> For the complete documentation index, see [llms.txt](https://osintelligence-llc.gitbook.io/osintelligence/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://osintelligence-llc.gitbook.io/osintelligence/part-iv-the-evidence-what-worked/21-the-watcher/references-and-provenance.md).

# References & provenance

### References & provenance

*Reference set at first-draft confidence; the full list is web-verified in the series reference-audit phase before release (the program's standing anti-hallucination discipline). No internal system identifiers appear in the body.*

**Process supervision & LLM-as-judge:** Lightman, H., et al. (2023). "Let's Verify Step by Step." [arXiv:2305.20050](https://arxiv.org/abs/2305.20050) · Zheng, L., et al. (2023). "Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena." *NeurIPS 2023.*

**Tool interfaces & the protocol layer:** the Model Context Protocol tool-discovery literature, including MCP-Zero (Fei et al. 2025, [arXiv:2506.01056](https://arxiv.org/abs/2506.01056)) and work on tool-description quality (Hasan et al. 2026, [arXiv:2602.14878](https://arxiv.org/abs/2602.14878)), against which the phantom-tool-as-governance pattern is positioned as a distinct use of the tool-schema surface.

**Human-in-the-loop & active learning:** Settles, B. (2009). *Active Learning Literature Survey.* UW-Madison TR 1648 · Amershi, S., et al. (2014). "Power to the People: The Role of Humans in Interactive Machine Learning." *AI Magazine* 35(4).

**Companion papers (this series):** [*The Sovereign Triad*](/osintelligence/part-i-the-architecture/1-the-sovereign-triad.md) (Chapter 1; the External Governor, of which the Watcher is the frontier-model realization) · [*The Sovereign Corpus Engine*](/osintelligence/part-ii-the-discipline/7-the-sovereign-corpus-engine.md) (Chapter 7; the intervention-corpus the Watcher trains on) · [*The Drift Taxonomy*](/osintelligence/part-iii-the-evidence-what-broke/9-the-drift-taxonomy.md) (Chapter 9; the failure ontology) · [*Stateless by Construction*](/osintelligence/part-i-the-architecture/4-stateless-by-construction.md) (Chapter 4; the hooks-vs-judgment division) · [*Watcher KL-Drift Floor*](/osintelligence/part-iv-the-evidence-what-worked/19-watcher-kl-drift-floor.md) (Chapter 19; the earlier-phase measurement this arc extends). Cited in-series by title.

**Evidence & seal.** The pre-registration behind this chapter, the frozen Gen-2 literal-statement H1-H5 battery reproduced verbatim with the canonical self-hash quoted from its sidecar (and the §99/§100 corrigenda summarized), is in the record's evidence section: [Watcher Gen-2 Literal-Statement Classifier (cycle25)](/osintelligence/evidence-and-seals/watcher-gen-2-literal-statement-classifier-cycle25.md).

### AI-assistance disclosure

Claude (Anthropic) was used as a research tool in the preparation of this chapter, assisting with drafting, structuring and successive revision. The specific model versions were not recorded at the time of authorship and so are not named here. No AI system is listed as an author or credited as a contributor, in line with COPE and ICMJE guidance: an AI system cannot take responsibility for the work, cannot assert competing interests, and cannot enter a licence agreement. The author verified every claim in this chapter against the sealed artifacts and is solely accountable for it.

**Citation (preferred):** Kistner, J. (2026). *The Watcher: Mechanizing the Operator's Correction Reflex*, version 1.0.0. OSINTelligence LLC.

**License:** CC BY 4.0 (text). All referenced code artifacts are MIT licensed unless otherwise noted.

**Corresponding author:** Jamey Kistner, <jamey.kistner@osintelligence.io>, OSINTelligence LLC (Columbus, OH).

***

*The Sovereign Stack · The Watcher · Chapter 21 · Part IV · v1.0.0 · License CC BY 4.0 · © Jamey Kistner, OSINTelligence LLC*