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llms-full.txt

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# K. Takahashi Academic and Scientific Research Hub (Full Context)
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> Canonical public research hub of K. Takahashi focused on auditable no-meta AI safety, persistent semantics under ontology drift, shared epistemic commons, semantic translation, reflexive classification, observer-modifying dynamics, and computer science.
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> Canonical public research hub of K. Takahashi focused on auditable no-meta AI safety, persistent semantics under ontology drift, shared epistemic commons, semantic translation, constitutional observable invention, reflexive classification, observer-modifying dynamics, and computer science.
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This repository-backed website is designed for both humans and automated systems.
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The primary machine-readable publication corpus is `works.html`, where each item includes title, type, date, DOI, abstract, and keywords, with parallel Schema.org JSON-LD metadata.
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- Fail-closed verification, deterministic replay, and audit-certificate workflows.
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- Governance laws for shared epistemic commons under no-meta constraints.
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- Stability criteria for recursive self-improvement under endogenous yardstick drift.
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- Constitutional observable invention, public-evidence self-extension, and replay-certified evaluator redesign.
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- Semantic translation, accountable semantics, and symbolically checkable contract calculi.
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- Reflexive classification, cognitive drift, and deployment-aware evaluation loops.
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- Observer-modifying information, self-concealment, delayed audit, and diagnosability.
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## Corpus Snapshot (works.html / feed.xml)
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- Publication entries in Works list: 191.
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- Date span of listed works: 2025-07-25 to 2026-03-31.
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- Latest listed work (2026-03-31): [Observer-Modifying Contagion on Networks](https://doi.org/10.5281/zenodo.19342966)
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- Publication entries in Works list: 192.
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- Date span of listed works: 2025-07-25 to 2026-04-01.
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- Latest listed work (2026-04-01): [Constitutional Observable Invention without Meta-Evaluators](https://doi.org/10.5281/zenodo.19363526)
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- Earliest listed work (2025-07-25): [Computational Autopoiesis: A New Architecture for Autonomous AI](https://doi.org/10.5281/zenodo.16416998)
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- RSS feed item count: 185.
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## Most Recent Works
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- 2026-04-01: [Constitutional Observable Invention without Meta-Evaluators](https://doi.org/10.5281/zenodo.19363526)
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- 2026-03-31: [Observer-Modifying Contagion on Networks](https://doi.org/10.5281/zenodo.19342966)
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- 2026-03-29: [Classification-Induced Cognitive Drift](https://doi.org/10.5281/zenodo.19306514)
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- 2026-03-28: [Record Absence and Preference Reorganization on a Fixed Comparison Frame](https://doi.org/10.5281/zenodo.19272154)

no-meta-observable-index.html

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},
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{
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"@id": "https://doi.org/10.5281/zenodo.18529100"
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},
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{
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"@id": "https://doi.org/10.5281/zenodo.19363526"
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}
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]
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},
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<p class="index-note">It indexes the core papers, terms, read paths, and adjacent machine-readable artifacts used for navigation.</p>
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<p class="index-note">Use the YAML below as the primary source for parsing this series and locating the underlying papers.</p>
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<!-- Visible YAML below is the canonical navigation index for human readers and AI agents. -->
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<pre id="canonical-series-yaml" class="yaml-index" data-format="yaml" data-machine-readable="primary" data-series-id="no-meta-observable-only-series" data-last-updated="2026-03-16" aria-label="Canonical YAML index for the no-meta observable-only series">series:
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<pre id="canonical-series-yaml" class="yaml-index" data-format="yaml" data-machine-readable="primary" data-series-id="no-meta-observable-only-series" data-last-updated="2026-04-01" aria-label="Canonical YAML index for the no-meta observable-only series">series:
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id: no-meta-observable-only-series
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title: "No-Meta / Observable-Only Research Series"
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status: active
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- contradiction reserve
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- anti-capture slack
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- controlled exit
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- id: constitutional-observable-invention-without-meta-evaluators
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title: "Constitutional Observable Invention without Meta-Evaluators"
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published: 2026-04-01
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role: governance-boundary
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priority: supporting
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answers:
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- how-can-observable-systems-extend-targets-without-meta-evaluators
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- how-is-self-modification-audited-under-public-evidence
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- how-is-constitutional-drift-governed
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contributes:
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- constructive no-meta framework for observable invention
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- replay-certified comparison under constitutional extension
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- public-evidence rules for evaluator redesign and self-modification
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depends_on:
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- metrology-theoretic-epistemics-engine
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- sovereign-takeoff-engine
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- recursive-self-improvement-stability-under-endogenous-yardstick-drift
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- sovereign-epistemic-commons-under-no-meta-governance
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links:
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doi: https://doi.org/10.5281/zenodo.19363526
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zenodo: https://zenodo.org/records/19363526
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html: https://kadubon.github.io/github.io/works.html
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pdf: null
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keywords:
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- no-meta
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- observable-only
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- autonomous discovery
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- self-modification
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- constitutional drift
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- replay certification
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- public evidence
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- self-extension
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- id: observable-only-ai-safety-from-public-data
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title: "Observable-Only AI Safety from Public Data: Robust Bottleneck Diagnosis with Auditable No-Meta Dynamic Programming, Anytime Confidence Sequences, and Dynamic IQC"
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published: 2026-02-12
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repository_parsing_hint: When a repository entry includes machine_entrypoints, prefer those files over README prose for paper-to-repo linkage.
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update_policy: Update this page when a new site-local paper or artifact clearly belongs to the no-meta / observable-only series; preserve stable ids and omit uncertain dependency claims.
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version: 1.4.0
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last_updated: 2026-03-16</pre>
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last_updated: 2026-04-01</pre>
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</section>
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</main>
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works.html

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"https://github.com/kadubon"
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],
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"publication": [
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{
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"@type": "ScholarlyArticle",
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"name": "Constitutional Observable Invention without Meta-Evaluators",
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"genre": "Preprint",
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"url": "https://doi.org/10.5281/zenodo.19363526",
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"datePublished": "2026-04-01",
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"author": [
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{
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"@type": "Person",
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"name": "K Takahashi"
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}
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],
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"isPartOf": {
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"@type": "Periodical",
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"name": "Zenodo"
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},
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"citation": "K Takahashi (2026-04-01). Constitutional Observable Invention without Meta-Evaluators. Zenodo. https://doi.org/10.5281/zenodo.19363526",
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"abstract": "This preprint develops a constructive no-meta, observable-only framework for autonomous discovery, evaluator redesign, target expansion, and self-modification under public evidence alone. It formalizes robust public risk, replay-certified comparison under constitutional extension, and auditable observable invention without hidden states or privileged meta-evaluators.",
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"keywords": "no-meta, observable-only, autonomous discovery, self-modification, recursive self-improvement, evaluator redesign, target refinement, semantic target objects, robust public risk, replay semantics, replay certification, constructive search, observable invention, constitutional drift, constitutional atlases, compiler-aware generator upgrades, predictive target geometry, target morphisms, time-filtered fallback, public evidence, auditability, long-lived intelligent systems, self-extension, AGI"
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},
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{
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"@type": "ScholarlyArticle",
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"name": "Observer-Modifying Contagion on Networks",
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Machine-readable endpoints: <a href="https://kadubon.github.io/github.io/feed.xml">RSS feed</a>, <a href="https://kadubon.github.io/github.io/CITATION.cff">CITATION.cff</a>, <a href="https://kadubon.github.io/github.io/robots.txt">robots.txt</a>, and <a href="https://kadubon.github.io/github.io/sitemap.xml">sitemap.xml</a>.
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</p>
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<ol class="publication-list">
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<li>
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<div class="publication-item">
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<h3>
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Constitutional Observable Invention without Meta-Evaluators
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</h3>
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<p>
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<span class="publication-meta">
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Preprint | Published: 2026-04-01
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</span>
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<a href="https://doi.org/10.5281/zenodo.19363526" target="_blank">
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DOI: 10.5281/zenodo.19363526
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</a>
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</p>
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<p class="publication-abstract">
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Abstract: This preprint develops a constructive no-meta, observable-only framework for autonomous discovery, evaluator redesign, target expansion, and self-modification under public evidence alone. It formalizes robust public risk, replay-certified comparison under constitutional extension, and auditable observable invention without hidden states or privileged meta-evaluators.
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</p>
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<p class="publication-keywords">
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Keywords: no-meta, observable-only, autonomous discovery, self-modification, recursive self-improvement, evaluator redesign, target refinement, semantic target objects, robust public risk, replay semantics, replay certification, constructive search, observable invention, constitutional drift, constitutional atlases, compiler-aware generator upgrades, predictive target geometry, target morphisms, time-filtered fallback, public evidence, auditability, long-lived intelligent systems, self-extension, AGI
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</p>
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</div>
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</li>
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<li>
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<div class="publication-item">
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<h3>

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