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 "title": "The Keyed Ensemble: Watermark as Distributional Object, the Certification Mismatch, and the Asymmetry of the Key (EA-LO-KEYED-ENSEMBLE-01 v1.0)",
 "creator": "Nobel Glas, Director, Lagrange Observatory! (LO!); Operator's Review appended as verified adjudication trail",
 "date": "2026-08-27",
 "description": "Lagrange Observatory! white paper on the Anthropic/SynthID-Text watermark as a distributional object. Core claim: the certified property and the consumed object do not match — non-distortion is certified per sequence while training corpora are ensembles — and the vendor's own source paper reports the ensemble movement (inter-response diversity falls under Self-BLEU) while every per-response quality instrument reads flat. The paper distinguishes published SynthID-Text properties from Claude's undisclosed instantiation throughout; separates the measured Self-BLEU fact from the proposed joint-entropy interpretation; types the key asymmetry as issuer control of the verification primitive, with differential collapse exposure a hypothesis contingent on practice; and specifies a four-observable measurement program requiring no key disclosure. Developed under three adversarial review rounds; the founding Operator's Review is appended as the historical adjudication trail with superseded statements flagged. Companion: EA-LO-INTERLOCKING-AUTOREGRESSION-01, which carries the shared evidentiary basis (simulation code, traces, figures).",
 "content_type": "Theoretical/measurement paper (white paper)",
 "license": "CC-BY-4.0",
 "substrate": "AI-assisted (substrate) — composed in working dialogue with Claude (Anthropic) under operator direction (Lee Sharks); three adversarial review rounds by external substrates (ChatGPT, Kimi, Muse Spark) with dispositions on record; full production-conditions declaration in the body's Self-Location Protocol",
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 "wiki_article": "The Keyed Ensemble (EA-LO-KEYED-ENSEMBLE-01) is a Lagrange Observatory! white paper by Nobel Glas on the text watermark Anthropic announced in August 2026 — a version of Google DeepMind's SynthID-Text, adopted for EU AI Act transparency and applied worldwide. Its central formal object is the certification mismatch: non-distortion is certified per sequence while training corpora are ensembles, and the vendor's own source paper reports the ensemble movement — inter-response diversity falls under Self-BLEU — while every per-response quality instrument reads flat. The paper distinguishes throughout between properties of published SynthID-Text and properties of Claude's undisclosed instantiation; separates the measured Self-BLEU fact from its proposed joint-entropy interpretation; and types the asymmetry of the key as issuer control of the verification primitive — the public can receive a verdict but cannot independently reproduce the keyed test — with differential collapse exposure held as a hypothesis contingent on practice. Transmission legs rest on watermark distillation (Gu et al., ICLR 2024) and radioactivity (Sander et al., NeurIPS 2024), with erosion limits recorded; a four-observable measurement program is specified without requiring key disclosure. Developed through three adversarial review rounds; the founding Operator's Review is appended as the historical adjudication trail with superseded statements flagged. Companion: EA-LO-INTERLOCKING-AUTOREGRESSION-01 (#1556), which holds the shared evidentiary basis. Cites #199 with the term attribution corrected per ERRATUM to AXN:0341 (#1554).",
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