{"id":50621971,"url":"https://infosecb.github.io/detection-engineering-ai-maturity/","last_synced_at":"2026-06-23T09:00:31.603Z","repository":{"id":358328902,"uuid":"1240931386","full_name":"infosecB/detection-engineering-ai-maturity","owner":"infosecB","description":"A community framework for assessing AI/LLM use across a detection engineering program.","archived":false,"fork":false,"pushed_at":"2026-05-16T21:15:17.000Z","size":82,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-06-13T04:26:16.237Z","etag":null,"topics":["ai","cybersecurity","detection-engineering","framework","llms","threat-detection"],"latest_commit_sha":null,"homepage":"https://infosecb.github.io/detection-engineering-ai-maturity/","language":"CSS","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/infosecB.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-05-16T18:48:00.000Z","updated_at":"2026-05-19T22:19:36.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/infosecB/detection-engineering-ai-maturity","commit_stats":null,"previous_names":["infosecb/detection-engineering-ai-maturity"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/infosecB/detection-engineering-ai-maturity","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infosecB%2Fdetection-engineering-ai-maturity","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infosecB%2Fdetection-engineering-ai-maturity/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infosecB%2Fdetection-engineering-ai-maturity/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infosecB%2Fdetection-engineering-ai-maturity/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infosecB","download_url":"https://codeload.github.com/infosecB/detection-engineering-ai-maturity/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infosecB%2Fdetection-engineering-ai-maturity/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34682632,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-23T02:00:07.161Z","response_time":65,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","cybersecurity","detection-engineering","framework","llms","threat-detection"],"created_at":"2026-06-06T13:00:24.372Z","updated_at":"2026-06-23T09:00:31.589Z","avatar_url":"https://github.com/infosecB.png","language":"CSS","funding_links":[],"categories":["Concepts \u0026 Frameworks"],"sub_categories":[],"readme":"# Detection Engineering AI Maturity Framework\n\nA community framework for assessing how organizations apply AI and large language models across a detection engineering program, from the involved people, processes, and technology to detection ideation, authoring, testing, tuning, and continuous improvement.\n\n\u003e Inspired by and complementary to:\n\u003e\n\u003e - [**Detection Engineering Maturity Matrix**](https://detectionengineering.io) by Kyle Bailey\n\u003e - [**Threat Detection Maturity Framework**](https://github.com/haidermdost/Threat-Detection-Maturity-Framework) by Haider Dost\n\u003e\n\u003e Where These frameworks assess the maturity of the overall detection program, this framework focuses specifically on the AI/LLM dimension of that program.\n\n## Framework Overview\n\nFour maturity levels across ten dimensions (six Foundations plus four Detection Lifecycle).\n\n### Levels\n\n| | Name | Defining trait |\n|---|---|---|\n| **L0** | None | No AI/LLM use in detection engineering. |\n| **L1** | Experimental | Ad-hoc individual use of public chatbots. No governance, no shared tooling, no evaluation. |\n| **L2** | Integrated | AI is embedded in team workflows with shared tooling, org-context RAG, policy, and human-in-the-loop review. |\n| **L3** | Autonomous | Agentic systems propose, test, and ship detections under guardrails with measurable ROI and continuous quality control. |\n\n### Dimensions\n\n**Foundations**: Strategy \u0026 Governance, People \u0026 Skills, Tooling \u0026 Infrastructure, Data \u0026 Knowledge, Evaluation \u0026 QA, Security, Privacy \u0026 Safety.\n\n**Detection Lifecycle**: Detection Opportunity Ideation, Detection Authoring, Detection Testing \u0026 Validation, Tuning, Coverage \u0026 Continuous Improvement.\n\nSee the [full matrix](src/content/docs/matrix.md) for level-by-level criteria.\n\n## Tech Stack\n\nThe site is built with [Astro](https://astro.build) and [Starlight](https://starlight.astro.build). Content lives as markdown in `src/content/docs/`. The published site is deployed to GitHub Pages via the workflow in `.github/workflows/deploy.yml`.\n\n```\n.\n├── astro.config.mjs              # Astro + Starlight config (nav, theme, base path)\n├── package.json\n├── tsconfig.json\n├── public/\n│   └── assets/matrix.csv         # Machine-readable mirror of the matrix\n├── src/\n│   ├── styles/custom.css         # Table tweaks\n│   └── content/docs/\n│       ├── index.md              # Landing page\n│       ├── matrix.md             # The full 10x4 matrix\n│       ├── levels.md             # L0 to L3 in depth\n│       ├── self-assessment.md\n│       ├── references.md\n│       └── dimensions/           # 10 per-dimension pages + index\n└── .github/workflows/deploy.yml  # Deploys to GitHub Pages on push to main\n```\n\n## Local Development\n\nRequires Node 20+.\n\n```bash\nnpm install\nnpm run dev      # http://localhost:4321/detection-engineering-ai-maturity/\nnpm run build    # writes static site to ./dist\nnpm run preview  # serve the built site locally\n```\n\n## Contributing\n\nContributions welcome. See [Contributing](https://github.com/infosecB/detection-engineering-ai-maturity/blob/main/CONTRIBUTING.md). This framework is vendor-neutral. PRs referencing specific products will be asked to generalize.\n\n## License\n\n[CC BY-SA 4.0](LICENSE).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/infosecb.github.io%2Fdetection-engineering-ai-maturity%2F","html_url":"https://awesome.ecosyste.ms/projects/infosecb.github.io%2Fdetection-engineering-ai-maturity%2F","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/infosecb.github.io%2Fdetection-engineering-ai-maturity%2F/lists"}