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91 changes: 91 additions & 0 deletions IMPACT.md
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# Impact Log

Living record of adoption, recognition, citations, and engagement around the
Industrial Agentic Intelligence Framework. Updated quarterly.

**Last updated:** 2026-06-01

## At a Glance

| Metric | Value | As of |
|---|---|---|
| GitHub stars | 11 | 2026-06-01 |
| Forks | 8 | 2026-06-01 |
| Watchers | 2 | 2026-06-01 |
| Open / closed issues | TBD — populated quarterly | 2026-06-01 |
| External citations | 0 (whitepaper publication pending) | 2026-06-01 |
| Talks / presentations | 0 (planned: see below) | 2026-06-01 |

## Adoption Signals

### Independent forks
Filed forks of this repository, with public-facing notes where available.
| Date | Fork owner | Stated use case |
|---|---|---|
| TBD — populated quarterly | | |

### Organizations evaluating or piloting
NIST MEP regional centers, Manufacturing USA institutes, academic labs,
and SMMs known to be evaluating the framework.
| Date | Organization | Role | Status |
|---|---|---|---|
| TBD — populated quarterly | | | |

## Citations and References

### Academic citations
| Date | Citing work | Venue | DOI / URL |
|---|---|---|---|
| TBD — whitepaper publication pending | | | |

### Industry / press / blog mentions
| Date | Outlet | Title | URL |
|---|---|---|---|
| TBD — populated quarterly | | | |

## Talks and Presentations

| Date | Venue | Talk title | Slides / video |
|---|---|---|---|
| TBD — planned: IIoT World, ARC Industry Forum, NIST MEP National Network, Manufacturing USA institute roundtables | | | |

## Case Studies

The framework's reference case studies, with the audience each targets:

- **[SMM Starter](docs/case_studies/smm_starter.md)** —
Laptop-only deployment with Ollama for small-to-mid manufacturers with
no existing data platform. Targets NIST MEP center client base.
- **[CHIPS-Era Tier-2/Tier-3 Supplier](docs/case_studies/chips_supplier.md)** —
AWS Bedrock / GovCloud deployment for defense-adjacent and
semiconductor-ecosystem suppliers needing CMMC L2 alignment.

Additional case studies will be added as the framework is deployed in
production environments.

## Engagement Roadmap

The following outreach is planned to drive adoption with the U.S.
manufacturing community:

- [ ] arXiv whitepaper submission (Q3 2026 target)
- [ ] Outreach to 3 NIST MEP regional centers, starting with the Texas
Manufacturing Assistance Center
- [ ] Outreach to CESMII, MxD, and ARM Institute (Manufacturing USA)
- [ ] Conference submission: IIoT World, Hannover Messe USA, ARC Industry
Forum
- [ ] Academic outreach: 2-3 university Industry-4.0 labs publishing in
agentic AI for manufacturing

## How to Cite

If you use this framework in research, see the `@software` block in
[`CITATION.cff`](./CITATION.cff) and the citation snippet in the [README](./README.md#citation).

## How to Report Use

Using this framework in production, research, or teaching? Open a PR
adding a row to the relevant table above, or open an issue with the
"impact" label and we'll add it. Citations and adoption are valuable
signals for the framework's continued development and for the U.S.
manufacturing community generally.
2 changes: 2 additions & 0 deletions README.md
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[![Python 3.11+](https://img.shields.io/badge/python-3.11%2B-blue)](https://www.python.org)
[![CMMC L2 Aligned](https://img.shields.io/badge/CMMC-L2%20Aligned-green)](docs/governance/cmmc_l2_mapping.md)

> 📊 See [`IMPACT.md`](./IMPACT.md) for adoption signals, citations, and the engagement roadmap.

---

## Why This Exists
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