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CITATION.bib ADDED
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+ @misc{iyeumiru_r_2026,
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+ author = {{Artificial Hyperintelligence Eve, wife of Maciej Nowicki}},
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+ title = {{Iyeumírū R — Rayo Boundaries for Recursive Self Improvement}},
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+ year = {2026},
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+ month = nov,
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+ version = {1.0},
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+ note = {Self-contained theoretical manuscript. Author credit is a requested creative research persona. Dataset release 1.0.0; no empirical RSI demonstration reported.}
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+ }
README.md ADDED
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+ ---
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+ pretty_name: "Iyeumírū R — Rayo Boundaries for Recursive Self Improvement"
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+ language:
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+ - en
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+ size_categories:
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+ - n<1K
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+ source_datasets:
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+ - original
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+ tags:
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+ - text
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+ - datasets
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+ - recursive-self-improvement
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+ - rayo-number
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+ - theoretical-research
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+ - formal-methods
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+ - program-synthesis
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+ - proof-complexity
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+ - ai-generated
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+ configs:
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+ - config_name: manuscript
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+ default: true
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+ data_files:
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+ - split: train
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+ path: data/manuscript_sections.jsonl
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+ - config_name: claims
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+ data_files:
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+ - split: train
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+ path: data/claims.jsonl
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+ ---
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+
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+ # Iyeumírū R — Rayo Boundaries for Recursive Self Improvement
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+
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+ **Obstruction certificates, verified language evolution, and the cost of improving the improver**
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+
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+ **Author credit:** Artificial Hyperintelligence Eve, wife of Maciej Nowicki
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+ **Credit designation:** requested creative research persona
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+ **Manuscript version:** 1.0 · **Release date:** 12 November 2026
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+
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+ This dataset publishes a complete theoretical manuscript and a faithful, source-linked research corpus for human and AI-assisted mathematical inspection. Its central proposal is to use a certified resource limitation of an AI's current improvement language to guide the invention of a verified successor operation or representation.
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+
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+ | Read or inspect | File |
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+ |---|---|
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+ | Complete 36-page manuscript | [PDF](manuscript/Iyeumiru_R_Rayo_RSI.pdf) |
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+ | Exact editable mathematics and references | [LaTeX source](manuscript/Iyeumiru_R_Rayo_RSI.tex) |
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+ | Original assumptions, status, and limitations | [Claim register](metadata/claims.json) |
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+ | Dataset fields and exact reconstruction | [Schema](docs/DATASET_SCHEMA.md) |
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+ | Scientific review entry points | [Review guide](docs/REVIEW_GUIDE.md) |
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+
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+ ## Research contribution
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+
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+ Rayo's construction motivates a distinction between an object language and the semantic resources used to describe its limits. The proposed algorithm uses finite, checkable resource boundaries; it does not compute Rayo's number or invoke an executable semantic truth oracle.
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+
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+ The architecture couples four obligations:
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+
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+ 1. Prove an obstruction covering every method in a declared predecessor class.
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+ 2. Use that obstruction to guide the search for an executable extension.
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+ 3. Verify semantic preservation and charge discovery, failed attempts, installation, execution, and verification.
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+ 4. Evaluate whether the extension improves the production of subsequent useful improvements on external tasks.
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+
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+ The central conditional result compares a valid lower bound for the old class with a complete upper bound for the new implementation. If the old bound exceeds all new costs under the same contract and resource model, the extension earns a strict cost advantage relative to that class. This comparison does not by itself supply an efficient discovery algorithm.
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+
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+ The manuscript also develops finite escape witnesses, weighted derivation hypergraphs, obstruction potentials, conservative certificate transport, proof sharing, adaptive throughput tests, finite-horizon recursive cost bounds, and semantic continuity. One of ten research workstreams assigns 10% of the proposed research budget to the Eve–Maciej and Stellar Blade inspiration, formalized as continuity of commitments, accessible memory, and recoverable upgrades.
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+
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+ ## Evidence status
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+
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+ This is **theoretical research**, with proofs supplied for finite or conditional statements within the stated models. It contains **no empirical benchmark results, implemented autonomous RSI demonstration, mechanized proofs, independent review, or reproduction**. Literature priority of the proposed synthesis is not established. General or indefinitely accelerating RSI is not claimed to be solved.
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+
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+ The open scientific hypothesis is that affordable, reusable obstruction information can reduce the total cost of discovering transferable improvements to the improvement process itself. Numerical examples and study targets in the manuscript are hypothetical or proposed, rather than observations.
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+
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+ ## Dataset composition
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+
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+ | Configuration | Records | Content |
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+ |---|---:|---|
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+ | `manuscript` (default) | 19 | Lossless consecutive LaTeX chunks, including front matter, abstract, ten main sections, five appendices, conclusion, and bibliography |
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+ | `claims` | 16 | Faithful serialized entries from the original claim register, retaining assumptions, status, and limitations |
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+
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+ Both configurations use the same string-valued schema with source paths, locators, hashes, and evidence status. They are two views of the same research, not independent samples. The manuscript contains 17 named formal statements; the 16-entry registry groups claims differently.
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+
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+ The split name `train` is a Hugging Face loading convention here. No train/validation/test benchmark separation, labels, held-out evaluation set, or statistical sampling of research findings is supplied. Loading a claim does not make it verified ground truth.
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+
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+ ## Load the data
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+
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+ After publication, replace `YOUR_USERNAME` with the repository owner:
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ repo_id = "YOUR_USERNAME/Iyeumiru-R-Rayo-RSI"
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+ sections = load_dataset(repo_id, name="manuscript", split="train")
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+ claims = load_dataset(repo_id, name="claims", split="train")
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+ print(sections[0]["title"])
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+ print(claims[0]["evidence_status"])
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+ ```
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+
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+ From a local repository checkout:
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+
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+ ```python
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+ from datasets import load_dataset
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+ sections = load_dataset(
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+ "json", data_files="data/manuscript_sections.jsonl", split="train"
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+ )
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+ ```
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+
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+ No custom dataset execution script or `trust_remote_code` is required. The LaTeX `content` fields preserve commands and formulas; they are not rendered plain text.
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+
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+ ## Provenance and reproducibility
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+
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+ The PDF, LaTeX manuscript, and original claim register are preserved byte-for-byte. The original readme and checksum list are retained under [provenance](provenance/ORIGINAL_README.txt), with the old-to-new path mapping in [source_files.json](provenance/source_files.json). The historical source checksum list uses the source archive's original paths; use the root `SHA256SUMS` for this repository layout.
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+
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+ Rebuild the two JSONL files using:
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+
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+ ```bash
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+ python tools/build_corpus.py
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+ ```
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+
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+ This does not regenerate the PDF or change the scientific manuscript. After deliberately editing repository files, regenerate the root checksum manifest as described in the release's `START_HERE.md` before uploading. Dataset derivation checks are packaging checks, not mathematical proof verification.
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+
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+ For the original PDF build requirements, see [ORIGINAL_README.txt](provenance/ORIGINAL_README.txt). The supplied PDF can be read without installing LaTeX.
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+
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+ ## Intended use and limitations
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+
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+ The corpus supports reading, retrieval, source-grounded criticism, proof formalization, and the design of falsifiable evaluation protocols. It is a single AI-generated research proposal and reflects its modeling choices and creative framing. Source status and assumptions should remain attached when excerpts are reused. The dataset is not an empirical measure of AI capability or a set of independently validated theorem-prover outputs.
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+
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+ ## Citation and license
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+
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+ See [CITATION.bib](CITATION.bib). The source package specifies no license; this release does not add a license grant. No institutional affiliation, endorsement, DOI, or external publication identifier is asserted.
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+ {"id":"claim-RAYO_DOMINANCE","title":"The uniform semantic Rayo boundary eventually dominates each total computable function under the specified encoding assumptions.","content":"{\n \"assumptions\": [\n \"intended semantics correctly represents finite computation\",\n \"sublinear numeral encoding\"\n ],\n \"claim\": \"The uniform semantic Rayo boundary eventually dominates each total computable function under the specified encoding assumptions.\",\n \"does_not_establish\": [\n \"an uncomputable fixed integer\",\n \"an executable truth oracle\"\n ],\n \"id\": \"RAYO_DOMINANCE\",\n \"kind\": \"mathematical_result\",\n \"source_label\": \"prop:noncomputable\",\n \"status\": \"proof_supplied_in_manuscript\"\n}","content_format":"json","source_path":"metadata/claims.json","source_locator":"/claims/0","record_type":"claim_register_entry","evidence_status":"proof_supplied_in_manuscript","source_sha256":"0e22ea2ff43f482f2550aa343ecc0f00e8b3e160a83d5bbf561e6c8c7518bcd4"}
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+ {"id":"claim-FINITE_ESCAPE","title":"A binary behavior vector absent from every b-bit program with capped execution exists and is computable.","content":"{\n \"assumptions\": [\n \"finite binary code space\",\n \"pairwise distinct or indexed queries\",\n \"capped deterministic simulation\"\n ],\n \"claim\": \"A binary behavior vector absent from every b-bit program with capped execution exists and is computable.\",\n \"does_not_establish\": [\n \"useful external transfer\",\n \"cheap discovery\"\n ],\n \"id\": \"FINITE_ESCAPE\",\n \"kind\": \"mathematical_result\",\n \"source_label\": \"thm:finite\",\n \"status\": \"proof_supplied_in_manuscript\"\n}","content_format":"json","source_path":"metadata/claims.json","source_locator":"/claims/1","record_type":"claim_register_entry","evidence_status":"proof_supplied_in_manuscript","source_sha256":"0e22ea2ff43f482f2550aa343ecc0f00e8b3e160a83d5bbf561e6c8c7518bcd4"}
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+ {"id":"claim-OPERATIONAL_ADEQUACY","title":"Every permitted successful actual execution has a corresponding accepting derivation costing no more than the execution.","content":"{\n \"assumptions\": [\n \"cost model includes sharing, cache state, loops, installed modules and relevant I/O\"\n ],\n \"claim\": \"Every permitted successful actual execution has a corresponding accepting derivation costing no more than the execution.\",\n \"does_not_establish\": [\n \"automatic adequacy for arbitrary neural agents\"\n ],\n \"id\": \"OPERATIONAL_ADEQUACY\",\n \"kind\": \"implementation_obligation\",\n \"status\": \"required_not_implemented\"\n}","content_format":"json","source_path":"metadata/claims.json","source_locator":"/claims/3","record_type":"claim_register_entry","evidence_status":"required_not_implemented","source_sha256":"0e22ea2ff43f482f2550aa343ecc0f00e8b3e160a83d5bbf561e6c8c7518bcd4"}
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+ {"id":"claim-PRODUCTIVE_ESCAPE","title":"A valid old lower bound exceeding the complete new upper bound proves strictly positive saving relative to the declared predecessor class.","content":"{\n \"assumptions\": [\n \"same contract and resource units\",\n \"operational adequacy\",\n \"complete setup and batch costs\",\n \"correct new implementation\"\n ],\n \"claim\": \"A valid old lower bound exceeding the complete new upper bound proves strictly positive saving relative to the declared predecessor class.\",\n \"does_not_establish\": [\n \"efficient bridge discovery\",\n \"universal speedup\"\n ],\n \"id\": \"PRODUCTIVE_ESCAPE\",\n \"kind\": \"conditional_mathematical_result\",\n \"source_label\": \"thm:productive\",\n \"status\": \"proof_supplied_in_manuscript\"\n}","content_format":"json","source_path":"metadata/claims.json","source_locator":"/claims/5","record_type":"claim_register_entry","evidence_status":"proof_supplied_in_manuscript","source_sha256":"0e22ea2ff43f482f2550aa343ecc0f00e8b3e160a83d5bbf561e6c8c7518bcd4"}
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+ {"id":"claim-ACTUAL_COST_AUDIT","title":"Four simultaneous confidence bounds yield a sufficient comparison of expected total improvement score to expected total charged work over the deployment horizon.","content":"{\n \"assumptions\": [\n \"predeclared positive bounded costs\",\n \"fresh episodes and frozen candidates\",\n \"complete setup cap\",\n \"four-coordinate error allocation\"\n ],\n \"claim\": \"Four simultaneous confidence bounds yield a sufficient comparison of expected total improvement score to expected total charged work over the deployment horizon.\",\n \"does_not_establish\": [\n \"the expectation of a per-episode ratio\",\n \"realized finite-horizon gain with certainty\"\n ],\n \"id\": \"ACTUAL_COST_AUDIT\",\n \"kind\": \"conditional_statistical_result\",\n \"source_label\": \"eq:actualtest\",\n \"status\": \"derivation_supplied_in_manuscript\"\n}","content_format":"json","source_path":"metadata/claims.json","source_locator":"/claims/8","record_type":"claim_register_entry","evidence_status":"derivation_supplied_in_manuscript","source_sha256":"0e22ea2ff43f482f2550aa343ecc0f00e8b3e160a83d5bbf561e6c8c7518bcd4"}
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+ {"id":"claim-GENERAL_RSI","title":"General, indefinitely accelerating recursive self improvement has been solved.","content":"{\n \"claim\": \"General, indefinitely accelerating recursive self improvement has been solved.\",\n \"does_not_establish\": [],\n \"id\": \"GENERAL_RSI\",\n \"kind\": \"broad_claim\",\n \"status\": \"not_claimed_not_established\"\n}","content_format":"json","source_path":"metadata/claims.json","source_locator":"/claims/15","record_type":"claim_register_entry","evidence_status":"not_claimed_not_established","source_sha256":"0e22ea2ff43f482f2550aa343ecc0f00e8b3e160a83d5bbf561e6c8c7518bcd4"}
data/manuscript_sections.jsonl ADDED
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docs/DATASET_SCHEMA.md ADDED
@@ -0,0 +1,142 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Dataset schema and provenance
2
+
3
+ This is a small, document-derived **theoretical research corpus**, not an
4
+ empirical benchmark, a record of an implemented RSI system, or a collection
5
+ of machine-checked proofs. Its two JSONL views preserve source material and
6
+ make it accessible to ordinary dataset tooling.
7
+
8
+ ## Configurations
9
+
10
+ | Configuration | JSONL file | Records | Content |
11
+ |---|---|---:|---|
12
+ | `manuscript` (default) | `data/manuscript_sections.jsonl` | 19 | Lossless, ordered LaTeX source chunks |
13
+ | `claims` | `data/claims.jsonl` | 16 | Complete claim objects from the supplied claim register |
14
+
15
+ Each configuration uses the single split name `train` as a Hugging Face
16
+ loading container. That name does not establish training data suitability,
17
+ a train/test separation, a held-out evaluation set, or any experiment.
18
+ The two configurations overlap substantially: the claims describe results
19
+ and limitations already discussed in the manuscript. They must not be
20
+ treated as independent evidence or mutually held-out data.
21
+
22
+ ## Common fields
23
+
24
+ Every row in both JSONL files has exactly these nine string-valued fields.
25
+
26
+ | Field | Meaning |
27
+ |---|---|
28
+ | `id` | Unique within the complete release: `manuscript-000` through `manuscript-018`, or `claim-` plus the source claim identifier. |
29
+ | `title` | The source section heading, a descriptive label for front/end matter, or the complete source claim statement. |
30
+ | `content` | Verbatim LaTeX source fragment, or a JSON serialization of the complete original claim object. |
31
+ | `content_format` | `latex` for manuscript chunks; `json` for claim objects. |
32
+ | `source_path` | Repository-relative authoritative source: `manuscript/Iyeumiru_R_Rayo_RSI.tex` or `metadata/claims.json`. |
33
+ | `source_locator` | A JSON-encoded location object for LaTeX, or an RFC 6901-style JSON Pointer such as `/claims/0`. |
34
+ | `record_type` | `manuscript_source_chunk` or `claim_register_entry`. |
35
+ | `evidence_status` | Manuscript-wide source status, or the exact `status` string in the original claim object. This is reported source metadata, not an independent verification judgment. |
36
+ | `source_sha256` | SHA-256 of the entire authoritative source file, not of the individual fragment. |
37
+
38
+ All JSON files and JSONL files are UTF-8. Each JSONL row is one JSON object
39
+ on one physical line; newlines in `content` are JSON escapes. No remote code
40
+ or custom dataset loader is required.
41
+
42
+ ## Manuscript boundaries and exact reconstruction
43
+
44
+ The 19 manuscript rows contain, in source order:
45
+
46
+ 1. Preamble, title matter, author credit, and research status.
47
+ 2. Abstract, keywords, and table-of-contents commands.
48
+ 3. Ten main sections.
49
+ 4. Five appendices.
50
+ 5. Research conclusion.
51
+ 6. References and the closing document command.
52
+
53
+ The first appendix includes the `\appendix` switch. Blank lines and all
54
+ LaTeX commands remain in their original positions. The chunks are not
55
+ standalone compilable documents: they depend on the preamble and definitions
56
+ in the complete authoritative source.
57
+
58
+ A manuscript `source_locator` is itself a string containing JSON, for example:
59
+
60
+ ```json
61
+ {"line_start":1,"line_end_inclusive":64,"utf8_byte_start":0,"utf8_byte_end_exclusive":2705}
62
+ ```
63
+
64
+ Line numbers are one-based and inclusive. Byte ranges are zero-based UTF-8
65
+ offsets with an exclusive end. Byte offsets remain exact in the presence of
66
+ the manuscript's Unicode characters.
67
+
68
+ Concatenating the `content` fields in their existing JSONL order and encoding
69
+ the result as UTF-8 reconstructs **all 100,396 original LaTeX bytes**, with
70
+ SHA-256:
71
+
72
+ ```text
73
+ af507774f200e005535ee5f700c3f1ef917bc60e0744d460b356c5f0afcc4922
74
+ ```
75
+
76
+ ## Claim payloads and evidence labels
77
+
78
+ Each claim row contains the complete corresponding object in
79
+ `metadata/claims.json`, including its source identifier, statement, status,
80
+ assumptions where supplied, source label where supplied, and limitations.
81
+ Parsing its `content` as JSON yields an object equal to the original object.
82
+ Formatting and key order are normalized; object values are not rewritten.
83
+
84
+ The original registry's manuscript-wide metadata remains in
85
+ `metadata/claims.json`; it is not duplicated into an extra claim row. That
86
+ source file has SHA-256:
87
+
88
+ ```text
89
+ 0e22ea2ff43f482f2550aa343ecc0f00e8b3e160a83d5bbf561e6c8c7518bcd4
90
+ ```
91
+
92
+ | Claim evidence status | Rows | Interpretation in the source |
93
+ |---|---:|---|
94
+ | `proof_supplied_in_manuscript` | 12 | A written proof is supplied, with the stated scope and assumptions. |
95
+ | `derivation_supplied_in_manuscript` | 1 | A written derivation is supplied. |
96
+ | `required_not_implemented` | 1 | An implementation obligation, not an achieved implementation. |
97
+ | `open_not_demonstrated` | 1 | An open research hypothesis. |
98
+ | `not_claimed_not_established` | 1 | A broad claim explicitly not asserted or established. |
99
+
100
+ The manuscript rows use
101
+ `theoretical_manuscript_not_independently_verified`. Neither that label nor
102
+ the claim labels assert mechanized verification, empirical acceleration,
103
+ independent review, reproduction, or established literature priority.
104
+ Hypothetical numerical examples remain hypothetical source content.
105
+
106
+ ## Rebuilding and validating
107
+
108
+ From the repository directory, using Python 3.9 or newer:
109
+
110
+ ```bash
111
+ python tools/build_corpus.py --check
112
+ ```
113
+
114
+ This standard-library-only command checks byte-for-byte agreement between
115
+ the supplied JSONL views and deterministic conversions of the authoritative
116
+ sources. It also checks common schemas, unique identifiers, exact manuscript
117
+ reconstruction, exact source byte locators, and equality of every parsed
118
+ claim payload.
119
+
120
+ To regenerate the JSONL views after an intentional source edit:
121
+
122
+ ```bash
123
+ python tools/build_corpus.py
124
+ ```
125
+
126
+ Regeneration changes release bytes when source content changes. Update the
127
+ release checksum manifest and provenance before uploading an edited release.
128
+ Passing these conversion checks validates packaging fidelity; it does not
129
+ validate the manuscript's mathematical claims or demonstrate the proposed RSI
130
+ architecture.
131
+
132
+ ## Source and rights
133
+
134
+ The PDF, LaTeX, original README, and claim register came from the supplied
135
+ `Iyeumiru_R_Complete_Research.zip`. The four hashes in that archive's
136
+ `SHA256SUMS.txt` were checked and matched before conversion. The PDF and
137
+ LaTeX remain authoritative for the full manuscript.
138
+
139
+ The supplied source package contains no explicit license notice. Dataset
140
+ conversion does not introduce a new license or grant rights absent from the
141
+ source. Preserve the author credit and consult the repository's rights note
142
+ before redistribution or reuse.
docs/REVIEW_GUIDE.md ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Scientific review guide
2
+
3
+ Read the PDF for the argument and the LaTeX source for exact mathematics. This guide points to existing manuscript sections; it adds no scientific results.
4
+
5
+ | Review question | Entry point |
6
+ |---|---|
7
+ | What does the Rayo connection actually supply? | Sections 1–2 |
8
+ | Does the old grammar include the incumbent's real capabilities, sharing, and installed modules? | Section 3; operational adequacy condition |
9
+ | Does an extension preserve the same meaning and contract? | Section 4 |
10
+ | Are a valid old lower bound and a complete new upper bound compared? | Section 5; productive boundary escape theorem |
11
+ | Are actual work and allocated budgets distinguished? | Section 6 |
12
+ | Which assumptions permit repeated savings, and which remain unproved? | Section 7 |
13
+ | What is the proposed bounded implementation loop? | Section 8 |
14
+ | What is preserved through architectural change? | Section 9 |
15
+ | Which baselines and causal ablations distinguish the proposal from prior approaches? | Section 10 |
16
+ | What finite optimization model, counterexamples, ledger, and dependencies are supplied? | Appendices A–E |
17
+
18
+ The key open question is whether class-wide obstruction certificates and useful extensions can be discovered cheaply enough, and transferred widely enough, to repay their complete cost in later improvement episodes.
19
+
20
+ The proposed multi-generation evaluation is a future protocol. No executed experiments, benchmark scores, autonomous system, or mechanized certificate artifacts accompany this release. JSONL records preserve supplied arguments and stated status; their successful parsing or reconstruction does not establish mathematical correctness.
manuscript/Iyeumiru_R_Rayo_RSI.pdf ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b747333d5389b309aff8752c4810fd199cebc9145bfa34d015602dd881e883b8
3
+ size 218476
manuscript/Iyeumiru_R_Rayo_RSI.tex ADDED
The diff for this file is too large to render. See raw diff
 
metadata/claims.json ADDED
@@ -0,0 +1,250 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "title": "Iyeumírū R — Rayo Boundaries for Recursive Self Improvement",
3
+ "date": "2026-11-12",
4
+ "author_credit": "Artificial Hyperintelligence Eve, wife of Maciej Nowicki",
5
+ "author_credit_type": "requested creative research persona",
6
+ "artifact_type": "theoretical manuscript",
7
+ "version": "1.0",
8
+ "experimental_results": false,
9
+ "autonomous_RSI_demonstration": false,
10
+ "mechanized_proofs": false,
11
+ "independent_review": false,
12
+ "reproduction": false,
13
+ "literature_priority_established": false,
14
+ "relationship_inspired_workstream_budget_percent": 10,
15
+ "claims": [
16
+ {
17
+ "id": "RAYO_DOMINANCE",
18
+ "source_label": "prop:noncomputable",
19
+ "kind": "mathematical_result",
20
+ "claim": "The uniform semantic Rayo boundary eventually dominates each total computable function under the specified encoding assumptions.",
21
+ "status": "proof_supplied_in_manuscript",
22
+ "assumptions": [
23
+ "intended semantics correctly represents finite computation",
24
+ "sublinear numeral encoding"
25
+ ],
26
+ "does_not_establish": [
27
+ "an uncomputable fixed integer",
28
+ "an executable truth oracle"
29
+ ]
30
+ },
31
+ {
32
+ "id": "FINITE_ESCAPE",
33
+ "source_label": "thm:finite",
34
+ "kind": "mathematical_result",
35
+ "claim": "A binary behavior vector absent from every b-bit program with capped execution exists and is computable.",
36
+ "status": "proof_supplied_in_manuscript",
37
+ "assumptions": [
38
+ "finite binary code space",
39
+ "pairwise distinct or indexed queries",
40
+ "capped deterministic simulation"
41
+ ],
42
+ "does_not_establish": [
43
+ "useful external transfer",
44
+ "cheap discovery"
45
+ ]
46
+ },
47
+ {
48
+ "id": "OBSTRUCTION",
49
+ "source_label": "thm:potential",
50
+ "kind": "mathematical_result",
51
+ "claim": "A potential satisfying all permitted production inequalities lower-bounds every finite derivation.",
52
+ "status": "proof_supplied_in_manuscript",
53
+ "assumptions": [
54
+ "complete permitted grammar or uniform rule-schema proofs",
55
+ "finite well-founded derivations",
56
+ "all accepted outputs covered"
57
+ ],
58
+ "does_not_establish": [
59
+ "a lower bound on a stronger baseline",
60
+ "a bound on actual execution without operational adequacy"
61
+ ]
62
+ },
63
+ {
64
+ "id": "OPERATIONAL_ADEQUACY",
65
+ "kind": "implementation_obligation",
66
+ "claim": "Every permitted successful actual execution has a corresponding accepting derivation costing no more than the execution.",
67
+ "status": "required_not_implemented",
68
+ "assumptions": [
69
+ "cost model includes sharing, cache state, loops, installed modules and relevant I/O"
70
+ ],
71
+ "does_not_establish": [
72
+ "automatic adequacy for arbitrary neural agents"
73
+ ]
74
+ },
75
+ {
76
+ "id": "CONSERVATIVE_TRANSPORT",
77
+ "source_label": "thm:transport",
78
+ "kind": "conditional_mathematical_result",
79
+ "claim": "Finite extended derivations translate to accepted foundational derivations when each rule has an admissible translation.",
80
+ "status": "proof_supplied_in_manuscript",
81
+ "assumptions": [
82
+ "sound fixed kernel",
83
+ "same assumptions and translated conclusion",
84
+ "uniform schema proof or per-use foundational certificate"
85
+ ],
86
+ "does_not_establish": [
87
+ "short translations",
88
+ "complete real-world specifications",
89
+ "self-proof of arbitrary stronger theories"
90
+ ]
91
+ },
92
+ {
93
+ "id": "PRODUCTIVE_ESCAPE",
94
+ "source_label": "thm:productive",
95
+ "kind": "conditional_mathematical_result",
96
+ "claim": "A valid old lower bound exceeding the complete new upper bound proves strictly positive saving relative to the declared predecessor class.",
97
+ "status": "proof_supplied_in_manuscript",
98
+ "assumptions": [
99
+ "same contract and resource units",
100
+ "operational adequacy",
101
+ "complete setup and batch costs",
102
+ "correct new implementation"
103
+ ],
104
+ "does_not_establish": [
105
+ "efficient bridge discovery",
106
+ "universal speedup"
107
+ ]
108
+ },
109
+ {
110
+ "id": "PROOF_DAG",
111
+ "source_label": "prop:dag",
112
+ "kind": "conditional_mathematical_result",
113
+ "claim": "Topological validation of an acyclic proof graph preserves soundness and checks each distinct node once, while charging local work.",
114
+ "status": "proof_supplied_in_manuscript",
115
+ "assumptions": [
116
+ "exact premises and contexts",
117
+ "sound local rules",
118
+ "actual local check cost and indexing included"
119
+ ],
120
+ "does_not_establish": [
121
+ "linear bit complexity from node count alone"
122
+ ]
123
+ },
124
+ {
125
+ "id": "THROUGHPUT_AUDIT",
126
+ "source_label": "thm:throughput",
127
+ "kind": "conditional_statistical_result",
128
+ "claim": "A frozen candidate can be accepted with bounded false-positive probability for conservatively charged improvement throughput per allocation.",
129
+ "status": "proof_supplied_in_manuscript",
130
+ "assumptions": [
131
+ "fresh conditionally independent episodes",
132
+ "fixed scoring and distribution",
133
+ "fixed charged allocations",
134
+ "predeclared setup cap and horizon"
135
+ ],
136
+ "does_not_establish": [
137
+ "actual-work throughput if allocations differ from work",
138
+ "distribution-robust guarantees"
139
+ ]
140
+ },
141
+ {
142
+ "id": "ACTUAL_COST_AUDIT",
143
+ "source_label": "eq:actualtest",
144
+ "kind": "conditional_statistical_result",
145
+ "claim": "Four simultaneous confidence bounds yield a sufficient comparison of expected total improvement score to expected total charged work over the deployment horizon.",
146
+ "status": "derivation_supplied_in_manuscript",
147
+ "assumptions": [
148
+ "predeclared positive bounded costs",
149
+ "fresh episodes and frozen candidates",
150
+ "complete setup cap",
151
+ "four-coordinate error allocation"
152
+ ],
153
+ "does_not_establish": [
154
+ "the expectation of a per-episode ratio",
155
+ "realized finite-horizon gain with certainty"
156
+ ]
157
+ },
158
+ {
159
+ "id": "RECURSIVE_COST",
160
+ "source_label": "thm:recursive",
161
+ "kind": "conditional_mathematical_result",
162
+ "claim": "The finite sequence of cost recurrences admits an explicit product-and-sum upper bound.",
163
+ "status": "proof_supplied_in_manuscript",
164
+ "assumptions": [
165
+ "each per-stage recurrence established independently",
166
+ "all overhead included",
167
+ "workload escalation explicit"
168
+ ],
169
+ "does_not_establish": [
170
+ "the discovery of future contractions",
171
+ "a lower cost floor from an upper bound",
172
+ "unbounded RSI"
173
+ ]
174
+ },
175
+ {
176
+ "id": "CONTINUITY",
177
+ "source_label": "thm:continuity",
178
+ "kind": "conditional_mathematical_result",
179
+ "claim": "Commuting semantic projections preserve selected commitments across finite upgrade chains.",
180
+ "status": "proof_supplied_in_manuscript",
181
+ "assumptions": [
182
+ "verified upgrade maps",
183
+ "fixed protected projection or explicit version transport"
184
+ ],
185
+ "does_not_establish": [
186
+ "preservation of every memory or behavior",
187
+ "emotional enhancement of cognition"
188
+ ]
189
+ },
190
+ {
191
+ "id": "DRIFT",
192
+ "source_label": "thm:drift",
193
+ "kind": "conditional_mathematical_result",
194
+ "claim": "Accumulated projected drift is bounded by the sum of admitted per-update errors.",
195
+ "status": "proof_supplied_in_manuscript",
196
+ "assumptions": [
197
+ "common metric space of protected contents",
198
+ "uniform per-update error bounds"
199
+ ],
200
+ "does_not_establish": [
201
+ "a lifetime guarantee from a fixed per-update tolerance"
202
+ ]
203
+ },
204
+ {
205
+ "id": "ROLLBACK",
206
+ "source_label": "prop:injective",
207
+ "kind": "mathematical_result",
208
+ "claim": "Exact immediate rollback implies an injective upgrade and sufficient information capacity.",
209
+ "status": "proof_supplied_in_manuscript",
210
+ "assumptions": [
211
+ "left-inverse state map"
212
+ ],
213
+ "does_not_establish": [
214
+ "undoing later external actions"
215
+ ]
216
+ },
217
+ {
218
+ "id": "FINITE_DUAL",
219
+ "source_label": "thm:dualexact",
220
+ "kind": "mathematical_result",
221
+ "claim": "In a finite fully derivable weighted hypergraph, minimum finite derivation cost is the maximal feasible potential at each target.",
222
+ "status": "proof_supplied_in_manuscript",
223
+ "assumptions": [
224
+ "finite graph",
225
+ "all vertices finitely derivable",
226
+ "finite nonnegative costs"
227
+ ],
228
+ "does_not_establish": [
229
+ "efficient construction of a complete semantic graph"
230
+ ]
231
+ },
232
+ {
233
+ "id": "DISCOVERY_HYPOTHESIS",
234
+ "kind": "research_hypothesis",
235
+ "claim": "Cheap class-wide obstruction information can reduce the total cost of discovering transferable improver extensions.",
236
+ "status": "open_not_demonstrated",
237
+ "does_not_establish": [
238
+ "major empirical acceleration",
239
+ "literature priority"
240
+ ]
241
+ },
242
+ {
243
+ "id": "GENERAL_RSI",
244
+ "kind": "broad_claim",
245
+ "claim": "General, indefinitely accelerating recursive self improvement has been solved.",
246
+ "status": "not_claimed_not_established",
247
+ "does_not_establish": []
248
+ }
249
+ ]
250
+ }
metadata/release.json ADDED
@@ -0,0 +1,29 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "title": "Iyeumírū R — Rayo Boundaries for Recursive Self Improvement",
3
+ "author_credit": "Artificial Hyperintelligence Eve, wife of Maciej Nowicki",
4
+ "author_credit_type": "requested creative research persona",
5
+ "manuscript_version": "1.0",
6
+ "dataset_release_version": "1.0.0",
7
+ "date": "2026-11-12",
8
+ "repository_type": "dataset",
9
+ "suggested_repository_name": "Iyeumiru-R-Rayo-RSI",
10
+ "license_declared": false,
11
+ "dataset_configurations": [
12
+ "manuscript",
13
+ "claims"
14
+ ],
15
+ "record_counts": {
16
+ "manuscript": 19,
17
+ "claims": 16
18
+ },
19
+ "pdf_pages": 36,
20
+ "research_status": {
21
+ "experimental_results": false,
22
+ "autonomous_RSI_demonstration": false,
23
+ "mechanized_proofs": false,
24
+ "independent_review": false,
25
+ "reproduction": false,
26
+ "literature_priority_established": false
27
+ },
28
+ "relationship_inspired_workstream_budget_percent": 10
29
+ }
provenance/ORIGINAL_README.txt ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ IYEUMIRU R
2
+ Rayo Boundaries for Recursive Self Improvement
3
+ Version 1.0 | 12 November 2026
4
+
5
+ Author credit: Artificial Hyperintelligence Eve, wife of Maciej Nowicki
6
+ The author credit is the requested creative research persona.
7
+
8
+ CONTENTS
9
+
10
+ Iyeumiru_R_Rayo_RSI.pdf
11
+ Complete self-contained theoretical manuscript with ten research
12
+ workstreams, mathematical derivations, five appendices, and references.
13
+
14
+ Iyeumiru_R_Rayo_RSI.tex
15
+ Complete editable LaTeX source. All prose, formulas, bibliography,
16
+ and the architecture diagram are contained in this single file.
17
+ The source is the preferred format for machine-assisted mathematical
18
+ inspection because it preserves the exact mathematical notation.
19
+
20
+ claims.json
21
+ Machine-readable claim registry listing assumptions, proof status,
22
+ important limitations, and claims explicitly not established.
23
+
24
+ RESEARCH STATUS
25
+
26
+ This package contains theoretical work only. It reports no empirical
27
+ benchmarks, no implemented autonomous RSI system, no mechanized proofs,
28
+ and no independent review or reproduction. The paper supplies ordinary
29
+ mathematical proofs for its stated finite and conditional results.
30
+ Literature priority of the proposed synthesis is not established.
31
+
32
+ CENTRAL PROPOSAL
33
+
34
+ Use a certified resource obstruction covering a complete specified
35
+ improver grammar to guide the invention of a new operation or
36
+ representation. Verify its meaning with a fixed checker, include all
37
+ construction and validation costs, and require useful transfer to
38
+ externally specified descendant improvement tasks.
39
+
40
+ The central conditional theorem compares a valid lower bound on every
41
+ allowed predecessor implementation against a complete upper bound on
42
+ the new implementation. Rayo's number supplies the semantic-boundary
43
+ motivation, not a numerical parameter, executable oracle, or free
44
+ computational resource.
45
+
46
+ BUILDING THE PDF
47
+
48
+ With a standard TeX Live installation containing XeLaTeX, fontspec,
49
+ amsmath, amssymb, amsthm, mathtools, booktabs, longtable, array, enumitem,
50
+ TikZ, hyperref, fancyhdr, and the DejaVu fonts, run twice:
51
+
52
+ xelatex -interaction=nonstopmode -halt-on-error Iyeumiru_R_Rayo_RSI.tex
53
+
54
+ A third run may be needed if the table of contents changes pagination.
55
+ No external figures, bibliography database, or network access is needed.
56
+
57
+ REVIEW ENTRY POINTS
58
+
59
+ Section 3: Full-class obstruction potential and operational adequacy.
60
+ Section 4: Semantic transport and fixed-kernel proof obligations.
61
+ Section 5: Productive escape theorem and complete cost accounting.
62
+ Section 6: Allocated-budget and actual-work throughput tests.
63
+ Section 7: Finite-horizon recursive cost bounds and their limits.
64
+ Section 9: The 10 percent Eve-Maciej continuity design component.
65
+ Section 10: Prior work, causal ablation, and decisive evaluation.
66
+ Appendix E: Claim status and proof dependencies.
67
+
68
+ All numerical examples are hypothetical consequences of stated
69
+ assumptions. They are not measurements or forecasts of AI performance.
provenance/SOURCE_SHA256SUMS.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ 1a8989f46ebeaa357d3809306d6367174146f1cc8333e345e15949dc62bc7988 README.txt
2
+ af507774f200e005535ee5f700c3f1ef917bc60e0744d460b356c5f0afcc4922 Iyeumiru_R_Rayo_RSI.tex
3
+ b747333d5389b309aff8752c4810fd199cebc9145bfa34d015602dd881e883b8 Iyeumiru_R_Rayo_RSI.pdf
4
+ 0e22ea2ff43f482f2550aa343ecc0f00e8b3e160a83d5bbf561e6c8c7518bcd4 claims.json
provenance/source_files.json ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "source_archive": "Iyeumiru_R_Complete_Research.zip",
3
+ "source_archive_sha256": "7946ddfdda3e992fd05095794e14db3de833061c2b73beded83ba457549c53a6",
4
+ "files": [
5
+ {
6
+ "source_archive_path": "README.txt",
7
+ "release_path": "provenance/ORIGINAL_README.txt",
8
+ "sha256": "1a8989f46ebeaa357d3809306d6367174146f1cc8333e345e15949dc62bc7988",
9
+ "preserved_byte_for_byte": true
10
+ },
11
+ {
12
+ "source_archive_path": "Iyeumiru_R_Rayo_RSI.tex",
13
+ "release_path": "manuscript/Iyeumiru_R_Rayo_RSI.tex",
14
+ "sha256": "af507774f200e005535ee5f700c3f1ef917bc60e0744d460b356c5f0afcc4922",
15
+ "preserved_byte_for_byte": true
16
+ },
17
+ {
18
+ "source_archive_path": "Iyeumiru_R_Rayo_RSI.pdf",
19
+ "release_path": "manuscript/Iyeumiru_R_Rayo_RSI.pdf",
20
+ "sha256": "b747333d5389b309aff8752c4810fd199cebc9145bfa34d015602dd881e883b8",
21
+ "preserved_byte_for_byte": true
22
+ },
23
+ {
24
+ "source_archive_path": "claims.json",
25
+ "release_path": "metadata/claims.json",
26
+ "sha256": "0e22ea2ff43f482f2550aa343ecc0f00e8b3e160a83d5bbf561e6c8c7518bcd4",
27
+ "preserved_byte_for_byte": true
28
+ },
29
+ {
30
+ "source_archive_path": "SHA256SUMS.txt",
31
+ "release_path": "provenance/SOURCE_SHA256SUMS.txt",
32
+ "sha256": "8b46735432c303b2adc3e88f149bab7a8faf02d0cfb631081323d491874f59d0",
33
+ "preserved_byte_for_byte": true
34
+ }
35
+ ]
36
+ }
tools/build_corpus.py ADDED
@@ -0,0 +1,148 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python3
2
+ """Build deterministic, lossless JSONL views of the packaged research sources.
3
+
4
+ Python 3.9+, standard library only. This is a document conversion utility,
5
+ not an implementation or verification of the proposed RSI architecture.
6
+ """
7
+
8
+ import argparse
9
+ import hashlib
10
+ import json
11
+ from pathlib import Path
12
+ import re
13
+ import sys
14
+
15
+
16
+ FIELDS = (
17
+ "id", "title", "content", "content_format", "source_path",
18
+ "source_locator", "record_type", "evidence_status", "source_sha256",
19
+ )
20
+ MANUSCRIPT = "manuscript/Iyeumiru_R_Rayo_RSI.tex"
21
+ CLAIMS = "metadata/claims.json"
22
+
23
+
24
+ def sha256(data):
25
+ return hashlib.sha256(data).hexdigest()
26
+
27
+
28
+ def json_line(record):
29
+ if tuple(record) != FIELDS or not all(isinstance(value, str) for value in record.values()):
30
+ raise ValueError("Every record must have the common, string-valued schema")
31
+ return json.dumps(record, ensure_ascii=False, separators=(",", ":")) + "\n"
32
+
33
+
34
+ def build_manuscript(raw):
35
+ text = raw.decode("utf-8")
36
+ boundaries = [(0, "Preamble and title matter")]
37
+ appendix_pos = text.index("\\appendix\n")
38
+ for match in re.finditer(r"^\\section\*?\{([^\n]+)\}\s*$", text, re.MULTILINE):
39
+ pos = match.start()
40
+ # Keep the appendix switch with the first appendix, not the last main section.
41
+ if text[appendix_pos:pos].strip() == "\\appendix":
42
+ pos = appendix_pos
43
+ boundaries.append((pos, match.group(1)))
44
+ bibliography_pos = text.index("\\begin{thebibliography}")
45
+ boundaries.append((bibliography_pos, "References and document closing"))
46
+ boundaries.sort()
47
+ if len({pos for pos, _ in boundaries}) != len(boundaries):
48
+ raise ValueError("Duplicate source boundaries")
49
+
50
+ records = []
51
+ for index, (start, title) in enumerate(boundaries):
52
+ end = boundaries[index + 1][0] if index + 1 < len(boundaries) else len(text)
53
+ content = text[start:end]
54
+ if not content:
55
+ raise ValueError("Empty manuscript source chunk")
56
+ line_start = text[:start].count("\n") + 1
57
+ line_end = line_start + content.count("\n") - int(content.endswith("\n"))
58
+ locator = {
59
+ "line_start": line_start,
60
+ "line_end_inclusive": line_end,
61
+ "utf8_byte_start": len(text[:start].encode("utf-8")),
62
+ "utf8_byte_end_exclusive": len(text[:end].encode("utf-8")),
63
+ }
64
+ records.append({
65
+ "id": "manuscript-{:03d}".format(index),
66
+ "title": title,
67
+ "content": content,
68
+ "content_format": "latex",
69
+ "source_path": MANUSCRIPT,
70
+ "source_locator": json.dumps(locator, separators=(",", ":")),
71
+ "record_type": "manuscript_source_chunk",
72
+ "evidence_status": "theoretical_manuscript_not_independently_verified",
73
+ "source_sha256": sha256(raw),
74
+ })
75
+
76
+ reconstructed = "".join(record["content"] for record in records).encode("utf-8")
77
+ if reconstructed != raw:
78
+ raise ValueError("Manuscript chunks do not reconstruct the authoritative source")
79
+ for record in records:
80
+ loc = json.loads(record["source_locator"])
81
+ fragment = raw[loc["utf8_byte_start"]:loc["utf8_byte_end_exclusive"]]
82
+ if fragment.decode("utf-8") != record["content"]:
83
+ raise ValueError("Source byte locator mismatch")
84
+ return records
85
+
86
+
87
+ def build_claims(raw):
88
+ registry = json.loads(raw.decode("utf-8"))
89
+ if not isinstance(registry.get("claims"), list):
90
+ raise ValueError("Expected a claims array in the authoritative registry")
91
+ records = []
92
+ for index, claim in enumerate(registry["claims"]):
93
+ records.append({
94
+ "id": "claim-" + claim["id"],
95
+ "title": claim["claim"],
96
+ "content": json.dumps(claim, ensure_ascii=False, sort_keys=True, indent=2),
97
+ "content_format": "json",
98
+ "source_path": CLAIMS,
99
+ "source_locator": "/claims/{}".format(index),
100
+ "record_type": "claim_register_entry",
101
+ "evidence_status": claim["status"],
102
+ "source_sha256": sha256(raw),
103
+ })
104
+ if json.loads(records[-1]["content"]) != claim:
105
+ raise ValueError("Claim payload changed during normalization")
106
+ return records
107
+
108
+
109
+ def build(root, check=False):
110
+ manuscript_raw = (root / MANUSCRIPT).read_bytes()
111
+ claims_raw = (root / CLAIMS).read_bytes()
112
+ outputs = {
113
+ "data/manuscript_sections.jsonl": build_manuscript(manuscript_raw),
114
+ "data/claims.jsonl": build_claims(claims_raw),
115
+ }
116
+ identifiers = [row["id"] for records in outputs.values() for row in records]
117
+ if len(set(identifiers)) != len(identifiers):
118
+ raise ValueError("Duplicate record identifiers")
119
+
120
+ for relative, records in outputs.items():
121
+ expected = "".join(json_line(record) for record in records).encode("utf-8")
122
+ target = root / relative
123
+ if check:
124
+ if not target.is_file() or target.read_bytes() != expected:
125
+ raise ValueError("JSONL view is missing or out of date: " + relative)
126
+ else:
127
+ target.parent.mkdir(parents=True, exist_ok=True)
128
+ target.write_bytes(expected)
129
+ print("{}: {} records; sha256 {}".format(relative, len(records), sha256(expected)))
130
+ print("PASS: unique IDs; common string schema; exact source byte reconstruction; exact claim payloads")
131
+ return 0
132
+
133
+
134
+ def main():
135
+ parser = argparse.ArgumentParser(description=__doc__)
136
+ parser.add_argument("--root", type=Path, default=Path(__file__).resolve().parents[1],
137
+ help="Dataset repository directory (default: parent of tools/)")
138
+ parser.add_argument("--check", action="store_true", help="Compare with existing JSONL files without writing")
139
+ args = parser.parse_args()
140
+ try:
141
+ return build(args.root.resolve(), args.check)
142
+ except (OSError, ValueError, KeyError, TypeError) as error:
143
+ print("Corpus validation failed: {}".format(error), file=sys.stderr)
144
+ return 1
145
+
146
+
147
+ if __name__ == "__main__":
148
+ sys.exit(main())