cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18721112
title: Data for: Evaluating how restoration frameworks bridge social and ecological dimensions: A mixed methods literature review

description: Data for : Evaluating how restoration frameworks bridge social and ecological dimensions: A mixed methods literature review




Table S4. Articles from literature search: Without-Social dataset 


Table S5. Articles from literature search: With-Social dataset 


Table S6. Screened articles: The screened dataset of 392 articles selected by coauthors that were most relevant to restoration frameworks (with the Social block). The selection was carried out in Rayyan, which allowed us to double-check each co-authors selection. The table also indicates the citationrank for each paper. 


Table S7. Keyword list: Long list of the 2,593 unique keywords from the 392 screened articles dataset. Count refers to the number of articles the keyword appears in.  


Table S8. Word database: The original categories of the SER's ecological and social recovery wheels (Gann et al. 2019), including the 18 attribute and 36 subattribute categories, and the words placed in each category. The 2184 words not placed in any category are in the last row. 


Table S9. Wordrank trends: This table contains the counts in how many papers in the Social block dataset with social block mention the word at least once, in the earlier (2010-2014) and later (2020-2024) five-year periods (Figure 4 in main manuscript). RankFirstfive and RankLastfive is the rank of that word from most to least frequent, and Ranktrend is the change in rank between the two time periods. 


Table S10. In-depth analysis of 17 selected restoration frameworks out of the 50 top cited publications (citation by year rank)
DOI: 10.5281/zenodo.18721111
title: Data for: Evaluating how restoration frameworks bridge social and ecological dimensions: A mixed methods literature review

description: Data for : Evaluating how restoration frameworks bridge social and ecological dimensions: A mixed methods literature review




Table S4. Articles from literature search: Without-Social dataset 


Table S5. Articles from literature search: With-Social dataset 


Table S6. Screened articles: The screened dataset of 392 articles selected by coauthors that were most relevant to restoration frameworks (with the Social block). The selection was carried out in Rayyan, which allowed us to double-check each co-authors selection. The table also indicates the citationrank for each paper. 


Table S7. Keyword list: Long list of the 2,593 unique keywords from the 392 screened articles dataset. Count refers to the number of articles the keyword appears in.  


Table S8. Word database: The original categories of the SER's ecological and social recovery wheels (Gann et al. 2019), including the 18 attribute and 36 subattribute categories, and the words placed in each category. The 2184 words not placed in any category are in the last row. 


Table S9. Wordrank trends: This table contains the counts in how many papers in the Social block dataset with social block mention the word at least once, in the earlier (2010-2014) and later (2020-2024) five-year periods (Figure 4 in main manuscript). RankFirstfive and RankLastfive is the rank of that word from most to least frequent, and Ranktrend is the change in rank between the two time periods. 


Table S10. In-depth analysis of 17 selected restoration frameworks out of the 50 top cited publications (citation by year rank)
DOI: 10.25549/uschist-ouc113247669
title: Daily Trojan, vol. 106, no. 7, Jan 20, 1988

description: Daily Trojan, vol. 106, no. 7, January 20, 1988.
DOI: 10.25549/uschist-ouc113248436
title: Daily Trojan, vol. 113, no. 63, Dec 5, 1990

description: Daily Trojan, vol. 113, no. 62 [sic, i.e. 63], December 5, 1990.
DOI: 10.15468/dl.nujk3z
title: Occurrence Download

description: A dataset containing 25748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachythemis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25748 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033619-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-ouc113249036
title: Daily Trojan, vol. 114, no. 4, Jan 14, 1991

description: Daily Trojan, vol. 114, no. 4, January 14, 1991.
DOI: 10.25549/uschist-ouc113248945
title: Daily Trojan, vol. 114, no. 6, Jan 16, 1991

description: Daily Trojan, vol. 114, no. 6, January 16, 1991.
DOI: 10.25549/uschist-ouc113248986
title: Daily Trojan, vol. 114, no. 8, Jan 18, 1991

description: Daily Trojan, vol. 114, no. 8, January 18, 1991.
DOI: 10.25549/uschist-ouc113249078
title: Daily Trojan, vol. 114, no. 17, Feb 4, 1991

description: Daily Trojan, vol. 114, no. 17, February 4, 1991.
DOI: 10.25549/uschist-ouc113249172
title: Daily Trojan, vol. 114, no. 28, Feb 21, 1991

description: Daily Trojan, vol. 114, no. 28, February 21, 1991.
DOI: 10.34740/kaggle/dsv/14907002
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.5281/zenodo.18721216
title: UMUMIY PSIXOLOGIYADA SEZGI TIZIMINING UCHTA ASOSIY TURI

description: Ushbu ishda inson sezgi tizimining uch turi - ekstroretseptiv, introretseptiv va proprioretseptiv sezgilar o‘rganilgan. Ekstroretseptiv sezgilar tashqi muhitni idrok etishga, introretseptiv sezgilar ichki organlar faoliyatini sezishga, proprioretseptiv sezgilar esa tana holati va harakatlarni boshqarishga yordam beradi. Ish sezgilar tizimining hayotiy faoliyatdagi rolini, xavfsizlik va koordinatsiya jarayonlaridagi ahamiyatini ko‘rsatadi.
DOI: 10.5281/zenodo.18721215
title: UMUMIY PSIXOLOGIYADA SEZGI TIZIMINING UCHTA ASOSIY TURI

description: Ushbu ishda inson sezgi tizimining uch turi - ekstroretseptiv, introretseptiv va proprioretseptiv sezgilar o‘rganilgan. Ekstroretseptiv sezgilar tashqi muhitni idrok etishga, introretseptiv sezgilar ichki organlar faoliyatini sezishga, proprioretseptiv sezgilar esa tana holati va harakatlarni boshqarishga yordam beradi. Ish sezgilar tizimining hayotiy faoliyatdagi rolini, xavfsizlik va koordinatsiya jarayonlaridagi ahamiyatini ko‘rsatadi.
DOI: 10.25549/uschist-ouc113249038
title: Daily Trojan, vol. 114, no. 42, Mar 13, 1991

description: Daily Trojan, vol. 114, no. 42, March 13, 1991.
DOI: 10.25549/uschist-ouc113249030
title: Daily Trojan, vol. 114, no. 45, Mar 18, 1991

description: Daily Trojan, vol. 114, no. 45, March 18, 1991.
DOI: 10.25549/uschist-ouc113249021
title: Daily Trojan, vol. 114, no. 61, Apr 17, 1991

description: Daily Trojan, vol. 114, no. 61, April 17, 1991.
DOI: 10.25549/uschist-ouc113248999
title: Daily Trojan, vol. 114, no. 62, Apr 18, 1991

description: Daily Trojan, vol. 114, no. 62, April 18, 1991.
DOI: 10.25549/uschist-ouc113248899
title: Daily Trojan, vol. 114, no. 64, Apr 22, 1991

description: Daily Trojan, vol. 114, no. 64, April 22, 1991.
DOI: 10.25549/uschist-ouc113249014
title: Daily Trojan, vol. 114, no. 68, Apr 26, 1991

description: Daily Trojan, vol. 114, no. 68, April 26, 1991.
DOI: 10.25549/uschist-ouc113248618
title: Summer Trojan, vol. 115, no. 7, June 26, 1991

description: Summer Trojan, vol. 115, no. 7, June 26, 1991.
DOI: 10.25549/uschist-ouc113248806
title: Daily Trojan, vol. 116, no. 1, Aug 26, 1991

description: Daily Trojan, vol. 116, no. 1, August 26, 1991.
DOI: 10.6084/m9.figshare.31094347
title: An in-depth transcriptomic atlas deciphering traditional Chinese medicine mechanisms and disease associations

description: 1. TCM_Atlas_Metadata.csv: Metadata for 362 TCM-related transcriptomic experiments2. Expression_Matrices: Harmonized TCM's gene expression matrices (normalized), with genes as rows and GSM samples as columns.3. Differential_Expression_Analysis: Differential expression results for each TCM's experiment, including log2 fold change and statistical significance.4. Functional_and_Pathway_Enrichment_Analysis: GO and KEGG enrichment results derived from TCM's differentially expressed genes.
DOI: 10.6084/m9.figshare.31094347.v5
title: An in-depth transcriptomic atlas deciphering traditional Chinese medicine mechanisms and diseases

description: 1.TCM_Atlas_Metadata.csv: Metadata for 362 TCM-related transcriptomic experiments2.Expression_Matrices: Harmonized TCM's gene expression matrices (normalized), with genes as rows and GSM samples as columns.3.Differential_Expression_Analysis: Differential expression results for each TCM's experiment, including log2 fold change and statistical significance.4.Functional_and_Pathway_Enrichment_Analysis: GO and KEGG enrichment results derived from TCM's differentially expressed genes.
DOI: 10.6084/m9.figshare.31094347.v6
title: An in-depth transcriptomic atlas deciphering traditional Chinese medicine mechanisms and disease associations

description: 1. TCM_Atlas_Metadata.csv: Metadata for 362 TCM-related transcriptomic experiments2. Expression_Matrices: Harmonized TCM's gene expression matrices (normalized), with genes as rows and GSM samples as columns.3. Differential_Expression_Analysis: Differential expression results for each TCM's experiment, including log2 fold change and statistical significance.4. Functional_and_Pathway_Enrichment_Analysis: GO and KEGG enrichment results derived from TCM's differentially expressed genes.
DOI: 10.25549/uschist-ouc113248885
title: Daily Trojan, vol. 116, no. 14, Sep 20, 1991

description: Daily Trojan, vol. 116, no. 14, September 20, 1991.
DOI: 10.25549/uschist-ouc113247796
title: Summer Trojan, vol. 109, no. 10, July 19, 1989

description: Summer Trojan, vol. 109, no. 10, July 19, 1989.
DOI: 10.25549/uschist-ouc113248286
title: Daily Trojan, vol. 110, no. 3, Sep 7, 1989

description: Daily Trojan, vol. 110, no. 3, September 7, 1989.
DOI: 10.25549/uschist-ouc113248259
title: Daily Trojan, vol. 110, no. 6, Sep 12, 1989

description: Daily Trojan, vol. 110, no. 6, September 12, 1989.
DOI: 10.25549/uschist-ouc113248290
title: Daily Trojan, vol. 110, no. 12, Sep 20, 1989

description: Daily Trojan, vol. 110, no. 12, September 20, 1989.
DOI: 10.25549/uschist-ouc113248324
title: Daily Trojan, vol. 110, no. 18, Sep 28, 1989

description: Daily Trojan, vol. 110, no. 18, September 28, 1989.
DOI: 10.25549/uschist-ouc113247591
title: Daily Trojan, vol. 106, no. 9, Jan 22, 1988

description: Daily Trojan, vol. 106, no. 9, January 22, 1988.
DOI: 10.25549/uschist-ouc113247917
title: Daily Trojan, vol. 106, no. 16, Feb 2, 1988

description: Daily Trojan, vol. 106, no. 16, February 2, 1988.
DOI: 10.25549/uschist-ouc113247862
title: Daily Trojan, vol. 106, no. 19, Feb 5, 1988

description: Daily Trojan, vol. 106, no. 19, February 5, 1988.
DOI: 10.25549/uschist-ouc113247828
title: Daily Trojan, vol. 106, no. 27, Feb 19, 1988

description: Daily Trojan, vol. 106, no. 27, February 19, 1988.
DOI: 10.25549/uschist-ouc113247823
title: Daily Trojan, vol. 106, no. 32, Feb 26, 1988

description: Daily Trojan, vol. 104 [sic i.e. 106], no. 32, February 26, 1988.
DOI: 10.25549/uschist-ouc113249444
title: Daily Trojan, vol. 119, no. 3, Jan 14, 1993

description: Daily Trojan, vol. 119, no. 3, January 14, 1993.
DOI: 10.25549/uschist-ouc113249545
title: Daily Trojan, vol. 119, no. 12, Jan 29, 1993

description: Daily Trojan, vol. 119, no. 12, January 29, 1993.
DOI: 10.5281/zenodo.18615725
title: Raw Data of Nanoscale Icelike Water Layer on a Diamond Surface Under Ambient Conditions

description: The .zip file contains raw data and the data processing program for the paper Nanoscale icelike water layer on a diamond surface under ambient conditions (DOI: https://doi.org/10.1103/bkqn-c3n4).
DOI: 10.5281/zenodo.18615726
title: Raw Data of Nanoscale Icelike Water Layer on a Diamond Surface Under Ambient Conditions

description: The .zip file contains raw data and the data processing program for the paper Nanoscale icelike water layer on a diamond surface under ambient conditions (DOI: https://doi.org/10.1103/bkqn-c3n4).
DOI: 10.25549/uschist-ouc113249579
title: Daily Trojan, vol. 119, no. 21, Feb 11, 1993

description: Daily Trojan, vol. 119, no. 21, February 11, 1993.
DOI: 10.25549/uschist-ouc113249576
title: Daily Trojan, vol. 119, no. 24, Feb 18, 1993

description: Daily Trojan, vol. 119, no. 24, February 18, 1993.
DOI: 10.25549/uschist-ouc113249430
title: Daily Trojan, vol. 119, no. 25, Feb 19, 1993

description: Daily Trojan, vol. 119, no. 25, February 19, 1993.
DOI: 10.25549/uschist-ouc113248929
title: Daily Trojan, vol. 116, no. 18, Sep 26, 1991

description: Daily Trojan, vol. 116, no. 18, September 26, 1991.
DOI: 10.25549/uschist-ouc113248804
title: Daily Trojan, vol. 116, no. 21, Oct 1, 1991

description: Daily Trojan, vol. 116, no. 21, October 1, 1991.
DOI: 10.25549/uschist-ouc113248965
title: Daily Trojan, vol. 116, no. 22, Oct 2, 1991

description: Daily Trojan, vol. 116, no. 22, October 2, 1991.
DOI: 10.15468/dl.bpx5gt
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parascaptor leucura"
 ]
}

 The dataset includes 96 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033620-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-ouc113248975
title: Daily Trojan, vol. 116, no. 25, Oct 7, 1991

description: Daily Trojan, vol. 116, no. 25, October 7, 1991.
DOI: 10.25549/uschist-ouc113248918
title: Daily Trojan, vol. 116, no. 34, Oct 18, 1991

description: Daily Trojan, vol. 116, no. 34, October 18, 1991.
DOI: 10.25549/uschist-ouc113246553
title: Daily Trojan, vol. 98, no. 38, Mar 7, 1985

description: Daily Trojan, vol. 98, no. 38, March 7, 1985.
DOI: 10.25549/uschist-ouc113246609
title: Daily Trojan, vol. 98, no. 46, Mar 19, 1985

description: Daily Trojan, vol. 98, no. 46, March 19, 1985.
DOI: 10.25549/uschist-ouc113246447
title: Daily Trojan, vol. 98, no. 48, Mar 21, 1985

description: Daily Trojan, vol. 98, no. 48, March 21, 1985.
DOI: 10.25549/uschist-ouc113246353
title: Daily Trojan, vol. 98, no. 51, Mar 26, 1985

description: Daily Trojan, vol. 98, no. 51, March 26, 1985.
DOI: 10.25549/uschist-ouc113246463
title: Daily Trojan, vol. 98, no. 56, Apr 10, 1985

description: Daily Trojan, vol. 98, no. 56, April 10, 1985.
DOI: 10.25549/uschist-ouc113248093
title: Daily Trojan, vol. 110, no. 58, Nov 29, 1989

description: Daily Trojan, vol. 110, no. 57 [sic i.e. 58], November 29, 1989.
DOI: 10.25549/uschist-ouc113248135
title: Daily Trojan, vol. 110, no. 62, Dec 5, 1989

description: Daily Trojan, vol. 110, no. 61 [sic i.e. 62], December 5, 1989.
DOI: 10.5519/qd.6kqfamud
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (4885 records)
DOI: 10.25549/uschist-ouc113248094
title: Daily Trojan, vol. 110, no. 63, Dec 6, 1989

description: Daily Trojan, vol. 110, no. 62 [sic i.e. 63], December 6, 1989.
DOI: 10.15468/dl.mb43yh
title: Occurrence Download

description: A dataset containing 23098 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psammechinus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 23098 records from 275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033622-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dggnqt
title: Occurrence Download

description: A dataset containing 836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysithamnus leucostictus",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "HasCoordinate is true"
 ]
}

 The dataset includes 836 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033621-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-ouc113246532
title: Daily Trojan, vol. 111, no. 6, Jan 19, 1990

description: Daily Trojan, vol. 111, no. 6, January 19, 1990.
DOI: 10.25549/uschist-ouc113248509
title: Daily Trojan, vol. 111, no. 11, Jan 26, 1990

description: Daily Trojan, vol. 111, no. 11, January 26, 1990.
DOI: 10.25549/uschist-ouc113249531
title: Daily Trojan, vol. 119, no. 26, Feb 22, 1993

description: Daily Trojan, vol. 119, no. 26, February 22, 1993.
DOI: 10.25549/uschist-ouc113249537
title: Daily Trojan, vol. 119, no. 29, Feb 25, 1993

description: Daily Trojan, vol. 119, no. 29, February 25, 1993.
DOI: 10.25549/uschist-ouc113249527
title: Daily Trojan, vol. 119, no. 32, Mar 2, 1993

description: Daily Trojan, vol. 119, no. 32, March 2, 1993.
DOI: 10.25549/uschist-ouc113249425
title: Daily Trojan, vol. 119, no. 37, Mar 9, 1993

description: Daily Trojan, vol. 119, no. 37, March 9, 1993.
DOI: 10.25549/uschist-ouc113249423
title: Daily Trojan, vol. 119, no. 39, Mar 11, 1993

description: Daily Trojan, vol. 119, no. 39, March 11, 1993.
DOI: 10.25549/uschist-ouc113248158
title: Daily Trojan, vol. 110, no. 32, Oct 19, 1989

description: Daily Trojan, vol. 110, no. 32, October 19, 1989.
DOI: 10.25549/uschist-ouc113248100
title: Daily Trojan, vol. 110, no. 44, Nov 6, 1989

description: Daily Trojan, vol. 110, no. 44, November 6, 1989.
DOI: 10.25549/uschist-ouc113248271
title: Daily Trojan, vol. 110, no. 47, Nov 9, 1989

description: Daily Trojan, vol. 110, no. 47, November 9, 1989.
DOI: 10.25549/uschist-ouc113248153
title: Daily Trojan, vol. 110, no. 48, Nov 10, 1989

description: Daily Trojan, vol. 110, no. 48, November 10, 1989.
DOI: 10.25549/uschist-ouc113248141
title: Daily Trojan, vol. 110, no. 53, Nov 17, 1989

description: Daily Trojan, vol. 110, no. 52 [sic i.e. 53], November 17, 1989.
DOI: 10.25549/uschist-ouc113249351
title: Daily Trojan, vol. 119, no. 45, Mar 19, 1993

description: Daily Trojan, vol. 119, no. 45, March 19, 1993.
DOI: 10.25549/uschist-ouc113249352
title: Daily Trojan, vol. 119, no. 47, Mar 23, 1993

description: Daily Trojan, vol. 119, no. 47, March 23, 1993.
DOI: 10.25549/uschist-ouc113249467
title: Daily Trojan, vol. 119, no. 53, Apr 8, 1993

description: Daily Trojan, vol. 119, no. 53, April 8, 1993.
DOI: 10.25549/uschist-ouc113249514
title: Daily Trojan, vol. 119, no. 54, Apr 9, 1993

description: Daily Trojan, vol. 119, no. 54, April 9, 1993.
DOI: 10.25549/uschist-ouc113249404
title: Daily Trojan, vol. 119, no. 56, Apr 13, 1993

description: Daily Trojan, vol. 119, no. 56, April 13, 1993.
DOI: 10.25549/uschist-ouc113248412
title: Daily Trojan, vol. 111, no. 38, Mar 8, 1990

description: Daily Trojan, vol. 111, no. 38, March 8, 1990.
DOI: 10.25549/uschist-ouc113246472
title: Daily Trojan, vol. 111, no. 46, Mar 20, 1990

description: Daily Trojan, vol. 111, no. 46, March 20, 1990.
DOI: 10.25549/uschist-ouc113246427
title: Daily Trojan, vol. 111, no. 49, Mar 23, 1990

description: Daily Trojan, vol. 111, no. 49, March 23, 1990.
DOI: 10.25549/uschist-ouc113246533
title: Daily Trojan, vol. 111, no. 58, Apr 13, 1990

description: Daily Trojan, vol. 111, no. 58, April 13, 1990.
DOI: 10.25549/uschist-ouc113246573
title: Daily Trojan, vol. 111, no. 66, Apr 25, 1990

description: Daily Trojan, vol. 111, no. 66, April 25, 1990.
DOI: 10.25549/uschist-ouc113248917
title: Daily Trojan, vol. 116, no. 36, Oct 22, 1991

description: Daily Trojan, vol. 116, no. 36, October 22, 1991.
DOI: 10.25549/uschist-ouc113248916
title: Daily Trojan, vol. 116, no. 38, Oct 24, 1991

description: Daily Trojan, vol. 116, no. 38, October 24, 1991.
DOI: 10.25549/uschist-ouc113248752
title: Daily Trojan, vol. 116, no. 42, Oct 30, 1991

description: Daily Trojan, vol. 116, no. 42, October 30, 1991.
DOI: 10.25549/uschist-ouc113248961
title: Daily Trojan, vol. 116, no. 45, Nov 5, 1991

description: Daily Trojan, vol. 116, no. 44 [sic, i.e. 45], November 5, 1991.
DOI: 10.15468/dl.fj8tpa
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pardofelis marmorata"
 ]
}

 The dataset includes 278 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033623-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-ouc113248753
title: Daily Trojan, vol. 116, no. 48, Nov 8, 1991

description: Daily Trojan, vol. 116, no. 47 [sic, i.e. 48], November 8, 1991.
DOI: 10.5281/zenodo.18710110
title: Aleph General Intelligence Convergence Engine (AGICE) Reasoning Model (evidence bundles / trajectories / logs / configs)

description: Aleph General Intelligence Convergence Engine — Evidence Pack (v1.0.3)

Patent Pending. This work is the subject of a pending patent filing: U.S. Provisional Patent Application No. 63/978,753, filed February 9, 2026. The materials in this repository/record are provided for research and verification purposes and do not grant any license to patent rights.

This Zenodo record provides a cryptographically verifiable evidence pack for the Aleph General Intelligence Convergence Engine (AGICE). AGICE is presented as a step toward “general intelligence” in an operational sense: (1) reasoning that is governed under explicit policies with auditability and rollback, and (2) reasoning that can analyze failures, transform perspective, and branch into alternate trajectories to converge on a correct solution in unseen settings.

What this pack demonstrates

Step 1 — Mission-critical AI operations (governed reasoning):AGICE treats reasoning steps as policy-governed state transitions. Each round produces an auditable artifact trail (hash-chained events, signed manifests, deterministic replay descriptors). A multi-oracle verifier pack and explicit decision rules control acceptance/rejection; when constraints regress or confidence collapses, the system can roll back to a last-known-good state with an audit record.

Category 2 — Convergence on unseen problems (perspective transforms + branching):AGICE includes a convergence mechanism that can interpret failure signals, apply geometric multi-dimensional transforms (GMDT), and branch across alternative projections (e.g., base vs. −i style transforms) before arbitration selects the next incumbent step.

Contents





Evidence bundles (bundles/…) with hash-chained events.jsonl, bundle manifests, integrity metadata, and replay descriptors.




Signed release manifest (checksums/) with SHA256SUMS.txt and SHA256SUMS.sig + public key for chain-of-custody verification.




Offline verification tooling (verification/verify_offline.py) with strict validation (no unhashed extra files).




Governance artifacts (policies/) including governance/rollback policy, verifier pack definition, and arbitration/decision logic.




Policy hash binding (manifests/policy-hashes.csv, manifests/policy-artifacts.csv) mapping each run/bundle to the exact policy/verifier/decision hashes used.




Rollback case study (reports/rollback-case-study.csv + reports/governance-demo.md) and tamper-detection test (reports/tamper-test.md).




Replay scope notes (reports/REPLAY_SCOPE.md) clarifying what is fully replayable offline vs. what may require external benchmark assets.



Offline verification





sha256sum -c checksums/SHA256SUMS.txt




Verify checksums/SHA256SUMS.sig using checksums/SIGNING-PUBLIC-KEY.pem




python3 verification/verify_offline.py --bundle-root . --strict



Repository: TechStrike-ai / AGICE-Public.
DOI: 10.25549/uschist-ouc113247766
title: Daily Trojan, vol. 106, no. 36, Mar 3, 1988

description: Daily Trojan, vol. 104 [sic i.e. 106], no. 36, March 3, 1988.
DOI: 10.25549/uschist-ouc113247692
title: Daily Trojan, vol. 106, no. 42, Mar 11, 1988

description: Daily Trojan, vol. 104 [sic i.e. 106], no. 42, March 11, 1988.
DOI: 10.25549/uschist-ouc113247733
title: Daily Trojan, vol. 106, no. 51, Mar 24, 1988

description: Daily Trojan, vol. 104 [sic i.e. 106], no. 51, March 24, 1988.
DOI: 10.34740/kaggle/dsv/14907035
title: Public Opinion on Climate Change (Updated Daily)