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| 1 | +# Impact Log |
| 2 | + |
| 3 | +Living record of adoption, recognition, citations, and engagement around the |
| 4 | +Industrial Agentic Intelligence Framework. Updated quarterly. |
| 5 | + |
| 6 | +**Last updated:** 2026-06-01 |
| 7 | + |
| 8 | +## At a Glance |
| 9 | + |
| 10 | +| Metric | Value | As of | |
| 11 | +|---|---|---| |
| 12 | +| GitHub stars | 11 | 2026-06-01 | |
| 13 | +| Forks | 8 | 2026-06-01 | |
| 14 | +| Watchers | 2 | 2026-06-01 | |
| 15 | +| Open / closed issues | TBD — populated quarterly | 2026-06-01 | |
| 16 | +| External citations | 0 (whitepaper publication pending) | 2026-06-01 | |
| 17 | +| Talks / presentations | 0 (planned: see below) | 2026-06-01 | |
| 18 | + |
| 19 | +## Adoption Signals |
| 20 | + |
| 21 | +### Independent forks |
| 22 | +Filed forks of this repository, with public-facing notes where available. |
| 23 | +| Date | Fork owner | Stated use case | |
| 24 | +|---|---|---| |
| 25 | +| TBD — populated quarterly | | | |
| 26 | + |
| 27 | +### Organizations evaluating or piloting |
| 28 | +NIST MEP regional centers, Manufacturing USA institutes, academic labs, |
| 29 | +and SMMs known to be evaluating the framework. |
| 30 | +| Date | Organization | Role | Status | |
| 31 | +|---|---|---|---| |
| 32 | +| TBD — populated quarterly | | | | |
| 33 | + |
| 34 | +## Citations and References |
| 35 | + |
| 36 | +### Academic citations |
| 37 | +| Date | Citing work | Venue | DOI / URL | |
| 38 | +|---|---|---|---| |
| 39 | +| TBD — whitepaper publication pending | | | | |
| 40 | + |
| 41 | +### Industry / press / blog mentions |
| 42 | +| Date | Outlet | Title | URL | |
| 43 | +|---|---|---|---| |
| 44 | +| TBD — populated quarterly | | | | |
| 45 | + |
| 46 | +## Talks and Presentations |
| 47 | + |
| 48 | +| Date | Venue | Talk title | Slides / video | |
| 49 | +|---|---|---|---| |
| 50 | +| TBD — planned: IIoT World, ARC Industry Forum, NIST MEP National Network, Manufacturing USA institute roundtables | | | | |
| 51 | + |
| 52 | +## Case Studies |
| 53 | + |
| 54 | +The framework's reference case studies, with the audience each targets: |
| 55 | + |
| 56 | +- **[SMM Starter](docs/case_studies/smm_starter.md)** — |
| 57 | + Laptop-only deployment with Ollama for small-to-mid manufacturers with |
| 58 | + no existing data platform. Targets NIST MEP center client base. |
| 59 | +- **[CHIPS-Era Tier-2/Tier-3 Supplier](docs/case_studies/chips_supplier.md)** — |
| 60 | + AWS Bedrock / GovCloud deployment for defense-adjacent and |
| 61 | + semiconductor-ecosystem suppliers needing CMMC L2 alignment. |
| 62 | + |
| 63 | +Additional case studies will be added as the framework is deployed in |
| 64 | +production environments. |
| 65 | + |
| 66 | +## Engagement Roadmap |
| 67 | + |
| 68 | +The following outreach is planned to drive adoption with the U.S. |
| 69 | +manufacturing community: |
| 70 | + |
| 71 | +- [ ] arXiv whitepaper submission (Q3 2026 target) |
| 72 | +- [ ] Outreach to 3 NIST MEP regional centers, starting with the Texas |
| 73 | + Manufacturing Assistance Center |
| 74 | +- [ ] Outreach to CESMII, MxD, and ARM Institute (Manufacturing USA) |
| 75 | +- [ ] Conference submission: IIoT World, Hannover Messe USA, ARC Industry |
| 76 | + Forum |
| 77 | +- [ ] Academic outreach: 2-3 university Industry-4.0 labs publishing in |
| 78 | + agentic AI for manufacturing |
| 79 | + |
| 80 | +## How to Cite |
| 81 | + |
| 82 | +If you use this framework in research, see the `@software` block in |
| 83 | +[`CITATION.cff`](./CITATION.cff) and the citation snippet in the [README](./README.md#citation). |
| 84 | + |
| 85 | +## How to Report Use |
| 86 | + |
| 87 | +Using this framework in production, research, or teaching? Open a PR |
| 88 | +adding a row to the relevant table above, or open an issue with the |
| 89 | +"impact" label and we'll add it. Citations and adoption are valuable |
| 90 | +signals for the framework's continued development and for the U.S. |
| 91 | +manufacturing community generally. |
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