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update GitHub Pages Lab Navigator with correct lab numbers…",
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          "body": "…legend (#201)\n\n* fix(readme): reorganize Lab Navigator to sequential order and update legend\n\nThe Lab Navigator table was displaying labs in confusing non-sequential order\n(00, 01, 04, 02, 05...) instead of proper sequential order (00, 01, 02, 03...).\nAlso updated the legend to use correct category\n[…]\npattern for \"Intro (Free)\"\nneeds escaped parentheses to match literal text.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(readme): reorganize Lab Navigator to sequential order and update …",
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          "body": "…(#200)\n\n- Fix outdated lab references in docs/index.md FAQ section\n- Labs 01-03 -> Labs 00-13 (Foundation + ML, no API needed)\n- Add test_index_md_lab_numbering to catch future regressions\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update GitHub Pages (index.md) lab numbering and add test …",
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          "oid": "dbee32b548c007fa9c119b88f6c5d4e6d65ed2e3",
          "body": "…n (#199)\n\nUpdate lab number references to match actual directory structure:\n- Old numbering: Labs 01-03 (ML), Labs 04-07 (LLM), Labs 08-10 (Advanced)\n- New numbering: Labs 10-13 (ML), Labs 14-18 (LLM), Labs 19-24 (Detection)\n\nFiles updated:\n- docs/learning-guide.md, CLAUDE.md - Lab quick reference\n\n[…]\n - Lab progression\n- 13 lab README.md files - Prerequisites sections\n- docs/walkthroughs/lab13-ml-vs-llm-walkthrough.md - Bridge lab references\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): comprehensive lab numbering update across all documentatio…",
          "author_name": "Raymond DePalma",
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          "body": "…g (#198)\n\n- Update ctf/README.md prerequisite lab numbers to match actual labs\n- Fix docs/ARCHITECTURE.md diagram with correct lab ranges (00-50)\n- Update directory structure to show 50+ labs\n- Update version history to reflect current state\n- Add test_ctf_prerequisite_labs_exist to verify CTF lab references\n- Add test_architecture_doc_lab_count to catch outdated lab counts\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update CTF prerequisites and architecture doc lab numberin…",
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          "oid": "47b2e6730ffe4083b9f69f76f8c9f2fde8702d50",
          "body": "- Update Lab Navigator badges to use actual lab numbers (00-50)\n- Fix Detailed Lab Descriptions table entries to match lab directories\n- Update section headers with correct ranges (00-09, 10-13, 14-18, etc.)\n- Remove emojis from code blocks for better cross-platform display\n- Add test_readme_lab_numbers_match_actual_labs to catch future mismatches\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update README lab numbering and add consistency test (#197)",
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          "headline": "chore: clean up gitignore (#196)",
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          "committed_at": "2026-01-09T13:39:06Z",
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          "body": "….0 (#192)\n\nUpdates the requirements on [openai](https://github.com/openai/openai-python) to permit the latest version.\n- [Release notes](https://github.com/openai/openai-python/releases)\n- [Changelog](https://github.com/openai/openai-python/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/ope\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
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          "headline": "deps: update openai requirement from <2.0.0,>=1.50.0 to >=1.50.0,<3.0…",
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          "body": "….0 (#190)\n\nUpdates the requirements on [plotly](https://github.com/plotly/plotly.py) to permit the latest version.\n- [Release notes](https://github.com/plotly/plotly.py/releases)\n- [Changelog](https://github.com/plotly/plotly.py/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/plotly/plotly.p\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
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          "headline": "deps: update plotly requirement from <6.0.0,>=5.20.0 to >=5.20.0,<7.0…",
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          "headline": "feat: add XQL guide, DFIR labs, and CTF challenges (#175)",
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          "body": "- Add consistent 'Next Lab' navigation to all intro labs (00a-00i)\n- Add 'START HERE' section to main README with clear entry points\n- Link CTF challenges from main README for better visibility\n- Each intro lab now guides users to the next logical step\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "docs: improve navigation and discoverability (#174)",
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          "body": "Bumps the pip group with 5 updates in the /ctf-challenges/advanced/challenge-06/challenge directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [werkzeug](https://github.com/pallets/werkzeug) | `3.0.1` | `3.1.4` |\n| [requests](https://github.com/psf/requests) | `2.31.0` | `2.32.4` |\n| [urllib3](\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump the pip group across 1 directory with 5 updates (#171)",
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          "body": "v1.5.0 already exists - bump to v1.6.0 for this release.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: fix changelog version to v1.6.0 (#173)",
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        {
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          "body": "- Lab 00i: CTF Fundamentals\n- 3 new CTF challenges (Intermediate-06, Advanced-05, Advanced-06)\n- Enhanced vibe coding guidance\n- OpenSSF Scorecard improvements\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "docs: add v1.5.0 changelog for CTF Fundamentals release (#172)",
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          "body": "* feat: expand CTF challenges and enhance learning materials\n\nAdd 3 new CTF challenges (18 total, 5100 points):\n- beginner-06: Linux Persistence Hunter (cron, systemd, SSH keys, bash)\n- intermediate-06: Web Shell Detective (Apache logs, base64 decoding)\n- advanced-06: Supply Chain Detective (typosqu\n[…]\nccordingly)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "feat: expand CTF challenges and enhance learning materials (#170)",
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          "is_bot": false,
          "headline": "fix(ctf): correct flags and hints for CTF challenges (#169)",
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          "body": "* security: update pypdf to fix 8 CVEs (RAM exhaustion, infinite loops)\n\nUpdates pypdf from >=4.0.0,<5.0.0 to >=5.1.0,<7.0.0 to fix:\n- CVE: pypdf's LZWDecode streams can be manipulated to exhaust RAM\n- CVE: pypdf can exhaust RAM via manipulated LZWDecode streams\n- CVE: pypdf possibly loops infinitel\n[…]\n CVE fixes.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "security: update pypdf to fix 8 CVEs (#168)",
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        {
          "oid": "b4f4aa89d1ea6fcd81373d834db43b06971677bb",
          "body": "* feat: improve OpenSSF scorecard and documentation quality\n\n## OpenSSF Scorecard Improvements\n- Add workflow-level permissions (contents: read) to CI workflows\n- Pin all GitHub Actions to SHA hashes for supply chain security\n- Actions pinned: checkout, setup-python, cache, codecov, stale,\n  upload-\n[…]\ns intended.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: improve OpenSSF scorecard and documentation quality (#167)",
          "author_name": "Raymond DePalma",
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          "committed_at": "2026-01-07T14:36:43Z",
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        {
          "oid": "b87ef7be2b6f2ca83eff75766729919b1418d9d1",
          "body": "Python 3.14 is too new - many packages (PyTorch, numpy, etc.) don't have\npre-built wheels yet, causing installation failures.",
          "is_bot": false,
          "headline": "docs: clarify Python version support (3.10-3.12, not 3.14+) (#166)",
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          "body": "* feat: switch to dual license model (MIT + CC BY-NC-SA 4.0)\n\n* fix: resolve recursive dependency errors in requirements files\n\n- Update all package version bounds to January 2026 stable releases\n- Remove tf-keras (TensorFlow/PyTorch conflict)\n- Remove unstructured (100+ transitive deps causing reso\n[…]\n<1.0.0 (transformers 4.x doesn't support 1.x yet)\n\ntransformers 4.57.3 (latest as of Jan 2026) still requires huggingface-hub<1.0.\nThe HuggingFace ecosystem hasn't updated for huggingface-hub 1.x yet.",
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          "headline": "fix: Resolve recursive dependency errors in requirements files (#165)",
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