{
  "ᚱᛖᛈᚩᚱᛏᚪᛋ": [
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0001",
      "ᚻᛖᚪᚠᚩᛞ": "ᛁᛞᛖᚩᚷᚱᚪᛈᚻᛁᚳ ᚳᚩᛗᛈᚱᛖᛋᛋᛁᚩᚾ: ᚩᚠᛖᚱᚳᚩᛗᛁᛝ ᚦᛖ ᚪᛁ ᛗᛖᛗᚩᚱᚣ ᚹᚪᛚᛚ ᚠᛁᚪ ᚪᛝᛚᚩ-ᛋᚪᛉᚩᚾ ᚠᚢᚦᚩᚱᚳ ᛏᚩᚳᛖᚾᛁᛉᚪᛏᛁᚩᚾ ᛁᚾ ᛗᚪᚳᚻᛁᚾᛖ-ᛏᚩ-ᛗᚪᚳᚻᛁᚾᛖ ᚪᛈᛁᛋ",
      "ᚹᚩᚱᛞ": "ᚦᛖ ᚱᚪᛈᛁᛞ ᛈᚱᚩᛚᛁᚠᛖᚱᚪᛏᛁᚩᚾ ᚩᚠ ᛚᚪᚱᚷᛖ ᛚᚪᛝᚢᚪᚷᛖ ᛗᚩᛞᛖᛚᛋ (ᛚᛚᛗᛋ) ᚪᚾᛞ ᚱᛖᛏᚱᛁᛖᚠᚪᛚ-ᚪᚢᚷᛗᛖᚾᛏᛖᛞ ᚷᛖᚾᛖᚱᚪᛏᛁᚩᚾ (ᚱᚪᚷ) ᚠᚱᚪᛗᛖᚹᚩᚱᚳᛋ ᚻᚪᛋ ᚳᚪᛏᚪᛚᚣᛉᛖᛞ ᚪ ᛋᛏᚱᚢᚳᛏᚢᚱᚪᛚ ᚠᚢᛚᚾᛖᚱᚪᛒᛁᛚᛁᛏᚣ ᚹᛁᚦᛁᚾ ᛗᚩᛞᛖᚱᚾ ᚪᚱᛏᛁᚠᛁᚳᛁᚪᛚ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ ᛁᚾᚠᚱᚪᛋᛏᚱᚢᚳᛏᚢᚱᛖ: ᚦᛖ ᛗᛖᛗᚩᚱᚣ ᛒᚪᚾᛞᚹᛁᛞᚦ ᛒᚩᛏᛏᛚᛖᚾᛖᚳᚳ. ᛁᚾ ᚳᚩᚾᛏᛖᛗᛈᚩᚱᚪᚱᚣ ᛋᚣᛋᛏᛖᛗᛋ, ᛋᛖᛗᚪᚾᛏᛁᚳ ᚳᚩᛗᛗᚢᚾᛁᚳᚪᛏᛁᚩᚾ ᛒᛖᛏᚹᛖᛖᚾ ᛞᛁᛋᚳᚱᛖᛏᛖ ᛗᚪᚳᚻᛁᚾᛖ ᛁᚾᛏᛖᚱᚠᚪᚳᛖᛋ ᚱᛖᛚᛁᛖᛋ ᚪᛚᛗᚩᛋᛏ ᛖᛉᚳᛚᚢᛋᛁᚠᛖᛚᚣ ᚩᚾ…",
      "ᚳᚣᚾ": "ᚳᚩᛗᛈᚱᛖᛋᛋᛁᚩᚾ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0001.md",
      "ᚠᚱᚢᛗᚪ": "ᛋᚢᚻᚩᛇᚾᛈᛇᚱᚱᛇᛃᛇᚹᚦᚷᚠᛃᚳᚻᚳᚾᛋᚦᛉᚾᚻᚳᚷᚹᛉᚾᛉᚱᚢᛋᚹᛇᚠᚢᚩᛇᛋᚾᚷᚾᚢᚦᚱᚢᚢᚳᛃᚾᚷᛁᚳᛈᛇᛃᛋᚢᚠᛉ",
      "ᛈᚱᚩᚠ": "ᛉᚷᚢᛃᛃᛃᛋᛈᛃᛃᚳᚩᛉᛋᚳᚠᚾᚾᚾᛉᛃᚾᛉᛉᛉᚻᚦᚩᚠᚢᚳᚩᛈᚩᚹᛃᚩᚦᛃᚦᚱᛃᚱᚾᛉᚷᚾᚢᚳᛋᛉᚹᚢᚢᛈᚷᛇᚩᛋᚻᛁᚠᛁᚳ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://arxiv.org/html/2504.08930v3",
        "https://academic.oup.com/bioinformatics/article/34/13/i52/5045776",
        "http://docs.google.com/unknown_url",
        "https://www.ai-infra-link.com/gpus-alone-cant-fix-your-ai-infrastructure-what-youre-missing/",
        "https://arxiv.org/html/2512.02278",
        "https://www.shyankdev.us/blogs/vector-similarity-metrics-cosine-vs-inner-product-vs-l2-distance",
        "https://www.pingcap.com/article/vector-quantization-emerging-trends-and-research/",
        "https://www.patsnap.com/resources/blog/articles/near-memory-computing-pim-cim-and-lim-in-2026/",
        "https://arxiv.org/html/2504.08930v2",
        "https://blogs.oracle.com/database/accelerating-ai-vector-search-in-oracle-database-23ai-with-nvidia-gpus",
        "https://arxiv.org/html/2603.01175v1",
        "https://redis.io/blog/machine-learning-inference-cost/",
        "https://theaidatabaseblog.com/learn/vector-compression-and-quantization/",
        "https://www.researchgate.net/publication/392848337\\_BANG\\_Billion-Scale\\_Approximate\\_Nearest\\_Neighbour\\_Search\\_using\\_a\\_Single\\_GPU",
        "https://www.researchgate.net/publication/392848337_BANG_Billion-Scale_Approximate_Nearest_Neighbour_Search_using_a_Single_GPU",
        "https://arxiv.org/html/2411.04393v1",
        "https://www.bosch.com/stories/neuro-symbolic-ai-for-scene-understanding/",
        "https://www.cs.ox.ac.uk/people/ian.horrocks/Publications/download/2025/ChenMZHHH25.pdf",
        "https://forefathers-art.com/anglo-saxon-runes-futhorc-of-the-anglo-saxons",
        "https://paganheim.com/blogs/culture-religion/the-anglo-saxon-runes-language-lore-and-legacy-of-the-futhorc",
        "https://www.vikingrune.com/2013/01/futhorc-anglo-saxon-runes/",
        "https://en.wikipedia.org/wiki/Anglo-Saxon\\_runes",
        "https://en.wikipedia.org/wiki/Anglo-Saxon_runes",
        "https://www.mythic-harmonies.com/runes-magic/elder-futhark-runes-complete-guide-meanings/",
        "https://www.arild-hauge.com/eanglor.htm",
        "https://onlinetools.com/unicode/generate-unicode-range",
        "https://stackoverflow.com/questions/66401017/is-there-a-way-to-print-runes-as-individual-characters",
        "https://github.com/dotnet/runtime/issues/23578",
        "https://medium.com/golangspec/conversions-in-go-4301e8d84067",
        "https://par.nsf.gov/servlets/purl/10216471",
        "https://tnm.engin.umich.edu/wp-content/uploads/sites/353/2018/10/2018.10.02.loadBalancing-inPress.pdf",
        "https://arxiv.org/pdf/2603.01175",
        "https://arxiv.org/html/2606.03151v1",
        "http://www.heikopaulheim.com/docs/rw2018.pdf",
        "https://pmc.ncbi.nlm.nih.gov/articles/PMC8293838/",
        "https://www.biorxiv.org/content/10.1101/463778v1.full-text",
        "https://semantic-web-journal.net/system/files/swj2191.pdf"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0002",
      "ᚻᛖᚪᚠᚩᛞ": "ᚪᚱᚳᚻᛁᛏᛖᚳᛏᚢᚱᚪᛚ ᛈᚱᚩᛈᚩᛋᚪᛚ: ᚦᛖ ᚠᚢᚦᚩᚱᚳ ᛈᚱᚩᛏᚩᚳᚩᛚ ᚠᚩᚱ ᛏᚱᚪᚾᛋᛈᚪᚱᛖᚾᛏ, ᛗᚩᛞᛖᛚ-ᛁᚾᛞᛖᛈᛖᚾᛞᛖᚾᛏ ᛗᚪᚳᚻᛁᚾᛖ-ᛏᚩ-ᛗᚪᚳᚻᛁᚾᛖ ᚳᚩᛗᛗᚢᚾᛁᚳᚪᛏᛁᚩᚾ",
      "ᚹᚩᚱᛞ": "ᚦᛖ ᚱᚪᛈᛁᛞ ᛈᚱᚩᛚᛁᚠᛖᚱᚪᛏᛁᚩᚾ ᚩᚠ ᚪᚢᛏᚩᚾᚩᛗᚩᚢᛋ ᚪᚱᛏᛁᚠᛁᚳᛁᚪᛚ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ (ᚪᛁ) ᚪᚷᛖᚾᛏᛋ ᚻᚪᛋ ᛈᚱᛖᚳᛁᛈᛁᛏᚪᛏᛖᛞ ᚪ ᚠᚢᚾᛞᚪᛗᛖᚾᛏᚪᛚ ᚳᚱᛁᛋᛁᛋ ᛁᚾ ᛗᚪᚳᚻᛁᚾᛖ-ᛏᚩ-ᛗᚪᚳᚻᛁᚾᛖ (ᛗ2ᛗ) ᚳᚩᛗᛗᚢᚾᛁᚳᚪᛏᛁᚩᚾ ᚪᚱᚳᚻᛁᛏᛖᚳᛏᚢᚱᛖ. ᚪᛋ ᛗᚢᛚᛏᛁ-ᚪᚷᛖᚾᛏ ᛋᚣᛋᛏᛖᛗᛋ ᚳᚩᚩᚱᛞᛁᚾᚪᛏᛖ ᚪᛏ ᛋᚳᚪᛚᛖ, ᚦᛖᛁᚱ ᚳᚩᛗᛗᚢᚾᛁᚳᚪᛏᛁᚩᚾ ᛈᚱᚩᛏᚩᚳᚩᛚᛋ ᚱᛖᛚᚣ ᚩᚠᛖᚱᚹᚻᛖᛚᛗᛁᛝᛚᚣ ᚩᚾ ᚳᚩᚾᛏᛁᚾᚢᚩᚢᛋ ᚠᛖᚳᛏᚩᚱ ᛖᛗᛒᛖᛞᛞᛁᛝᛋ ᚩᚱ ᚾᚪᛏᚢᚱᚪᛚ ᛚᚪᛝᚢᚪᚷᛖ ᛈᚱᚩᚳᛖᛋᛋᛁᛝ1. ᚹᚻᛁᛚᛖ ᚦᛖᛋᛖ ᛗᛖᚦᚩᛞᛋ ᚠᚪᚳᛁᛚᛁᛏᚪᛏᛖ…",
      "ᚳᚣᚾ": "ᚾᛖᛏᚹᚩᚱᚳ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0002.md",
      "ᚠᚱᚢᛗᚪ": "ᚾᛁᚩᚻᛋᛃᚦᚦᛋᚢᛁᚢᚦᚳᛁᚠᛇᛈᚦᚹᚷᚻᚱᚻᚻᛃᛁᛇᚩᚾᛃᚷᚢᛁᚳᛈᚾᚾᚹᚢᚦᛁᚩᚠᛈᚻᚻᚷᚢᛃᚢᛃᛋᚩᚠᛈᚾᛋᚦᚦᛃᛇᛉᚦ",
      "ᛈᚱᚩᚠ": "ᚦᛋᚱᛇᛃᚠᛈᛉᛃᚩᚾᛇᛇᚷᚩᚢᛁᚠᛇᚷᛇᛉᛈᛁᛇᚾᚢᚻᛁᛉᛃᚦᚩᚻᚢᚹᚷᚾᚠᚢᚢᚱᚠᛃᚻᚠᚷᛇᛁᚻᚹᚠᚢᚹᛉᚳᚹᚱᚱᛈᛇᛉᚢᛋ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://arxiv.org/html/2602.16424v1",
        "https://arxiv.org/html/2506.02739v1",
        "https://arxiv.org/pdf/2602.16424",
        "https://arxiv.org/html/2506.00037v2",
        "https://medium.com/@datascientist.lakshmi/the-hidden-cost-of-embeddings-storage-drift-and-model-staleness-in-vector-dbs-d586a39b969c",
        "https://www.researchgate.net/publication/397199448\\_Language\\_Grounded\\_Multi-agent\\_Reinforcement\\_Learning\\_with\\_Human-interpretable\\_Communication",
        "https://www.researchgate.net/publication/397199448_Language_Grounded_Multi-agent_Reinforcement_Learning_with_Human-interpretable_Communication",
        "https://levelop.dev/blog/vector-embedding-models-generation-versioning-drift",
        "https://tianpan.co/blog/2026-07-05-retiring-an-embedding-model-reindex-without-downtime",
        "https://redis.io/blog/common-challenges-working-with-vector-databases/",
        "https://www.guild.ai/glossary/vector-database",
        "http://docs.google.com/unknown_url",
        "https://arxiv.org/html/2603.22928v1",
        "https://www.computer.org/csdl/proceedings-article/iccv/2021/281200h748/1BmGxSVR7Da",
        "https://www.researchgate.net/publication/386093347\\_Adversarial\\_Attacks\\_on\\_Large\\_Language\\_Models",
        "https://www.researchgate.net/publication/386093347_Adversarial_Attacks_on_Large_Language_Models",
        "https://www.scs-europe.net/dlib/2025/ecms2025acceptedpapers/0248\\_secmos\\_ecms2025\\_0021.pdf",
        "https://www.scs-europe.net/dlib/2025/ecms2025acceptedpapers/0248_secmos_ecms2025_0021.pdf",
        "https://arxiv.org/html/2411.09259v1",
        "https://arxiv.org/html/2606.28649v1",
        "https://www.probiologists.com/article/emotion-as-a-socially-emergent-structure-a-formal-information-theoretic-model-based-on-multi-agent-interaction",
        "https://openl.io/keyboard/anglo-saxon-futhorc",
        "https://codepoints.net/U+16E3?lang=en",
        "https://openl.ai/translator/rune-alphabet-translator",
        "https://sigrarr.github.io/runetyper/",
        "https://en.wikipedia.org/wiki/Runic\\_(Unicode\\_block",
        "https://en.wikipedia.org/wiki/Runic_\\(Unicode_block\\",
        "https://codepoints.net/U+16E3",
        "https://www.babelstone.co.uk/Fonts/AngloSaxon.html",
        "https://www.scribd.com/doc/238283366/Runes-Unicode",
        "https://www.babelstone.co.uk/Fonts/FranksCasket.html",
        "http://unicode.org/wg2/docs/n4013.pdf",
        "https://www.khanacademy.org/humanities/medieval-world/early-medieval-art/x4b0eb531:england/a/the-franks-casket",
        "https://kids.kiddle.co/Franks\\_Casket",
        "https://kids.kiddle.co/Franks_Casket",
        "https://deorreader.wordpress.com/2017/12/23/horsing-around-thorny-problem-of-the-franks-casket-reveals-another-riddle/",
        "https://www.franks-casket.de/english/base00.html",
        "https://www.franks-casket.de/english/right01.html",
        "https://www.unicode.org/charts//PDF/Unicode-7.0/U70-16A0.pdf",
        "https://www.compart.com/en/unicode/U+16F6",
        "https://www.compart.com/en/unicode/U+16F4",
        "https://www.compart.com/en/unicode/U+16F5",
        "https://www.fileformat.info/info/unicode/char/16f4/index.htm",
        "https://gist.github.com/ruvnet/4cc23f3d3a97a0d8acd80693407b9a67",
        "https://www.mdpi.com/2076-3417/16/16/7915",
        "https://github.com/usemanusai/jaegis-RAVERSE",
        "https://www.kinetica.com/features/vector-search/",
        "https://www.chitika.com/vector-db-retrieval-inconsistency-rag/",
        "https://keyman.com/keyboards/runeboard",
        "https://www.menota.org/HB4\\_ch18.xml",
        "https://www.menota.org/HB4_ch18.xml"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0003",
      "ᚻᛖᚪᚠᚩᛞ": "ᚦᛖ ᛖᛈᛁᛋᛏᛖᛗᚩᛚᚩᚷᛁᚳᚪᛚ ᚪᚾᛞ ᛋᚣᚾᛏᚪᚳᛏᛁᚳ ᚳᚩᚾᚠᛖᚱᚷᛖᚾᚳᛖ ᚩᚠ ᚪᚾᚳᛁᛖᚾᛏ ᛚᚪᛝᚢᚪᚷᛖᛋ ᚪᚾᛞ ᚪᚱᛏᛁᚠᛁᚳᛁᚪᛚ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ",
      "ᚹᚩᚱᛞ": "ᚦᛖ ᛁᚾᛏᛖᚱᛋᛖᚳᛏᛁᚩᚾ ᚩᚠ ᚪᚱᛏᛁᚠᛁᚳᛁᚪᛚ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ ᚪᚾᛞ ᚪᚾᚳᛁᛖᚾᛏ, ᛋᛏᚱᚢᚳᛏᚢᚱᚪᛚᛚᚣ ᛋᛏᚪᛏᛁᚳ ᛚᚪᛝᚢᚪᚷᛖᛋ ᚱᛖᛈᚱᛖᛋᛖᚾᛏᛋ ᚩᚾᛖ ᚩᚠ ᚦᛖ ᛗᚩᛋᛏ ᛈᚱᚩᚠᚩᚢᚾᛞ ᚦᛖᚩᚱᛖᛏᛁᚳᚪᛚ ᚠᚱᚩᚾᛏᛁᛖᚱᛋ ᛁᚾ ᚳᚩᛗᛈᚢᛏᚪᛏᛁᚩᚾᚪᛚ ᛚᛁᛝᚢᛁᛋᛏᛁᚳᛋ, ᚳᚾᚩᚹᛚᛖᛞᚷᛖ ᚱᛖᛈᚱᛖᛋᛖᚾᛏᚪᛏᛁᚩᚾ, ᚪᚾᛞ ᚳᚩᚷᚾᛁᛏᛁᚠᛖ ᛗᚩᛞᛖᛚᛁᛝ. ᚦᛖ ᛞᚩᛗᛁᚾᚪᚾᛏ ᛈᚪᚱᚪᛞᛁᚷᛗᛋ ᛁᚾ ᚾᚪᛏᚢᚱᚪᛚ ᛚᚪᛝᚢᚪᚷᛖ ᛈᚱᚩᚳᛖᛋᛋᛁᛝ (ᚾᛚᛈ) ᚪᚾᛞ ᛚᚪᚱᚷᛖ ᛚᚪᛝᚢᚪᚷᛖ ᛗᚩᛞᛖᛚ (ᛚᛚᛗ) ᚪᚱᚳᚻᛁᛏᛖᚳᛏᚢᚱᛖᛋ ᚳᚢᚱᚱᛖᚾᛏᛚᚣ ᚱᛖᛚᚣ ᚩᚾ ᚠᚪᛋᛏ…",
      "ᚳᚣᚾ": "ᛞᛖᚪᛞ ᛋᛈᚱᚫᚳ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0003.md",
      "ᚠᚱᚢᛗᚪ": "ᚳᚹᚢᛇᚢᚩᚷᛁᚱᚢᚦᚷᚻᚦᛇᚾᛋᚷᚱᚦᚦᛃᛈᛁᚠᚾᚳᚻᚾᚾᛃᚹᚳᛉᛋᛁᚢᚦᛉᚩᚹᛁᚹᚱᚠᚳᛋᛇᛈᚦᛈᚱᚾᚳᚩᚳᚱᚠᛁᚷᚢᚷᚱᚠ",
      "ᛈᚱᚩᚠ": "ᚱᛁᚱᛃᚱᛈᛁᚹᛈᛈᚱᛉᚹᚷᚱᚢᚢᚠᛁᚠᛃᛁᚠᛃᛃᛇᛋᛁᛃᚱᚠᚳᚻᛈᛈᛇᛇᚠᚢᚾᛇᛉᚷᚳᚻᛁᚩᚹᛉᚻᛉᚠᚷᚩᚳᚾᛋᛃᛁᛁᚱᚱᚾᛃ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://avasthiabhyudaya.medium.com/the-truth-behind-the-sanskrit-argument-310d6299cd1c",
        "https://www.emergentmind.com/topics/emergent-communication-models",
        "https://arxiv.org/html/2409.17348v1",
        "https://github.com/vermashresth/awesome-emergent-languages",
        "https://liner.com/review/multiagent-communication-meets-natural-language-synergies-between-functional-and-structural",
        "https://openreview.net/forum?id=2XyfzibYV8",
        "https://arxiv.org/pdf/2005.07064",
        "https://openreview.net/forum?id=HH3GHN\\_Q1Ba",
        "https://openreview.net/forum?id=HH3GHN_Q1Ba",
        "https://www.youtube.com/watch?v=Puprg0dgbUg",
        "https://blog.pradeepd.com/2013/04/sanskrit-language.html",
        "https://techzoworld.wordpress.com/author/techzoworld/",
        "https://medium.com/@ss-knowledge/sanskrit-is-not-the-best-language-for-ai-or-ml-2e3b2a8e4b70",
        "https://vedicscience.gosai.com/articles/sanskrit-nasa.html",
        "https://www.scribd.com/document/32049984/Sanskrit-NASA-Report-by-Rick-Briggs",
        "https://www.researchgate.net/publication/393651956\\_The\\_Scientific\\_and\\_Computational\\_Linguistics\\_of\\_Sanskrit",
        "https://www.researchgate.net/publication/393651956_The_Scientific_and_Computational_Linguistics_of_Sanskrit",
        "https://www.swastiyogacenter.com/why-gen-z-should-care-about-panini-algorithms-and-yoga-philosophy/",
        "https://music.youtube.com/podcast/wieRcim76bU",
        "https://www.infinityfoundation.com/mandala/t\\_es/t\\_es\\_rao-t\\_syntax.htm",
        "https://www.infinityfoundation.com/mandala/t_es/t_es_rao-t_syntax.htm",
        "https://www.youtube.com/watch?v=a1Pa281A4Zs",
        "https://en.wikipedia.org/wiki/Backus%E2%80%93Naur\\_form",
        "https://en.wikipedia.org/wiki/Backus%E2%80%93Naur_form",
        "https://pamelafox.medium.com/diversifying-historical-references-in-cs-classes-4c8664edbbf2",
        "https://cs.nyu.edu/faculty/mishra/COURSES/PL/OLD-F95/L3/L3.html",
        "https://zenodo.org/records/18524794",
        "https://arxiv.org/abs/2604.04937",
        "https://www.techrxiv.org/doi/pdf/10.36227/techrxiv.177126510.00438262",
        "https://www.youtube.com/watch?v=FwD6TScTSIM",
        "https://en.wikipedia.org/wiki/Nyaya",
        "https://licentiapoetica.com/foundations-of-nyaya-philosophy-cc7e32c979c0",
        "https://arxiv.org/html/2604.04937v1",
        "https://licentiapoetica.com/nyayas-legacy-and-modern-relevance-53c6e19a5831",
        "https://www.researchgate.net/publication/292612550\\_Application\\_of\\_Nyaya\\_to\\_Intelligent\\_Systems",
        "https://www.researchgate.net/publication/292612550_Application_of_Nyaya_to_Intelligent_Systems",
        "https://www.motilalbanarsidass.com/products/relations-in-knowledge-representation",
        "https://www.quora.com/Has-anyone-ever-tried-creating-a-radically-simplified-version-of-Latin-for-international-language-use-i-e-by-discarding-all-the-irregularities-and-redundant-grammar-and-relying-on-word-order-and-widely-familiar",
        "https://www.semanticscholar.org/paper/Evaluation-of-Arabic-Machine-Translation-System-on-Adly-Ansary/2828574f1b00c6d1c9f08098386c60ae197a9d90",
        "https://www2.informatik.uni-stuttgart.de/bibliothek/ftp/medoc\\_restrict.ustuttgart\\_fi/STUD-2177/STUD-2177.pdf",
        "https://www2.informatik.uni-stuttgart.de/bibliothek/ftp/medoc_restrict.ustuttgart_fi/STUD-2177/STUD-2177.pdf",
        "https://aclanthology.org/2023.acl-demo.10.pdf",
        "https://aclanthology.org/2025.winlp-main.12.pdf",
        "https://www.maxwell.vrac.puc-rio.br/16458/16458\\_3.PDF",
        "https://www.maxwell.vrac.puc-rio.br/16458/16458_3.PDF",
        "https://aclanthology.org/W13-3720.pdf",
        "https://arxiv.org/html/2510.19996v1",
        "https://www.researchgate.net/publication/220817037\\_Non-Projective\\_Dependency\\_Parsing\\_using\\_Spanning\\_Tree\\_Algorithms",
        "https://www.researchgate.net/publication/220817037_Non-Projective_Dependency_Parsing_using_Spanning_Tree_Algorithms",
        "https://www.repository.cam.ac.uk/bitstreams/22bfffa2-8158-40e3-a210-fab387c441b5/download"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0004",
      "ᚻᛖᚪᚠᚩᛞ": "ᛁᛋᚩᛗᚩᚱᛈᚻᛁᚳ ᛈᚻᚩᚾᛖᛗᛁᚳ ᛋᚳᚱᛁᛈᛏᛋ ᛁᚾ ᚳᚩᛗᛈᚢᛏᚪᛏᛁᚩᚾᚪᛚ ᛚᛁᛝᚢᛁᛋᛏᛁᚳᛋ: ᛖᚠᚪᛚᚢᚪᛏᛁᛝ ᚪᛝᛚᚩ-ᛋᚪᛉᚩᚾ ᚠᚢᚦᚩᚱᚳ ᚠᚩᚱ ᛗᚪᚳᚻᛁᚾᛖ-ᛏᚩ-ᛗᚪᚳᚻᛁᚾᛖ ᛈᚱᚩᛏᚩᚳᚩᛚᛋ",
      "ᚹᚩᚱᛞ": "ᚦᛖ ᛈᚱᚩᛚᛁᚠᛖᚱᚪᛏᛁᚩᚾ ᚩᚠ ᚪᚢᛏᚩᚾᚩᛗᚩᚢᛋ ᛋᚣᛋᛏᛖᛗᛋ, ᛋᚹᚪᚱᛗ ᚱᚩᛒᚩᛏᛁᚳᛋ, ᚪᚾᛞ ᛖᛞᚷᛖ ᚳᚩᛗᛈᚢᛏᛁᛝ ᚻᚪᛋ ᚠᚢᚾᛞᚪᛗᛖᚾᛏᚪᛚᛚᚣ ᚪᛚᛏᛖᚱᛖᛞ ᚦᛖ ᛚᚪᚾᛞᛋᚳᚪᛈᛖ ᚩᚠ ᛗᚪᚳᚻᛁᚾᛖ-ᛏᚩ-ᛗᚪᚳᚻᛁᚾᛖ (ᛗ2ᛗ) ᚳᚩᛗᛗᚢᚾᛁᚳᚪᛏᛁᚩᚾ. ᚻᛁᛋᛏᚩᚱᛁᚳᚪᛚᛚᚣ, ᛗ2ᛗ ᛈᚱᚩᛏᚩᚳᚩᛚᛋ ᚱᛖᛚᛁᛖᛞ ᚻᛠᚠᛁᛚᚣ ᚩᚾ ᛋᛏᚱᚢᚳᛏᚢᚱᛖᛞ, ᚻᛁᚷᚻᛚᚣ ᚳᚩᚾᛋᛏᚱᚪᛁᚾᛖᛞ ᛒᛁᚾᚪᚱᚣ ᛈᚪᚣᛚᚩᚪᛞᛋ ᛞᛖᛋᛁᚷᚾᛖᛞ ᚠᚩᚱ ᛏᛖᛚᛖᛗᛖᛏᚱᚣ ᚪᚾᛞ ᛋᛁᛗᛈᛚᛖ ᚳᚩᛗᛗᚪᚾᛞ ᛖᛉᛖᚳᚢᛏᛁᚩᚾ. ᚻᚩᚹᛖᚠᛖᚱ, ᚪᛋ ᚪᚱᛏᛁᚠᛁᚳᛁᚪᛚ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ (ᚪᛁ) ᚪᚾᛞ ᛚᚪᚱᚷᛖ…",
      "ᚳᚣᚾ": "ᚠᚢᚦᚩᚱᚳ · ᛖᛝᛚᛁᛋᚳ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0004.md",
      "ᚠᚱᚢᛗᚪ": "ᚾᛁᚠᚻᚱᛋᚠᚻᚩᛃᚱᛇᚾᚠᚱᚹᚩᚷᚠᛇᚠᚳᚱᚳᛇᛈᚹᚷᚻᚷᚠᚢᚠᚹᚷᚹᚢᛉᚾᛇᚻᚩᚻᛇᚩᛉᛇᚹᚾᛋᚠᚱᚻᚱᚻᚾᚱᛈᚻᚢᛁᚹᛈᛋ",
      "ᛈᚱᚩᚠ": "ᛇᚩᚹᚱᛋᚢᛁᚩᛉᛃᛋᚠᚷᚩᛉᚳᛉᚾᛃᚳᚢᚹᚻᚱᛋᚹᛃᚾᚠᛉᛉᚠᛃᚱᛁᚾᛇᚢᚠᚩᛇᚻᚦᚳᛃᚻᛁᛈᚦᚱᛈᚹᛃᚠᛋᚾᛃᛁᚾᚦᛈᚹᚱᚦ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://www.scirp.org/journal/paperinformation?paperid=96971",
        "https://www.researchgate.net/publication/354195561\\_Machine-to-Machine\\_Communication\\_for\\_Device\\_Identification\\_and\\_Classification\\_in\\_Secure\\_Telerobotics\\_Surgery",
        "https://www.researchgate.net/publication/354195561_Machine-to-Machine_Communication_for_Device_Identification_and_Classification_in_Secure_Telerobotics_Surgery",
        "https://www.reddit.com/r/learnprogramming/comments/16w14gs/confused\\_about\\_ascii\\_and\\_unicode\\_vs\\_utf8\\_i/",
        "https://www.reddit.com/r/learnprogramming/comments/16w14gs/confused_about_ascii_and_unicode_vs_utf8_i/",
        "https://web.stanford.edu/\\~jurafsky/slp3/2.pdf",
        "https://web.stanford.edu/~jurafsky/slp3/2.pdf",
        "http://docs.google.com/unknown_url",
        "https://en.wikipedia.org/wiki/Spelling\\_reform",
        "https://en.wikipedia.org/wiki/Spelling_reform",
        "https://theinformaticists.wordpress.com/2021/08/26/analyzing-the-information-density-of-various-tokenizations-for-the-optimization-of-natural-language-processing-models/",
        "https://www.internationalphoneticassociation.org/icphs-proceedings/ICPhS2003/papers/p15\\_2601.pdf",
        "https://www.internationalphoneticassociation.org/icphs-proceedings/ICPhS2003/papers/p15_2601.pdf",
        "https://forum.artofmemory.com/t/shavian-alphabet-english-alternative-alphabet/89236",
        "https://pmc.ncbi.nlm.nih.gov/articles/PMC8550410/",
        "https://www.1066.co.nz/Mosaic%20DVD/books/runes/all%20about%20runes.pdf",
        "https://www.vikingrune.com/2013/01/futhorc-anglo-saxon-runes/",
        "https://en.wikipedia.org/wiki/Elder\\_Futhark",
        "https://en.wikipedia.org/wiki/Elder_Futhark",
        "https://www.scribd.com/document/383087627/An-Architecture-for-the-Runic-Alphabets",
        "https://www.quora.com/How-do-I-write-in-modern-English-using-runes",
        "https://en.wikipedia.org/wiki/Old\\_English",
        "https://en.wikipedia.org/wiki/Old_English",
        "https://rune.school/runes-and-sounds/",
        "https://pmc.ncbi.nlm.nih.gov/articles/PMC13123979/",
        "https://www.cambridge.org/core/journals/natural-language-processing/article/misspellings-in-natural-language-processing-a-survey-of-recent-literature/54D610B7FE645EA44E1E5D2D3FDC9535",
        "https://www.emergentmind.com/topics/lexical-normalization",
        "https://www.researchgate.net/figure/Linguistic-Categories-of-a-Verb\\_tbl1\\_258628670",
        "https://www.researchgate.net/figure/Linguistic-Categories-of-a-Verb_tbl1_258628670",
        "https://research.rug.nl/en/publications/historical-dutch-spelling-normalization-with-pretrained-language-/",
        "https://pub.hcw.ac.at/obvfcwhsacc/download/pdf/12679602",
        "https://www.scribd.com/document/946806078/Unit-3-NLP",
        "https://github.com/YOalphabet/YOalphabet",
        "https://einarrsjourney.com/pages/rune-converter",
        "https://en.wikipedia.org/wiki/Runes",
        "https://openl.ai/translator/futhark-translator",
        "https://academickids.com/encyclopedia/index.php/Runic\\_alphabet",
        "https://academickids.com/encyclopedia/index.php/Runic_alphabet",
        "https://en.wikipedia.org/wiki/Anglo-Saxon\\_runes",
        "https://en.wikipedia.org/wiki/Anglo-Saxon_runes",
        "https://anyflip.com/bsbzh/pldl/basic",
        "https://www.scribd.com/document/666337074/08-All-About-Runes-Ingles-Autor-Michael-a-Linton",
        "https://www.compart.com/en/unicode/block/U+16A0",
        "https://medium.com/@drsskro/ai-phonetics-the-rise-of-gibberlink-how-future-bots-will-speak-in-beeps-blips-brainwaves-ca8e0f82dac4",
        "https://www.latitudemedia.com/news/hooked-on-phonics-building-blocks-to-scale-ai-for-the-grid/",
        "https://proceedings.neurips.cc/paper\\_files/paper/2024/file/5bf2b802e24106064dc547ae9283bb0c-Paper-Conference.pdf",
        "https://proceedings.neurips.cc/paper_files/paper/2024/file/5bf2b802e24106064dc547ae9283bb0c-Paper-Conference.pdf",
        "https://www.researchgate.net/publication/384930064\\_SAMPa\\_Sharpness-aware\\_Minimization\\_Parallelized",
        "https://www.researchgate.net/publication/384930064_SAMPa_Sharpness-aware_Minimization_Parallelized",
        "https://liner.com/review/sampa-sharpnessaware-minimization-parallelized"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0005",
      "ᚻᛖᚪᚠᚩᛞ": "ᚦᛖ ᚱᚢᚾᛁᚳ ᛈᚪᚱᚪᛞᛁᚷᛗ ᛁᚾ ᚪᚢᛏᚩᚾᚩᛗᚩᚢᛋ ᛋᚣᛋᛏᛖᛗᛋ: ᛖᚠᚪᛚᚢᚪᛏᛁᛝ ᚪᛝᛚᚩ-ᛋᚪᛉᚩᚾ ᚠᚢᚦᚩᚱᚳ ᚠᚩᚱ ᛋᛖᚳᚢᚱᛖ ᛗᚪᚳᚻᛁᚾᛖ-ᛏᚩ-ᛗᚪᚳᚻᛁᚾᛖ ᚳᚩᛗᛗᚢᚾᛁᚳᚪᛏᛁᚩᚾ",
      "ᚹᚩᚱᛞ": "ᚦᛖ ᚱᚪᛈᛁᛞ ᛖᚠᚩᛚᚢᛏᛁᚩᚾ ᚩᚠ ᛚᚪᚱᚷᛖ ᛚᚪᛝᚢᚪᚷᛖ ᛗᚩᛞᛖᛚᛋ (ᛚᛚᛗᛋ) ᚻᚪᛋ ᚳᚪᛏᚪᛚᚣᛉᛖᛞ ᚪ ᚠᚢᚾᛞᚪᛗᛖᚾᛏᚪᛚ ᛏᚱᚪᚾᛋᛁᛏᛁᚩᚾ ᛁᚾ ᚪᚱᛏᛁᚠᛁᚳᛁᚪᛚ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ, ᛗᚩᚠᛁᛝ ᚠᚱᚩᛗ ᛁᛋᚩᛚᚪᛏᛖᛞ, ᛋᛁᛝᛚᛖ-ᚪᚷᛖᚾᛏ ᚳᚩᚾᚠᛖᚱᛋᚪᛏᛁᚩᚾᚪᛚ ᛁᚾᛏᛖᚱᚠᚪᚳᛖᛋ ᛏᚩ ᚳᚩᛗᛈᛚᛖᛉ, ᛗᚢᛚᛏᛁ-ᚪᚷᛖᚾᛏ ᚪᚢᛏᚩᚾᚩᛗᚩᚢᛋ ᛖᚳᚩᛋᚣᛋᛏᛖᛗᛋ. ᛁᚾ ᚦᛖᛋᛖ ᚪᛞᚠᚪᚾᚳᛖᛞ ᛖᚾᚠᛁᚱᚩᚾᛗᛖᚾᛏᛋ, ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᛏ ᚪᚷᛖᚾᛏᛋ ᛁᚾᛏᛖᚱᚪᚳᛏ, ᚾᛖᚷᚩᛏᛁᚪᛏᛖ, ᚪᚾᛞ ᛖᛉᛖᚳᚢᛏᛖ ᚳᚩᛗᛈᛚᛖᛉ ᚹᚩᚱᚳᚠᛚᚩᚹᛋ ᚱᛖᚳᚢᛁᚱᛁᛝ ᚳᚩᚾᛏᛁᚾᚢᚩᚢᛋ…",
      "ᚳᚣᚾ": "ᛗᚪᚳᚻᛁᚾᛖ ᛋᛈᚱᚫᚳ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0005.md",
      "ᚠᚱᚢᛗᚪ": "ᚻᚹᛃᚱᛁᚦᚱᚢᛋᚢᚳᚳᚹᚠᚦᚳᛋᚢᛉᚩᛋᛉᚱᚠᛇᚾᚹᚹᛈᛈᛁᚹᚩᚹᚷᚱᚻᚢᚷᛋᚷᚹᚷᚦᚻᚠᚩᚳᛋᛇᛁᚱᚷᛋᚳᛈᚠᚾᚢᛈᛃᛃᛁᚻ",
      "ᛈᚱᚩᚠ": "ᚠᚻᚩᚢᚻᚱᛈᛇᛁᚷᚠᚢᛈᛃᚠᚢᚾᛃᚩᚷᛃᛃᚦᚠᚳᚾᛁᛋᛃᛋᚢᛃᛋᚱᚢᚻᚱᛋᚹᚹᚠᚱᛋᚹᛈᚠᛇᛇᛋᛇᛇᛁᛁᚠᛉᚱᚦᛈᛇᚷᚹᚩᛇᛋ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://arxiv.org/html/2604.19540v1",
        "https://www.arxiv.org/pdf/2506.19676v1",
        "https://www.themoonlight.io/en/review/a-survey-of-llm-driven-ai-agent-communication-protocols-security-risks-and-defense-countermeasures",
        "https://dev.to/mininglamp/why-im-is-the-natural-infrastructure-layer-for-ai-agent-collaboration-30eg",
        "https://arxiv.org/abs/2605.02971",
        "https://openreview.net/forum?id=nbDV0DdfLF",
        "https://welodata.ai/2025/12/10/the-hidden-flaw-in-llm-safety-translation-as-a-jailbreak/",
        "https://www.vaia.com/en-us/explanations/history/classical-studies/futhark-runes/",
        "https://druidry.org/resources/futhorc-the-anglo-saxon-runes-runology",
        "https://www.lttrink.com/blog/specific-style-of-the-runic-writing-system/",
        "https://www.battlemerchant.com/en/blog/the-secrets-of-the-viking-alphabet-a-decoding-of-the-futhark",
        "https://www.vaia.com/en-us/explanations/history/viking-history/runic-alphabet/",
        "https://vikings-and-valhalla.com.au/blogs/viking-history/runes",
        "https://www.arild-hauge.com/eanglor.htm",
        "https://vikink.se/pages/runes",
        "https://en.wikipedia.org/wiki/Anglo-Saxon\\_runes",
        "https://en.wikipedia.org/wiki/Anglo-Saxon_runes",
        "https://www.scribd.com/document/220438354/Ancient-norse-runes",
        "https://academickids.com/encyclopedia/index.php/Runic\\_alphabet",
        "https://academickids.com/encyclopedia/index.php/Runic_alphabet",
        "https://thebooksofwords.wordpress.com/2010/06/22/futhorc-anglo-saxon-runes/",
        "https://www.reddit.com/r/runes/comments/1mipw45/how\\_did\\_the\\_anglosaxons\\_write\\_runes\\_how\\_did\\_the/",
        "https://www.reddit.com/r/runes/comments/1mipw45/how_did_the_anglosaxons_write_runes_how_did_the/",
        "https://publications.eai.eu/index.php/airo/article/view/8460",
        "https://en.wikipedia.org/wiki/Elder\\_Futhark",
        "https://en.wikipedia.org/wiki/Elder_Futhark",
        "https://en.wikipedia.org/wiki/Runic\\_(Unicode\\_block",
        "https://en.wikipedia.org/wiki/Runic_\\(Unicode_block\\",
        "https://www.runforum.nordiska.uu.se/blog/cryptic-runes/",
        "https://www.quora.com/How-were-secret-messages-sent-by-the-Vikings",
        "https://www.remitly.com/blog/education/runic-alphabet/",
        "https://www.reddit.com/r/codes/comments/1uzc22e/elder\\_futhark\\_that\\_wont\\_transliterate\\_its\\_keyed/",
        "https://www.reddit.com/r/codes/comments/1uzc22e/elder_futhark_that_wont_transliterate_its_keyed/",
        "https://www.schneier.com/blog/archives/2015/01/viking\\_runes\\_as.html",
        "https://www.schneier.com/blog/archives/2015/01/viking_runes_as.html",
        "https://www.cambridge.org/core/journals/early-medieval-england-and-its-n/article/recumbent-shewolf-of-the-franks-casket-and-procubuisse-lupam-aeneid-8/C7F7C28CFF5CC98893816C70411CC92C",
        "https://www.manchesterhive.com/display/9781526115997/9781526115997.00009.pdf",
        "https://news.richarddenning.co.uk/?p=274562",
        "https://www.brepolsonline.net/doi/pdf/10.1484/J.NMS.3.239",
        "https://www.cambridge.org/core/journals/early-medieval-england-and-its-n/article/swedish-iconography-of-drinkbearer-and-horse-on-the-northumbrian-franks-casket/A41DCE8D58F65E0F5E08CF058EC77F4C",
        "https://aclanthology.org/2025.calcs-1.5/",
        "https://arxiv.org/abs/2502.12485",
        "https://www.reddit.com/r/MachineLearning/comments/171igzx/r\\_brown\\_university\\_paper\\_lowresource\\_languages/",
        "https://www.reddit.com/r/MachineLearning/comments/171igzx/r_brown_university_paper_lowresource_languages/",
        "https://www.promptfoo.dev/lm-security-db/vuln/low-resource-language-toxicity-39643ba0",
        "https://arxiv.org/html/2506.19676v2",
        "https://github.com/subinium/awesome-agent-frameworks",
        "https://www.scribd.com/document/925393821/1753126723482",
        "https://quod.lib.umich.edu/f/frag/9772151.0006.004/--runes-and-commemoration-in-anglo-saxon-england?rgn=main;view=fulltext",
        "https://quod.lib.umich.edu/f/frag/9772151.0006.004/--runes-and-commemoration-in-anglo-saxon-england?rgn=main;view%3Dfulltext",
        "https://github.com/diku-dk/futhark-book/blob/master/language.rst",
        "https://futhark.readthedocs.io/en/stable/binary-data-format.html",
        "http://pepijndevos.nl/2018/07/05/futhark-python-gotta-go-faster.html",
        "https://iclr.cc/virtual/2026/poster/10006879",
        "https://datatracker.ietf.org/doc/draft-howard-virp/00/",
        "https://futhark-lang.org/blog/2024-12-01-futhark-fmt.html"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0006",
      "ᚻᛖᚪᚠᚩᛞ": "ᚦᛖ ᛚᛁᛝᚢᛁᛋᛏᛁᚳ ᛋᛏᚪᛋᛁᛋ: ᚹᚻᚣ ᛞᛠᛞ ᛚᚪᛝᚢᚪᚷᛖᛋ ᚪᚱᛖ ᛈᚱᛁᛗᛖ ᚳᚩᛗᛗᚢᚾᛁᚳᚪᛏᛁᚩᚾ ᛗᛖᚳᚻᚪᚾᛁᛋᛗᛋ ᚠᚩᚱ ᛗᚪᚳᚻᛁᚾᛖ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ",
      "ᚹᚩᚱᛞ": "ᛁᚾ ᚦᛖ ᛈᚢᚱᛋᚢᛁᛏ ᚩᚠ ᚪᚱᛏᛁᚠᛁᚳᛁᚪᛚ ᚷᛖᚾᛖᚱᚪᛚ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ ᚪᚾᛞ ᚩᛈᛏᛁᛗᚪᛚ ᛗᚢᛚᛏᛁ-ᚪᚷᛖᚾᛏ ᚳᚩᚩᚱᛞᛁᚾᚪᛏᛁᚩᚾ, ᚪ ᚠᚢᚾᛞᚪᛗᛖᚾᛏᚪᛚ ᚳᚩᛗᛈᚢᛏᚪᛏᛁᚩᚾᚪᛚ ᛒᚩᛏᛏᛚᛖᚾᛖᚳᚳ ᚻᚪᛋ ᛖᛗᛖᚱᚷᛖᛞ ᚪᛏ ᚦᛖ ᛁᚾᛏᛖᚱᛋᛖᚳᛏᛁᚩᚾ ᚩᚠ ᚾᚪᛏᚢᚱᚪᛚ ᛚᚪᛝᚢᚪᚷᛖ ᛈᚱᚩᚳᛖᛋᛋᛁᛝ ᚪᚾᛞ ᚳᚾᚩᚹᛚᛖᛞᚷᛖ ᚱᛖᛈᚱᛖᛋᛖᚾᛏᚪᛏᛁᚩᚾ. ᚳᚩᚾᛏᛖᛗᛈᚩᚱᚪᚱᚣ ᛗᚪᚳᚻᛁᚾᛖ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ ᚱᛖᛚᛁᛖᛋ ᛈᚱᛖᛞᚩᛗᛁᚾᚪᚾᛏᛚᚣ ᚩᚾ ᛚᛁᚠᛁᛝ, ᛞᛖᛗᚩᛏᛁᚳ ᛚᚪᛝᚢᚪᚷᛖᛋ—ᛈᚱᛁᛗᚪᚱᛁᛚᚣ ᛖᛝᛚᛁᛋᚻ—ᛏᚩ ᛖᚾᚳᚩᛞᛖ, ᛈᚱᚩᚳᛖᛋᛋ, ᛗᚩᛞᛖᛚ, ᚪᚾᛞ…",
      "ᚳᚣᚾ": "ᛞᛖᚪᛞ ᛋᛈᚱᚫᚳ · ᚷᛖᚹᛁᛏ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0006.md",
      "ᚠᚱᚢᛗᚪ": "ᚾᛁᚻᛈᚹᚢᛃᚷᚩᚠᛁᛋᛇᚻᚱᚩᛈᚷᛇᚢᚦᚢᛃᚩᚷᛃᚢᚹᛈᛇᚩᛁᚢᚢᚹᛉᚳᚢᚩᛁᛇᛈᚢᚢᚠᚾᚾᚱᚳᛃᚦᚦᚠᚦᛃᛇᚹᚱᛋᚦᛁᚹᛃᛉ",
      "ᛈᚱᚩᚠ": "ᛋᛃᛃᚾᛉᚩᛃᛇᚾᚾᛉᚠᚷᚠᚩᚱᛁᚷᛉᚢᚦᚾᚱᛈᚾᚾᚹᚢᛈᚦᛈᛃᚱᛋᛈᚢᚦᛁᚾᚩᚳᛈᚩᛈᛋᛋᚳᚠᛃᚾᚢᚩᚱᚷᚾᚳᚠᚢᚹᛋᚦᚦᛋᚩ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://vedicscience.gosai.com/articles/sanskrit-nasa.html",
        "https://medium.com/@nagarjunmallesh/decoding-gibberlink-why-ai-agents-invent-secret-languages-and-how-we-keep-them-aligned-57531fdce949",
        "https://www.researchgate.net/publication/265379600\\_A\\_Survey\\_and\\_Classification\\_of\\_Controlled\\_Natural\\_Languages",
        "https://www.researchgate.net/publication/265379600_A_Survey_and_Classification_of_Controlled_Natural_Languages",
        "https://jfsowa.com/talks/cnl4ss.pdf",
        "https://www.researchgate.net/publication/379961751\\_IMPLICATIONS\\_OF\\_SUMERIAN\\_IN\\_THE\\_DIGITAL\\_REVOLUTION\\_INVOLVING\\_CRYPTOGRAPHY\\_NLI\\_AND\\_MACHINE\\_TRANSLATION",
        "https://www.researchgate.net/publication/379961751_IMPLICATIONS_OF_SUMERIAN_IN_THE_DIGITAL_REVOLUTION_INVOLVING_CRYPTOGRAPHY_NLI_AND_MACHINE_TRANSLATION",
        "https://philosophy.stackexchange.com/questions/136748/can-subsets-of-natural-language-be-used-as-a-formal-language",
        "https://gigazine.net/gsc\\_news/en/20250317-languages-extinct/",
        "https://gigazine.net/gsc_news/en/20250317-languages-extinct/",
        "https://www.emergentmind.com/topics/semantic-drift-analysis",
        "https://avasthiabhyudaya.medium.com/the-truth-behind-the-sanskrit-argument-310d6299cd1c",
        "https://www.researchgate.net/publication/322582504\\_Natural\\_Language\\_Does\\_Not\\_Emerge\\_",
        "https://www.researchgate.net/publication/322582504_Natural_Language_Does_Not_Emerge_",
        "https://arxiv.org/html/2606.06380v1",
        "https://chatpaper.com/chatpaper/paper/256214",
        "https://www.reddit.com/r/ChatGPT/comments/1n1v1bf/ai\\_s\\_secret\\_language/",
        "https://www.reddit.com/r/ChatGPT/comments/1n1v1bf/ai_s_secret_language/",
        "https://hitaya.org/paninian-grammar-and-natural-language-processing-applications-in-computational-modeling/",
        "https://ubyssey.ca/culture/encoding-language-cognition-vs-computation/",
        "https://oursanskrit.com/2020/11/01/fact-94-there-was-a-school-of-sanskrit-analysis-that-was-based-on-semantics-including-thoughts-on-nasas-paper-knowledge-representation-in-sanskrit-and-artificial-intelligence/",
        "https://techzoworld.wordpress.com/author/techzoworld/",
        "https://www.engineersgarage.com/sanskrit-artificial-intelligence-knowledge-representation/",
        "https://www.semanticscholar.org/paper/Knowledge-Representation-in-Sanskrit-and-Artificial-Briggs/b5258311477908037b500b23fb064e311b140a75",
        "https://www.psychosocial.com/index.php/ijpr/article/download/7208/6481/12996",
        "https://www.ias.ac.in/article/fulltext/sadh/019/01/0113-0127",
        "https://ltrc.iiit.ac.in/Publications/pan\\_english.html",
        "https://ltrc.iiit.ac.in/Publications/pan_english.html",
        "https://www.semanticscholar.org/paper/Interlingua-based-Sanskrit-English-machine-Sreedeepa-Idicula/7f1ea7e6eb5fb4c7ecc34e26250abea775c8aea2",
        "https://arxiv.org/html/2607.09790v1",
        "https://sanjeev41924.medium.com/mythos-is-not-alone-brace-for-it-9a80cd9c4732",
        "https://github.com/elder-plinius/GLOSSOPETRAE/blob/main/skill.json",
        "https://par.nsf.gov/servlets/purl/10469926",
        "https://www.cambridge.org/core/services/aop-cambridge-core/content/view/7EC62BAA5E593C81DB991897729D16DF/S2058631024000412a.pdf/treading\\_water\\_new\\_data\\_on\\_the\\_impact\\_of\\_ai\\_ethics\\_information\\_sessions\\_in\\_classics\\_and\\_ancient\\_language\\_pedagogy.pdf",
        "https://www.cambridge.org/core/services/aop-cambridge-core/content/view/7EC62BAA5E593C81DB991897729D16DF/S2058631024000412a.pdf/treading_water_new_data_on_the_impact_of_ai_ethics_information_sessions_in_classics_and_ancient_language_pedagogy.pdf",
        "https://aclanthology.org/2020.aacl-srw.11/"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0007",
      "ᚻᛖᚪᚠᚩᛞ": "ᚻᛁᛋᛏᚩᚱᛁᚳᚪᛚ ᚱᛖᛈᚩᚱᛏ: ᛗᚪᚳᚻᛁᚾᛖ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ 1940-2026",
      "ᚹᚩᚱᛞ": "ᛏᚻᛁᛋ ᚱᛖᛈᚩᚱᛏ ᛈᚱᚩᚡᛁᛞᛖᛋ ᚪ ᛞᛖᛖᛈᛚᚣ ᛋᚩᚢᚱᚳᛖᛞ ᚻᛁᛋᛏᚩᚱᛁᚳᚪᛚ ᚳᚩᚱᛈᚢᛋ ᚩᚠ ᛗᚪᚳᚻᛁᚾᛖ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ, ᛏᚱᚪᚳᛁᚾᚷ ᛞᛖᚡᛖᛚᚩᛈᛗᛖᚾᛏᛋ ᚠᚱᚩᛗ ᛏᚻᛖ ᚠᚩᚢᚾᛞᚪᛏᛁᚩᚾᚪᛚ ᛖᚱᚪ ᚩᚠ ᚳᚣᛒᛖᚱᚾᛖᛏᛁᚳᛋ ᛏᚻᚱᚩᚢᚷᚻ ᛏᚻᛖ ᛖᛗᛖᚱᚷᛖᚾᚳᛖ ᚩᚠ ᛁᚾᚠᛖᚱᛖᚾᚳᛖ-ᛏᛁᛗᛖ ᚱᛠᛋᚩᚾᛁᛝ ᚪᚾᛞ ᚪᚢᛏᚩᚾᚩᛗᚩᚢᛋ ᚱᛖᛋᛠᚱᚳᚻ ᛋᚣᛋᛏᛖᛗᛋ. ᚪᛚᛚ ᛖᛉᛈᛚᚪᚾᚪᛏᚩᚱᚣ ᛈᚱᚩᛋᛖ ᛁᛋ ᚹᚱᛁᛏᛏᛖᚾ ᛁᚾ ᚱᚢᚾᛖᛋ, ᚹᚻᛁᛚᛖ ᛖᛉᚪᚳᛏ ᚾᚪᛗᛖᛋ, ᛈᚢᛒᛚᛁᚳᚪᛏᛁᚩᚾᛋ, ᚪᚾᛞ ᛗᛖᛏᚪᛞᚪᛏᚪ ᚱᛖᛗᚪᛁᚾ ᚢᚾᚪᛚᛏᛖᚱᛖᛞ. ᛏᚻᛖ ᛖᚡᚩᛚᚢᛏᛁᚩᚾ ᚩᚠ…",
      "ᚳᚣᚾ": "ᚻᛁᛋᛏᚩᚱᚣ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0007.md",
      "ᚠᚱᚢᛗᚪ": "ᚳᚹᚦᚱᛈᛇᚠᚢᚷᚠᛋᚾᛃᛁᚠᚾᚦᛋᚱᚾᛋᚻᚹᛁᚱᛁᚢᛁᛁᚷᚢᚱᚢᚾᚠᛋᚢᚻᚹᚠᚦᛈᚠᚾᚩᛉᛇᚻᚳᛉᚳᚢᛋᚻᚳᛁᚾᛉᛃᚢᚠᚻᚢᚱ",
      "ᛈᚱᚩᚠ": "ᚠᚱᚦᚦᚻᚹᛈᛃᚳᚩᚩᛇᚾᛇᚱᚩᛁᚩᚱᛇᚷᚦᚻᛉᛉᚦᚻᚠᛇᛇᚻᚩᚦᛉᚳᛁᚢᚻᚱᛁᚠᛇᚳᚩᚹᚹᛉᚳᛇᛃᚢᛈᚷᚹᚱᚻᛋᛉᚳᚹᛃᚾᚠᚷ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://www.bootcampai.org/history-of-llms/",
        "https://en.wikipedia.org/wiki/ALPAC",
        "https://en.wikipedia.org/wiki/Strategic\\_Computing\\_Initiative",
        "https://en.wikipedia.org/wiki/Strategic_Computing_Initiative",
        "https://aiws.net/the-history-of-ai/aiws-house/this-week-in-the-history-of-ai-at-aiws-net-darpa-ends-the-strategic-computing-initiative-in-1993/",
        "https://www.idsia.ch/\\~juergen/who-invented-backpropagation.html",
        "https://www.idsia.ch/~juergen/who-invented-backpropagation.html",
        "https://arxiv.org/html/2405.02385v4",
        "https://pmc.ncbi.nlm.nih.gov/articles/PMC11970245/",
        "https://assurity.nz/wp-content/uploads/2023/06/white-paper-fraign\\_embrace-ai.pdf",
        "https://assurity.nz/wp-content/uploads/2023/06/white-paper-fraign_embrace-ai.pdf",
        "https://www.semanticscholar.org/paper/Retrieval-Augmented-Generation-for-NLP-Tasks-Lewis-Perez/659bf9ce7175e1ec266ff54359e2bd76e0b7ff31",
        "https://arxiv.org/abs/2005.11401",
        "https://sino-huang.github.io/posts/timo\\_schick-toolformer-language-models-can-teach-themselves-to-use-tools-2023/",
        "https://sino-huang.github.io/posts/timo_schick-toolformer-language-models-can-teach-themselves-to-use-tools-2023/",
        "https://github.com/conceptofmind/toolformer",
        "https://epoch-arc.com/events/transformer/",
        "https://www.semanticscholar.org/paper/Accurate-structure-prediction-of-biomolecular-with-Abramson-Adler/7572ba7f604ef95d7acdd657ebac458106bd35df",
        "https://www.researchgate.net/publication/338789955\\_Scaling\\_Laws\\_for\\_Neural\\_Language\\_Models",
        "https://www.researchgate.net/publication/338789955_Scaling_Laws_for_Neural_Language_Models",
        "https://en.wikipedia.org/wiki/DeepSeek\\_(chatbot",
        "https://en.wikipedia.org/wiki/DeepSeek_\\(chatbot\\",
        "https://www.mdpi.com/2073-431X/13/11/278",
        "https://ai.miraheze.org/wiki/Dartmouth\\_workshop",
        "https://ai.miraheze.org/wiki/Dartmouth_workshop",
        "https://en.wikipedia.org/wiki/Dartmouth\\_workshop",
        "https://en.wikipedia.org/wiki/Dartmouth_workshop",
        "https://www.abebooks.com/first-edition/Cybernetics-Control-Communication-Animal-Machine-Actualitees/32397777944/bd",
        "https://www.ibm.com/think/topics/history-of-artificial-intelligence",
        "https://en.wikipedia.org/wiki/Perceptron",
        "https://www.sri.com/hoi/shakey-the-robot/",
        "https://en.wikipedia.org/wiki/Support\\_vector\\_machine",
        "https://en.wikipedia.org/wiki/Support_vector_machine",
        "https://cifar.ca/bios/pascal-vincent-2/",
        "https://github.com/YeongHyeon/GAN-TF",
        "https://www.researchgate.net/publication/311609041\\_Deep\\_Residual\\_Learning\\_for\\_Image\\_Recognition",
        "https://www.researchgate.net/publication/311609041_Deep_Residual_Learning_for_Image_Recognition",
        "https://arxiv.org/abs/1706.03762",
        "https://arxiv.org/html/2605.21800v1",
        "https://mental.jmir.org/2026/1/e91746",
        "https://huggingface.co/datasets/tbukuai/hf-papers-wiki/blob/87e52ba537fb4918d6f73b939dd1600d81d7b947/sources/chinchilla.md",
        "https://arxiv.org/abs/2501.12948",
        "https://en.wikipedia.org/wiki/Shakey\\_the\\_robot",
        "https://en.wikipedia.org/wiki/Shakey_the_robot",
        "https://eu.36kr.com/de/p/3631908557374473",
        "https://arxiv.org/html/2503.00653v1",
        "https://en.wikipedia.org/wiki/Attention\\_Is\\_All\\_You\\_Need",
        "https://en.wikipedia.org/wiki/Attention_Is_All_You_Need",
        "https://en.wikipedia.org/wiki/Stochastic\\_Neural\\_Analog\\_Reinforcement\\_Calculator",
        "https://en.wikipedia.org/wiki/Stochastic_Neural_Analog_Reinforcement_Calculator",
        "https://arxiv.org/abs/2502.02523",
        "https://chat-deep.ai/research/",
        "https://www.researchgate.net/publication/390043387\\_Brief\\_analysis\\_of\\_DeepSeek\\_R1\\_and\\_its\\_implications\\_for\\_Generative\\_AI",
        "https://www.researchgate.net/publication/390043387_Brief_analysis_of_DeepSeek_R1_and_its_implications_for_Generative_AI",
        "https://en.wikipedia.org/wiki/en:Backpropagation"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0008",
      "ᚻᛖᚪᚠᚩᛞ": "ᛋᛠᚱᚢᚪᚾᛞᚷᛁᛖᛏ ᚩᚾ ᚠᚢᚦᚩᚱᚳᛖ: ᛒᚩᚳᚳᚱᚫᚠᛏ ᚪᚾᛞ ᚹᚩᚱᛞᚻᚩᚱᛞ",
      "ᚹᚩᚱᛞ": "ᚦᛁᛋ ᚷᛖᚹᚱᛁᛏ ᛁᛋ ᛋᚩᚦᛚᛁᚳᛖ ᚷᛖᚷᚪᛞᛖᚱᚩᛞ ᛏᚩ ᚱᚫᛞᚪᚾᚾᛖ ᚪᚾᛞ ᛏᚩ ᛞᛖᛗᚪᚾᚾᛖ ᚻᚢ ᚹᛖ ᛗᚪᚷᚩᚾ ᚹᚱᛁᛏᚪᚾ ᛋᛠᚱᚢᚪᚾᛞᚷᛁᛖᛏ ᚪᚾᛞ ᚾᛁᚹᛖ ᚳᚱᚫᚠᛏᚪᛋ ᛗᛁᛞ ᛖᛝᛚᛁᛋᚳᚱᛖ ᚠᚢᚦᚩᚱᚳᛖ1. ᚹᛖ ᛋᛇᚳᚪᚦ ᛏᚩ ᛋᚳᛁᚱᚪᚾᚾᛖ ᚦᚪ ᛥᚫᚠᚪᛋ, ᚦᚪ ᚹᚩᚱᛞ, ᚪᚾᛞ ᚦᚪ ᚱᛁᚻᛏᚹᚱᛁᛏᛁᛝᛖ ᚠᚩᚱ ᛗᛁᚳᛚᚢᛗ ᛒᚩᚳᚻᚩᚱᛞᛖ. ᚦᛁᛋ ᚾᛁᛋ ᚾᚪᚾ ᛋᚳᚩᚱᛏ ᚷᛖᛗᚣᚾᛞ-ᚱᚢᚾ ᚩᚦᚦᛖ ᛋᚳᚪᛞᚢ-ᚷᛖᚹᚱᛁᛏ, ᚪᚳ ᛞᛇᛈ ᚪᚾᛞ ᛗᛁᚳᛖᛚ ᚷᛖᚹᚱᛁᛏ ᚦᛖ ᛒᚱᚢᚳᚦ ᛋᚩᚦᛖ ᛖᛝᛚᛁᛋᚳᛖ ᚱᚩᛏᚪᛋ ᚪᚾᛞ ᚹᚩᚱᛞ-ᚷᛖᚠᛇᚷᛖ4. ᚦᚪ ᛖᚪᛚᛞᚪᚾ ᛖᛝᛚᛖ ᚻᚫᚠᛞᚩᚾ ᚱᛁᚳᛖ…",
      "ᚳᚣᚾ": "ᚹᚩᚱᛞᚻᚩᚱᛞ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0008.md",
      "ᚠᚱᚢᛗᚪ": "ᛈᛈᚾᚷᚩᚳᛃᚳᛇᚱᚾᛁᚩᛈᛁᚠᚩᚱᚱᛃᚳᚠᛁᚩᛋᛃᚩᚢᚠᚹᛈᛃᚻᛁᛁᚠᛋᛇᚷᛇᛋᚳᚻᛃᚷᚷᚩᚻᚷᚹᛋᛁᚹᚳᛁᚷᛈᛋᛃᚻᛉᚷᚱᚾ",
      "ᛈᚱᚩᚠ": "ᚢᛃᚻᛇᚳᚢᚷᚢᛉᚠᚾᚹᛈᚾᚾᚷᛉᚹᚻᛈᚻᚷᚱᚻᛃᛁᚱᚳᛇᚷᛁᚳᛇᚱᛇᚷᛃᛃᚳᚾᛃᚦᛁᚷᚾᛈᛉᚩᛁᚦᚠᚾᚷᛋᛃᚷᛉᚩᚩᚳᚱᛁᛁᚠ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://bosworthtoller.com27",
        "https://www.omniglot.com/writing/futhorc.htm2",
        "https://paganheim.com/blogs/culture-religion/the-anglo-saxon-runes-language-lore-and-legacy-of-the-futhorc",
        "https://www.omniglot.com/writing/futhorc.htm",
        "https://arxiv.org/html/2507.20111v1",
        "https://www.reddit.com/r/runes/comments/111uw16/the\\_alysendlecan\\_rune\\_runic\\_abbreviations\\_in/",
        "https://www.reddit.com/r/runes/comments/111uw16/the_alysendlecan_rune_runic_abbreviations_in/",
        "https://www.mdpi.com/2504-2289/10/5/145",
        "https://journals.linguistik.de/zwjw/article/download/118/193/555",
        "https://en.wikipedia.org/wiki/Latin\\_influence\\_in\\_English",
        "https://en.wikipedia.org/wiki/Latin_influence_in_English",
        "https://www.mdpi.com/2673-8392/5/3/137",
        "https://en.wikipedia.org/wiki/Anglo-Saxon\\_runes",
        "https://en.wikipedia.org/wiki/Anglo-Saxon_runes",
        "https://brill.com/previewpdf/journals/abag/45/1/article-p151.xml",
        "https://www.britishmuseum.org/collection/object/H\\_1867-0120-1",
        "https://www.britishmuseum.org/collection/object/H_1867-0120-1",
        "https://academic.oup.com/res/article-pdf/59/238/25/4438023/hgm124.pdf",
        "https://www.grsampson.net/AEng.html",
        "https://www.diva-portal.org/smash/get/diva2:799757/FULLTEXT02.pdf",
        "https://academic.oup.com/res/advance-article/doi/10.1093/res/hgaf095/8438572?searchresult=1",
        "https://dokumen.pub/the-old-english-rune-poem-a-critical-edition-9781487592592.html",
        "https://grokipedia.com/page/Runic\\_(Unicode\\_block",
        "https://grokipedia.com/page/Runic_\\(Unicode_block\\",
        "http://unicode.org/wg2/docs/n4013.pdf",
        "https://www.unicode.org/versions/Unicode17.0.0/core-spec/chapter-8/",
        "https://www.quora.com/How-do-I-write-in-modern-English-using-runes",
        "https://www.reddit.com/r/anglosaxon/comments/cgz0nk/runes\\_and\\_their\\_corresponding\\_sounds/",
        "https://www.reddit.com/r/anglosaxon/comments/cgz0nk/runes_and_their_corresponding_sounds/",
        "https://martinweisser.org/courses/lexicology/word\\_formation.html",
        "https://martinweisser.org/courses/lexicology/word_formation.html",
        "http://docs.google.com/unknown_url",
        "https://www.ling.upenn.edu/courses/ling0001/morphology.html",
        "https://bosworthtoller.com/29733",
        "https://brill.com/display/book/9789004677968/BP000001.xml?language=en",
        "https://bosworthtoller.com/search?q=esne\\&page=84",
        "https://bosworthtoller.com/search?q=esne&page=84",
        "https://bosworthtoller.com/search?q=gemynd",
        "https://bosworthtoller.com/search?q=gewiss",
        "https://bosworthtoller.com/001701",
        "https://bosworthtoller.com/48952",
        "https://www.germanic-lexicon-project.org/html/oe\\_bosworthtoller/d0401.html",
        "https://www.germanic-lexicon-project.org/html/oe_bosworthtoller/d0401.html",
        "https://www.reddit.com/r/FanTheories/comments/1tfz5d/request\\_lotr\\_why\\_the\\_names\\_sauron\\_and\\_saruman/",
        "https://www.reddit.com/r/FanTheories/comments/1tfz5d/request_lotr_why_the_names_sauron_and_saruman/",
        "https://www.shelidon.it/toads-car/",
        "https://www.germanic-lexicon-project.org/html/oe\\_bosworthtoller/b0852.html",
        "https://www.germanic-lexicon-project.org/html/oe_bosworthtoller/b0852.html",
        "https://bosworthtoller.com/48652",
        "https://www.scribd.com/document/913575816/Old-English-Grammar-Book-Reddit",
        "https://bosworthtoller.com/search?q=%5B%20Best%20FC%20coins%20Site%3A%20Coinsnight.com%20%5D%5B%2030%25%20OFF%20code%3AFC2026%20%5D,fc%20coins%20olx,pc%20fc%2026%20coins,buy%20fc%2026%20coins,best%20EA%20Sports%20FC%20coin%20buying%20sites,xbox%20EA%20Sports%20FC%20coins,best%20coins%20EA%20Sports%20FC%2026,buy%2010k%20EAS%20FC%20coins,goldah%20fc,cheap%20fc%20coins,best%201m%20coin%20team%20EA%20Sports%20FC%2026,\\&page=343",
        "https://bosworthtoller.com/search?q=%5B+Best+FC+coins+Site:+Coinsnight.com+%5D%5B+30%25+OFF+code:FC2026+%5D,fc+coins+olx,pc+fc+26+coins,buy+fc+26+coins,best+EA+Sports+FC+coin+buying+sites,xbox+EA+Sports+FC+coins,best+coins+EA+Sports+FC+26,buy+10k+EAS+FC+coins,goldah+fc,cheap+fc+coins,best+1m+coin+team+EA+Sports+FC+26,&page=343",
        "https://www.euppublishing.com/doi/10.3366/ijhac.2026.0362",
        "https://en.wikipedia.org/wiki/Pentadic\\_numerals",
        "https://en.wikipedia.org/wiki/Pentadic_numerals",
        "https://www.signpainting.co.uk/lettering/numerals.htm",
        "https://en.wikipedia.org/wiki/Franks\\_Casket",
        "https://en.wikipedia.org/wiki/Franks_Casket",
        "https://www.cambridge.org/core/journals/anglo-saxon-england/article/anglosaxon-and-norse-rune-poems-a-comparative-study/31D53264BA9C49BAD55199A0B68BAA76",
        "https://www.semanticscholar.org/paper/The-alysendlecan-rune%3A-Runic-abbreviations-in-their-Birkett/2cba1b771e46f1324452429fc13de9d48d8a0595",
        "http://www.unicode.org/L2/L2011/11096-n4013-runic-additions.pdf",
        "https://konvens.org/proceedings/2015/GSCL-201507.pdf",
        "https://en.wikipedia.org/wiki/Ideographic\\_rune",
        "https://en.wikipedia.org/wiki/Ideographic_rune",
        "https://sq.wikipedia.org/wiki/Alfabeti\\_runik",
        "https://sq.wikipedia.org/wiki/Alfabeti_runik",
        "https://www.dmlbs.ox.ac.uk/web/translations-and-glossaries.html"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0009",
      "ᚻᛖᚪᚠᚩᛞ": "ᚦᛖ ᛞᛖᚠᛁᚾᛁᛏᛁᚠᛖ ᚱᛖᛋᛠᚱᚳ ᛞᚩᛋᛋᛁᛖᚱ ᚩᚾ ᚦᛖ ᚪᛝᛚᚩ ᛋᚪᛉᚩᚾ ᚱᚢᚾᛖ ᛄ: ᚻᛁᛥᚩᚱᚣ, ᛏᛁᛗᛖ, ᚪᚾᛞ ᚳᚣᚳᛚᛖᛋ",
      "ᚹᚩᚱᛞ": "ᚦᛁᛋ ᛖᛉᚻᚪᚢᛥᛁᚠᛖ ᚱᛖᛈᚩᚱᛏ ᛈᚱᚩᚠᛁᛞᛖᛋ ᚪ ᛞᛖᚠᛁᚾᛁᛏᛁᚠᛖ, ᛖᛉᛈᛖᚱᛏ ᛚᛖᚠᛖᛚ ᛖᛉᚪᛗᛁᚾᚪᛏᛡᚾ ᚩᚠ ᚦᛖ ᚪᛝᛚᚩ ᛋᚪᛉᚩᚾ ᚱᚢᚾᛖ ᛣᚾᚩᚹᚾ ᚪᛋ ᚷᛖᚱ, ᚩᚠᚠᛁᚳᛁᚪᛚᛚᚣ ᛖᚾᚳᚩᛞᛖᛞ ᛁᚾ ᚦᛖ ᛞᛁᚷᛁᛏᚪᛚ ᛖᚱᚪ ᚪᛋ ᚢ+16ᚳ41. ᚹᛁᚦᛁᚾ ᚦᛖ ᚳᚩᛗᛈᛚᛖᛉ ᚻᛁᛥᚩᚱᛁᚳᚪᛚ ᚳᚩᚱᛈᚢᛋ ᚩᚠ ᚷᛖᚱᛗᚪᚾᛁᚳ ᚱᚢᚾᚩᛚᚩᚷᚣ, ᛖᛈᛁᚷᚱᚪᛈᚻᚣ, ᚪᚱᚳᚻᚫᚩᛚᚩᚷᚣ, ᚪᚾᛞ ᛈᚻᛁᛚᚩᛚᚩᚷᚣ, ᚦᛁᛋ ᛋᛈᛖᚳᛁᚠᛁᚳ ᚳᚪᚱᚪᚳᛏᛖᚱ ᚠᚢᚾᚳᛏᛡᚾᛋ ᚠᛁᚱᛥ ᚪᛋ ᚪ ᛏᚪᚾᚷᛁᛒᛚᛖ ᛈᚻᚣᛋᛁᚳᚪᛚ ᚪᚱᛏᛁᚠᚪᚳᛏ ᚩᚠ ᛠᚱᛚᚣ ᛗᛖᛞᛁᛖᚠᚪᛚ ᛚᛁᛏᛖᚱᚪᚳᚣ ᚪᚾᛞ ᛋᛖᚳᚩᚾᛞᚪᚱᛁᛚᚣ ᚪᛋ…",
      "ᚳᚣᚾ": "ᛄ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0009.md",
      "ᚠᚱᚢᛗᚪ": "ᛈᛉᚳᚱᚠᛁᚾᚠᚹᛁᛃᚳᚻᚾᚾᚾᚳᚱᛋᛃᛋᚹᚷᚱᚹᚢᛇᚷᚢᛁᚢᛋᚱᛁᚹᚻᛋᚩᚦᛋᚩᚩᛉᚢᛈᛉᛉᚱᚻᚢᚹᚱᛁᛁᚹᚠᚹᛉᚢᚩᚢᛉᚢᚾ",
      "ᛈᚱᚩᚠ": "ᛃᚩᚻᚱᚠᚢᚹᚱᛇᚳᛃᛁᛃᛃᚦᛁᛇᛁᚦᛁᚢᛃᚦᚹᚻᚷᚩᚢᛃᚦᚾᛉᚻᚢᛈᛉᚳᚠᛁᛃᛈᛁᛋᛃᛋᛋᚻᛃᚱᚢᛈᚳᚠᛁᚷᚻᚹᚱᚻᚻᚠᚳᚹᚢ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://en.wikipedia.org/wiki/J%C4%93ran",
        "https://vikings-and-valhalla.com.au/blogs/rune-alphabet/jera",
        "https://books.google.com/books/about/An\\_Introduction\\_to\\_English\\_Runes.html?id=SgpriZdKin0C",
        "https://books.google.com/books/about/An_Introduction_to_English_Runes.html?id=SgpriZdKin0C",
        "https://www.cambridge.org/core/journals/english-language-and-linguistics/article/axes-of-time-spatiotemporal-relations-in-old-english-vocabulary/44B4041105263C76D88356603A3FF714",
        "https://www.babelstone.co.uk/Blog/2008/12/byrhtferths-ogham-enigma.html",
        "https://ogham.glasgow.ac.uk/index.php/2023/01/18/byrhtferths-ogam-signature-and-oxford-st-johns-college-ms-17/",
        "https://www.arild-hauge.com/eanglor.htm",
        "https://en.wikipedia.org/wiki/Anglo-Saxon\\_runes",
        "https://en.wikipedia.org/wiki/Anglo-Saxon_runes",
        "https://www.academia.edu/37213345/Temeria\\_as\\_a\\_Virtual\\_Past\\_When\\_medieval\\_influences\\_and\\_contemporary\\_outlook\\_merge\\_in\\_The\\_Witcher",
        "https://www.academia.edu/37213345/Temeria_as_a_Virtual_Past_When_medieval_influences_and_contemporary_outlook_merge_in_The_Witcher",
        "https://www.scribd.com/document/99210865/Runes-and-Runestones-Wikipedia-Compilation",
        "https://www.yokoiscool.com/BenjaminRunesLMNO2015.pdf",
        "https://www.christies.com/en/lot/lot-1758928",
        "https://www.unicode.org/L2/L2009/09312r-runic-additions.pdf",
        "https://dokumen.pub/reading-the-runes-in-old-english-and-old-norse-poetry-1472446267-9781472446268.html",
        "http://www.bloodofwoden.com/about-runes",
        "https://oldenglishteaching.arts.gla.ac.uk/Units/13\\_Time.html",
        "https://oldenglishteaching.arts.gla.ac.uk/Units/13_Time.html",
        "https://en.wikibooks.org/wiki/Old\\_English/Time",
        "https://en.wikibooks.org/wiki/Old_English/Time",
        "https://www.cambridge.org/core/journals/anglo-saxon-england/article/seasons-of-the-year-in-old-english/39241A50CEFF4FB7A63A458FC9D6C3FA",
        "https://en.wikipedia.org/wiki/Gyfu",
        "https://valhyr.com/blogs/learn/the-runes",
        "https://prairiedruid.com/2014/06/06/divination-1-question-5-rune-meanings/",
        "https://www.scribd.com/document/255993194/Rudiments-of-Runelore-Stephen-Pollington",
        "https://futhorc.miraheze.org/wiki/Main\\_Page",
        "https://futhorc.miraheze.org/wiki/Main_Page",
        "https://behindthetimes.home.blog/futhorc/",
        "https://www.cambridge.org/core/services/aop-cambridge-core/content/view/52AF86395C4454EF01F436465EC5DE22/S0003598X24002254a.pdf/inscribed\\_sandstone\\_fragments\\_of\\_hole\\_norway\\_radiocarbon\\_dates\\_provide\\_insight\\_into\\_runestone\\_traditions.pdf",
        "https://www.cambridge.org/core/services/aop-cambridge-core/content/view/52AF86395C4454EF01F436465EC5DE22/S0003598X24002254a.pdf/inscribed_sandstone_fragments_of_hole_norway_radiocarbon_dates_provide_insight_into_runestone_traditions.pdf",
        "https://www.researchgate.net/publication/388647786\\_Inscribed\\_sandstone\\_fragments\\_of\\_Hole\\_Norway\\_radiocarbon\\_dates\\_provide\\_insight\\_into\\_rune-stone\\_traditions",
        "https://www.researchgate.net/publication/388647786_Inscribed_sandstone_fragments_of_Hole_Norway_radiocarbon_dates_provide_insight_into_rune-stone_traditions",
        "https://scalar.missouri.edu/vm/vol2plates54-55-ruthwell-cross",
        "https://heathenchinese.wordpress.com/2016/03/01/hreda/",
        "https://glaemscrafu.jrrvf.com/english/mensibus.html",
        "https://en.wikipedia.org/wiki/The\\_Reckoning\\_of\\_Time",
        "https://en.wikipedia.org/wiki/The_Reckoning_of_Time",
        "https://doubtfulsea.com/2022/12/21/yule/",
        "https://www.englatheod.org/calendar.htm",
        "https://salutemmundo.wordpress.com/2024/05/16/time-and-tide-responding-to-bede-in-the-early-medieval-world/",
        "https://www.themaniculumpodcast.com/post/episode-17-easter-holiday-special",
        "https://en.wikipedia.org/wiki/Byrhtferth",
        "https://ramseyabbey.co.uk/computus/",
        "https://brill.com/display/book/9789004501867/BP000012.xml?language=en",
        "https://www.brepolsonline.net/doi/pdf/10.1484/M.USML-EB.5.114133?download=true",
        "https://pure.rug.nl/ws/portalfiles/portal/3230061/thesis.pdf",
        "https://dokumen.pub/runes-and-roman-letters-in-anglo-saxon-manuscripts-99-3110494744-9783110494747-9783110492774.html",
        "https://en.wikipedia.org/wiki/List\\_of\\_rune-row\\_inscriptions",
        "https://en.wikipedia.org/wiki/List_of_rune-row_inscriptions"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0010",
      "ᚻᛖᚪᚠᚩᛞ": "ᚦᛖ ᚪᚱᚳᚻᛁᛏᛖᚳᛏᚢᚱᛖ ᚪᚾᛞ ᚻᛁᛋᛏᚩᚱᚣ ᚩᚠ ᛋᛁᛝᛚᛖ-ᚳᚻᚪᚱᚪᚳᛏᛖᚱ ᚪᛝᛚᚩ-ᛋᚪᛉᚩᚾ ᚠᚢᚦᚩᚱᚳ ᛁᚾᛏᛖᚱᚾᚪᛏᛁᚩᚾᚪᛚᛁᛉᛖᛞ ᛞᚩᛗᚪᛁᚾ ᚾᚪᛗᛖᛋ",
      "ᚹᚩᚱᛞ": "ᚦᛖ ᚳᚩᚾᛏᛖᛗᛈᚩᚱᚪᚱᚣ ᛁᚾᛏᛖᚱᚾᛖᛏ ᚱᚩᚢᛏᛁᛝ ᛁᚾᚠᚱᚪᛋᛏᚱᚢᚳᛏᚢᚱᛖ ᛁᛋ ᚪ ᛞᛁᚱᛖᚳᛏ ᛞᛖᛋᚳᛖᚾᛞᚪᚾᛏ ᚩᚠ ᚦᛖ ᚪᚱᛈᚪᚾᛖᛏ, ᚪ ᚾᛖᛏᚹᚩᚱᚳ ᚩᚱᛁᚷᛁᚾᚪᛚᛚᚣ ᛞᛖᛋᛁᚷᚾᛖᛞ ᚪᚾᛞ ᛁᛗᛈᛚᛖᛗᛖᚾᛏᛖᛞ ᛒᚣ ᚱᛖᛋᛠᚱᚳᚻᛖᚱᛋ ᚩᛈᛖᚱᚪᛏᛁᛝ ᚪᛚᛗᚩᛋᛏ ᛖᛉᚳᛚᚢᛋᛁᚠᛖᛚᚣ ᚹᛁᚦᛁᚾ ᚦᛖ ᛖᛝᛚᛁᛋᚻ-ᛋᛈᛠᚳᛁᛝ ᚪᚳᚪᛞᛖᛗᛁᚳ ᚪᚾᛞ ᛗᛁᛚᛁᛏᚪᚱᚣ ᛋᛖᚳᛏᚩᚱᛋ ᚩᚠ ᚦᛖ ᚢᚾᛁᛏᛖᛞ ᛋᛏᚪᛏᛖᛋ. ᛁᚾ ᚦᛖ ᚾᚪᛋᚳᛖᚾᛏ ᛞᚪᚣᛋ ᚩᚠ ᚾᛖᛏᚹᚩᚱᚳ ᛖᛝᛁᚾᛖᛖᚱᛁᛝ, ᚻᚩᛋᛏ ᚪᛞᛞᚱᛖᛋᛋᛖᛋ ᚹᛖᚱᛖ ᛗᚪᛁᚾᛏᚪᛁᚾᛖᛞ ᛁᚾ ᚪ ᚳᛖᚾᛏᚱᚪᛚᛁᛉᛖᛞ ᚻᚩᛋᛏᛋ.ᛏᛉᛏ…",
      "ᚳᚣᚾ": "ᚹᛖᚷ · ᛁᛞᚾ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0010.md",
      "ᚠᚱᚢᛗᚪ": "ᛈᛈᛃᚦᛉᚢᚩᚾᛋᚳᛁᛇᛇᚳᚾᚦᚷᛉᛋᚱᚻᛃᚠᚱᚾᚦᚳᚹᚦᛋᛉᚹᚹᚦᛇᚦᚳᛁᛁᚱᛁᛃᛇᚾᚹᚦᚢᛃᛈᚹᛁᚹᛋᚱᚳᚩᚩᛁᛉᛋᚠᚦᚳᚦ",
      "ᛈᚱᚩᚠ": "ᛋᛈᛁᚻᛉᛈᚠᚻᚹᚠᚻᚷᚦᛈᛉᚷᛋᚠᚢᚳᚩᚢᚩᚷᛋᛃᚩᚱᚦᚠᚢᛈᛁᛃᛇᛃᚢᚩᛈᚠᛈᚠᛈᛋᛃᚷᚷᛁᛈᛋᛈᚢᛇᛇᚳᚻᛉᚻᛋᛋᛉᚷᚠᛁ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://ᚠ.com",
        "https://xn--3ve.com",
        "https://www.icann.org/history",
        "https://datatracker.ietf.org/doc/html/rfc6927",
        "https://r12a.github.io/blog/201110.html",
        "https://en.wikipedia.org/wiki/Single-letter\\_second-level\\_domain",
        "https://en.wikipedia.org/wiki/Single-letter_second-level_domain",
        "https://unicode.org/reports/tr46/",
        "https://www.unicode.org/L2/L2017/17145-uts46-18-draft.pdf",
        "https://cdn.eurid.eu/assets/idna2008-homoglyph-bundling.pdf",
        "https://lukasa.co.uk/2016/11/Five\\_Whys\\_Requests\\_212/",
        "https://lukasa.co.uk/2016/11/Five_Whys_Requests_212/",
        "https://groups.google.com/a/chromium.org/g/blink-dev/c/8pxRArGQlS4",
        "https://www.icann.org/resources/pages/idn-guidelines-2011-09-02-en",
        "http://www.unicode.org/L2/L2010/10024-tr46-2-draft6.pdf",
        "https://www.npmjs.com/package/idna-uts46",
        "https://bugzilla.mozilla.org/show\\_bug.cgi?id=479520",
        "https://bugzilla.mozilla.org/show_bug.cgi?id=479520",
        "https://domainincite.com/21847-forget-emojis-you-can-buy-egyptian-hieroglyph-com-domains",
        "https://rfc-annotations.research.icann.org/rfc3492.html",
        "https://datatracker.ietf.org/doc/html/rfc3492",
        "https://www.iankduncan.com/engineering/2025-12-01-punycode/",
        "https://go.dev/src/net/http/cookiejar/punycode.go",
        "https://service.cnxcorp.com/valence-5.0/source/valence-debug.html",
        "https://www.httrack.com/src/punycode.c.html",
        "https://gitlab.au.dk/basserne/swao\\_lecture-19-20/-/blob/main/node\\_modules/punycode/punycode.es6.js?ref\\_type=heads",
        "https://gitlab.au.dk/basserne/swao_lecture-19-20/-/blob/main/node_modules/punycode/punycode.es6.js?ref_type=heads",
        "https://www.compart.com/en/unicode/block/U+16A0",
        "https://en.wikipedia.org/wiki/Runes",
        "https://www.frisiacoasttrail.com/post/scratching-runes-is-no-different-from-spraying-your-tag-on-a-piece",
        "https://vikink.se/pages/runes",
        "https://en.wikipedia.org/wiki/Anglo-Saxon\\_runes",
        "https://en.wikipedia.org/wiki/Anglo-Saxon_runes",
        "https://www.reddit.com/r/runes/comments/1i6yoh5/runic\\_numbers/",
        "https://www.reddit.com/r/runes/comments/1i6yoh5/runic_numbers/",
        "https://www.scribd.com/document/913843391/The-Anglo-Saxon-33-Rune-Futhark-Name-And",
        "https://rune.school/runes-and-sounds/",
        "https://thebooksofwords.wordpress.com/2010/06/22/futhorc-anglo-saxon-runes/",
        "https://www.runictranslator.com/runic-symbols/",
        "https://www.verisign.com/resources/internationalized-domain-names/idn-registration-rules/idn-runic/",
        "http://www.unicode.org/reports/tr36/tr36-15.html",
        "https://www.iana.org/domains/idn-tables",
        "https://www.verisign.com/resources/internationalized-domain-names/idn-registration-rules/",
        "https://investor.verisign.com/static-files/4a0c0a34-146e-41a9-922f-280a35a819e8",
        "https://stackoverflow.com/questions/14313849/how-to-validate-internationalized-domain-names",
        "https://archive.icann.org/en/committees/idn/final-idn-survey-c.htm",
        "https://stackoverflow.com/questions/44715990/curl-how-to-use-kerberos-instead-of-ntlm-authentication-on-windows",
        "http://docs.google.com/unknown_url",
        "https://en.wikipedia.org/wiki/Verisign",
        "https://encyclopedia.pub/entry/30063",
        "https://domainincite.com/24007-verisign-gets-approval-to-sell-o-com-for-7-85",
        "https://www.icann.org/en/system/files/files/litigation-verandaglobal-et-al-second-amended-complaint-exhibit-a1-g-18feb25-en.pdf",
        "https://circleid.com/posts/20190424\\_3\\_character\\_question\\_at\\_heart\\_of\\_single\\_character\\_dot\\_coms\\_w\\_h\\_y",
        "https://circleid.com/posts/20190424_3_character_question_at_heart_of_single_character_dot_coms_w_h_y",
        "https://domainnamewire.com/2023/10/30/domain-investor-sues-to-try-to-get-one-character-com-domain-names/",
        "https://domainnamewire.com/2016/06/15/domainers-say-verisign-bungled-first-idn-launch/",
        "https://en.wikipedia.org/wiki/IDN\\_homograph\\_attack",
        "https://en.wikipedia.org/wiki/IDN_homograph_attack",
        "https://www.blazeinfosec.com/post/homographs-attack/",
        "https://www.researchgate.net/figure/An-example-of-Punycode-in-the-Firefox-Browser\\_fig1\\_49279721",
        "https://www.researchgate.net/figure/An-example-of-Punycode-in-the-Firefox-Browser_fig1_49279721",
        "https://bugzilla.mozilla.org/show\\_bug.cgi?id=279099",
        "https://bugzilla.mozilla.org/show_bug.cgi?id=279099",
        "http://bofh.nikhef.nl/events/HitB/hitb-2014-amsterdam/praatjes/D2T2-Exploring-and-Exploiting-iOS-Web-Browsers.pdf",
        "https://www.icann.org/resources/pages/root-zone-lgr-2015-06-21-en",
        "https://icann-community.atlassian.net/wiki/spaces/croscomlgrprocedure/pages/95520638/Document+Repository",
        "https://www.icann.org/en/announcements/details/proposal-for-latin-script-root-zone-label-generation-rules-23-9-2021-en",
        "https://www.icann.org/en/system/files/files/proposal-latin-lgr-27jan22-en.pdf",
        "http://www.icann.org/en/sites/default/files/lgr/rz-lgr-5-common-26may22-en.html"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0011",
      "ᚻᛖᚪᚠᚩᛞ": "ᚳᚱᚣᛈᛏᚩᚷᚱᚪᛈᚻᛁᚳ ᛁᚾᛏᛖᚷᚱᛁᛏᚣ ᚪᚾᛞ ᛖᛈᛁᛋᛏᛖᛗᛁᚳ ᛏᚱᚢᚦ ᛁᚾ ᛈᚢᛒᛚᛁᚳ ᚻᛁᛋᛏᚩᚱᛁᚳᚪᛚ ᚱᛖᚳᚩᚱᛞᛋ",
      "ᚹᚩᚱᛞ": "ᚦᛖ ᛞᛁᛋᛏᛁᚾᚳᛏᛁᚩᚾ ᛒᛖᛏᚹᛖᛖᚾ ᚳᚱᚣᛈᛏᚩᚷᚱᚪᛈᚻᛁᚳ ᛁᚾᛏᛖᚷᚱᛁᛏᚣ ᚪᚾᛞ ᛖᛈᛁᛋᛏᛖᛗᛁᚳ ᛏᚱᚢᚦ ᛁᛋ ᚦᛖ ᛗᚩᛋᛏ ᚳᚱᛁᛏᛁᚳᚪᛚ ᚠᚩᚢᚾᛞᚪᛏᛁᚩᚾ ᚩᚠ ᛞᛁᚷᛁᛏᚪᛚ ᛈᚱᚩᚠᛖᚾᚪᚾᚳᛖ1. ᚳᚱᚣᛈᛏᚩᚷᚱᚪᛈᚻᚣ ᛈᚱᚩᚠᛁᛞᛖᛋ ᛗᚪᚦᛖᛗᚪᛏᛁᚳᚪᛚ ᚷᚢᚪᚱᚪᚾᛏᛖᛖᛋ ᚪᛒᚩᚢᛏ ᛞᚪᛏᚪ ᛋᛏᚪᛏᛖᛋ, ᚾᚩᛏ ᚱᛠᛚᛁᛏᚣ3. ᚪ ᚳᚱᚣᛈᛏᚩᚷᚱᚪᛈᚻᛁᚳ ᚻᚪᛋᚻ ᚠᚢᚾᚳᛏᛁᚩᚾ, ᛋᚢᚳᚻ ᚪᛋ ᛋᚻᚪ-256 ᚩᚱ ᛋᚻᚪ-3, ᚷᚢᚪᚱᚪᚾᛏᛖᛖᛋ ᚦᚪᛏ ᚪ ᛞᛁᚷᛁᛏᚪᛚ ᚩᛒᛂᛖᚳᛏ ᚻᚪᛋ ᚾᚩᛏ ᚳᚻᚪᛝᛖᛞ ᛋᛁᚾᚳᛖ ᚦᛖ ᚻᚪᛋᚻ ᚹᚪᛋ ᚷᛖᚾᛖᚱᚪᛏᛖᛞ6. ᛁᛏ ᚳᚪᚾᚾᚩᛏ ᚷᚢᚪᚱᚪᚾᛏᛖᛖ ᚦᚪᛏ ᚦᛖ…",
      "ᚳᚣᚾ": "ᛈᚱᚩᚠ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0011.md",
      "ᚠᚱᚢᛗᚪ": "ᚦᚻᚳᛁᚢᛃᚠᛋᛋᛉᛉᛈᚹᛋᚠᛋᚢᛈᛈᚱᚾᚳᛉᚻᚠᚦᛈᛈᚾᚦᛉᛋᚾᚱᛋᚦᚳᚠᚢᚱᛇᚷᚻᛈᚷᛇᚩᚻᚩᛋᚠᛇᛁᛋᛁᚷᚻᚹᚩᛃᚠᚹᛁᚠ",
      "ᛈᚱᚩᚠ": "ᚳᛈᚷᛇᚾᚢᚠᚱᚠᚻᚩᚠᛇᚳᚻᚷᛁᚦᚦᚹᚦᚱᚹᚱᛃᛉᚢᚩᚹᚳᛃᚹᛃᛇᛋᚷᛈᛋᛈᛇᚢᚳᚦᚱᚻᛃᛇᚳᚱᚱᛈᛇᚳᚠᚢᛃᛋᚹᚻᚳᚠᛁᛁᚢ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://www.hastingsnow.com/blog/provenance-origins-evolution-and-multidisciplinary-significance",
        "https://archivaria.ca/index.php/archivaria/article/download/11758/12708/13413",
        "https://datatracker.ietf.org/doc/draft-gravit-verifiable-epistemic-decision/",
        "https://arxiv.org/pdf/2506.16015",
        "https://arxiv.org/html/2603.02378v1",
        "https://pythonhosted.org/pyblake2/examples.html",
        "https://csrc.nist.rip/Projects/Hash-Functions",
        "https://ccsl.carleton.ca/people/theses/Just\\_PhD\\_Thesis\\_1998.pdf",
        "https://ccsl.carleton.ca/people/theses/Just_PhD_Thesis_1998.pdf",
        "https://spec.c2pa.org/specifications/specifications/1.0/specs/C2PA\\_Specification.html",
        "https://spec.c2pa.org/specifications/specifications/1.0/specs/C2PA_Specification.html",
        "https://archivaria.ca/index.php/archivaria/article/view/12793",
        "https://www.semanticscholar.org/paper/Trusting-Records%3A-Legal%2C-Historical-and-Diplomatic-MacNeil/a3cdea53ce6cde0d9d0dee6aa5e7bf2fea490896",
        "https://www.cambridge.org/core/books/data-science-in-context/challenges-in-applying-data-science/1340A6DCDCBC9CDDBCE1700AE41B7B14",
        "https://www.findas.org/blogs/articles/blockchains-role-in-digital-rights-management/r/RNV1YTvaXKNPmqR1GE4LPx",
        "https://datatracker.ietf.org/meeting/116/materials/slides-116-pearg-logpicker-strengthening-certificate-transparency-against-covert-adversaries-01.pdf",
        "https://al-kindipublisher.com/index.php/jcsts/article/view/10131",
        "https://www.researchgate.net/publication/382944352\\_Mapping\\_the\\_Provenance\\_Ontology\\_to\\_Basic\\_Formal\\_Ontology",
        "https://www.researchgate.net/publication/382944352_Mapping_the_Provenance_Ontology_to_Basic_Formal_Ontology",
        "https://www.w3.org/TR/prov-o/",
        "https://www.dpconline.org/handbook/technical-solutions-and-tools/fixity-and-checksums",
        "https://www.tandfonline.com/doi/full/10.1080/23257962.2013.825207",
        "https://www.docbyte.com/qualified-preservation-of-digital-signatures/",
        "https://www.crypto-object.com/blockchain-crypto-art/",
        "https://en.wikipedia.org/wiki/Blockchain\\_(database",
        "https://en.wikipedia.org/wiki/Blockchain_\\(database\\",
        "https://arxiv.org/html/2608.05316v1",
        "https://www.kusari.dev/learning-center/integrity-verification",
        "https://tag-security.cncf.io/community/working-groups/supply-chain-security/supply-chain-security-paper/sscsp/",
        "https://www.mexc.com/crypto-glossary/article/hash-based-signatures-136846",
        "https://www.innophia.co.uk/post/reality-of-lmss-and-xmss-adoption",
        "https://www.dicosmo.org/Articles/2020-CiSE-swhid.pdf",
        "https://medium.com/epistemic-security-studies/the-reality-check-why-provenance-matters-more-than-ever-3042d220ffd2",
        "https://ai-collaboratory.net/wp-content/uploads/2025/11/S13212\\_7356.pdf",
        "https://ai-collaboratory.net/wp-content/uploads/2025/11/S13212_7356.pdf",
        "https://www.w3.org/TR/vc-data-integrity/",
        "https://www.w3.org/ns/prov",
        "https://arxiv.org/html/2502.04901v2",
        "https://www.preprints.org/manuscript/202606.0925",
        "https://www.enisa.europa.eu/sites/default/files/2026-05/Draft%20-%20ENISA%20Technical%20Advisory%20-%20Update%20Mechanisms%20-%20v0.6.pdf",
        "https://vedtam.com/cert-advisory",
        "https://www.researchgate.net/publication/34530040\\_Trusting\\_records\\_legal\\_historical\\_and\\_diplomatic\\_perspectives",
        "https://www.researchgate.net/publication/34530040_Trusting_records_legal_historical_and_diplomatic_perspectives",
        "https://petronellatech.com/blog/securing-the-ai-supply-chain-provenance-sboms-and-enterprise/",
        "https://www.w3.org/TR/vc-overview-1.1/",
        "https://github.com/waldiez/swid/blob/main/SPECIFICATIONS.md",
        "https://cool.culturalheritage.org/byauth/graham/intpres/",
        "https://www.mitsoft.lt/qtsp-repo/MitSoft\\_QLPS-PEP\\_Preservation\\_evidence\\_policy\\_2023-05-15.pdf",
        "https://www.mitsoft.lt/qtsp-repo/MitSoft_QLPS-PEP_Preservation_evidence_policy_2023-05-15.pdf",
        "https://archivaria.ca/index.php/archivaria/article/viewFile/11795/12746",
        "https://www.microsoft.com/en-us/research/wp-content/uploads/2020/10/blockene-osdi20-5f97c46c0dae1.pdf",
        "https://www.researchgate.net/publication/380695861\\_Crowdfunding\\_System\\_based\\_on\\_Blockchain",
        "https://www.researchgate.net/publication/380695861_Crowdfunding_System_based_on_Blockchain",
        "https://www.w3.org/TR/2012/WD-prov-constraints-20120503/",
        "https://github.com/filip26/titanium-jcs",
        "https://datatracker.ietf.org/doc/html/rfc8785",
        "https://arxiv.org/pdf/2608.05316",
        "https://delta1.github.io/tari-university/print.html",
        "https://www.computer.org/csdl/proceedings-article/sp/2025/223600a032/21B7Qm2mfeM",
        "https://www.w3.org/TR/prov-xml/",
        "https://asianonlinejournals.com/index.php/IRAS/article/download/6956/3035/10568",
        "https://blockchaininformationtechnology.tech.blog/",
        "https://csrc.nist.gov/pubs/sp/800/106/final",
        "http://carmelatroncoso.com/papers/Troncoso-StorageSS08.pdf",
        "https://hex.pm/packages/rfc8785",
        "https://www.npmjs.com/package/json-canonicalize",
        "https://www.researchgate.net/publication/411829783\\_The\\_Trust-Free\\_Aggregation\\_Layer\\_of\\_the\\_Unicity\\_Infrastructure",
        "https://www.researchgate.net/publication/411829783_The_Trust-Free_Aggregation_Layer_of_the_Unicity_Infrastructure",
        "https://www.yumpu.com/en/document/view/31017147/elektronika-2009-11pdf-instytut-systemaw-elektronicznych",
        "https://gitlab.softwareheritage.org/outreach/swh-academy/swh-faq/-/blob/main/faq.md",
        "https://git-scm.com/book/en/v2/Git-Internals-Git-Objects",
        "https://blog.acolyer.org/2019/10/02/in-toto/",
        "https://spec.c2pa.org/specifications/specifications/1.3/guidance/\\_attachments/Guidance.pdf",
        "https://spec.c2pa.org/specifications/specifications/1.3/guidance/_attachments/Guidance.pdf",
        "https://www.wiz.io/academy/container-security/container-image-signing",
        "https://www.theserverside.com/blog/Coffee-Talk-Java-News-Stories-and-Opinions/How-TUF-can-secure-software-systems-from-update-vulnerabilities",
        "https://www.encryptionconsulting.com/future-of-code-signing-with-cnsa-2/",
        "https://www.mexc.fm/crypto-glossary/article/hash-based-signatures-136846",
        "https://www.cisa.gov/news-events/bulletins/sb26-166",
        "https://www.computer.org/csdl/proceedings-article/sp/2025/223600c398/26hiUUfn5Qs",
        "https://raw.githubusercontent.com/mlresearch/v258/main/assets/fairoze25a/fairoze25a.pdf",
        "https://standards.globalspec.com/std/1512651/ietf-rfc-4998",
        "https://www.entaksi.eu/en/electronic-signature-platform-eplus/",
        "https://nvlpubs.nist.gov/nistpubs/legacy/sp/nistspecialpublication800-106.pdf",
        "https://books.google.com/books/about/Diplomatics.html?id=pRDIiPHw\\_SwC",
        "https://books.google.com/books/about/Diplomatics.html?id=pRDIiPHw_SwC",
        "https://www.w3.org/TR/2023/WD-vc-data-integrity-20230831/"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0012",
      "ᚻᛖᚪᚠᚩᛞ": "ᚪᚱᚳᚻᛁᛏᛖᚳᛏᚢᚱᚪᛚ ᛞᛁᛋᚳᚩᚠᛖᚱᚪᛒᛁᛚᛁᛏᚣ ᚪᚾᛞ ᚷᛖᚾᛖᚱᚪᛏᛁᚠᛖ ᛖᛝᛁᚾᛖ ᚩᛈᛏᛁᛗᛁᛉᚪᛏᛁᚩᚾ ᚠᚩᚱ ᚾᚩᚾ-ᛚᚪᛏᛁᚾ ᚻᛁᛋᛏᚩᚱᛁᚳᚪᛚ ᛋᚳᚱᛁᛈᛏᛋ: ᚪ ᚠᚱᚪᛗᛖᚹᚩᚱᚳ ᚠᚩᚱ ᚠᚢᚦᚩᚱᚳ-ᚩᚾᛚᚣ ᛖᚳᚩᛋᚣᛋᛏᛖᛗᛋ",
      "ᚹᚩᚱᛞ": "ᚦᛖ ᛞᛖᛈᛚᚩᚣᛗᛖᚾᛏ ᚩᚠ ᚪ ᛞᛁᚷᛁᛏᚪᛚ ᛖᚳᚩᛋᚣᛋᛏᛖᛗ ᚹᚻᛖᚱᛖ ᚦᛖ ᚻᚢᛗᚪᚾ-ᚠᛁᛋᛁᛒᛚᛖ ᛁᚾᛏᛖᚱᚠᚪᚳᛖ ᛁᛋ ᚳᚩᛗᛈᚩᛋᛖᛞ ᛖᚾᛏᛁᚱᛖᛚᚣ ᚩᚠ ᚪᛝᛚᚩ-ᛋᚪᛉᚩᚾ ᚠᚢᚦᚩᚱᚳ (ᚢᚾᛁᚳᚩᛞᛖ ᚱᚢᚾᛁᚳ ᛒᛚᚩᚳᚳ ᚢ+16ᚪ0–ᚢ+16ᚠᚠ) ᛁᚾᛏᚱᚩᛞᚢᚳᛖᛋ ᛈᚱᚩᚠᚩᚢᚾᛞ ᚠᚱᛁᚳᛏᛁᚩᚾ ᚹᛁᚦ ᛗᚩᛞᛖᚱᚾ ᛋᛠᚱᚳᚻ ᚪᚱᚳᚻᛁᛏᛖᚳᛏᚢᚱᛖᛋ. ᚳᚩᚾᛏᛖᛗᛈᚩᚱᚪᚱᚣ ᛁᚾᚠᚩᚱᛗᚪᛏᛁᚩᚾ ᚱᛖᛏᚱᛁᛖᚠᚪᛚ ᛋᚣᛋᛏᛖᛗᛋ, ᚱᚪᛝᛁᛝ ᚠᚱᚩᛗ ᛚᛖᛉᛁᚳᚪᛚ ᚪᛚᚷᚩᚱᛁᚦᛗᛋ ᛏᚩ ᛞᛖᛖᛈ-ᛚᛠᚱᚾᛁᛝ ᛞᛖᚾᛋᛖ ᚠᛖᚳᛏᚩᚱ ᛖᛗᛒᛖᛞᛞᛁᛝᛋ, ᚪᚱᛖ ᚩᚠᛖᚱᚹᚻᛖᛚᛗᛁᛝᛚᚣ…",
      "ᚳᚣᚾ": "ᛋᛖᛈ · ᚪᛖᚩ · ᚷᛖᚩ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0012.md",
      "ᚠᚱᚢᛗᚪ": "ᚾᛃᚻᛈᛉᚷᚻᚷᚦᚦᚻᛇᛈᛈᚷᚦᛃᚢᛇᚠᛋᚹᛇᚾᛉᚦᛁᛉᛉᛋᛃᛃᛈᛁᚢᚦᚩᚾᚹᚹᚩᚹᚱᛇᚱᛃᛉᚷᚾᛈᛈᛉᚷᛁᛃᚾᛉᛇᛋᛃᛇᚦᚷᚦ",
      "ᛈᚱᚩᚠ": "ᚦᚾᚻᚱᚢᚩᚢᚠᛈᚾᛉᚢᛋᚻᚩᛃᚷᛁᛋᛁᛁᛃᛈᚹᚱᛈᛇᚱᚾᚾᚦᛇᛈᚩᚦᛁᚩᚦᚾᛃᚳᚦᚾᚹᛃᛈᚷᚳᛇᚷᛃᚾᛃᛈᚠᛋᚾᚷᚢᚦᚳᚻᚱᛉ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://schema.org",
        "https://codepoints.net/runic",
        "https://en.wikipedia.org/wiki/Runic\\_(Unicode\\_block",
        "https://en.wikipedia.org/wiki/Runic_\\(Unicode_block\\",
        "https://www.compart.com/en/unicode/block/U+16A0",
        "https://en.wikipedia.org/wiki/Unicode\\_equivalence",
        "https://en.wikipedia.org/wiki/Unicode_equivalence",
        "https://unicode.org/reports/tr15/",
        "https://learn.microsoft.com/en-us/windows/win32/intl/using-unicode-normalization-to-represent-strings",
        "https://stackoverflow.com/questions/15985888/when-to-use-unicode-normalization-forms-nfc-and-nfd",
        "https://arxiv.org/html/2606.14122v2",
        "https://unifoundry.com/unicode-tutorial.html",
        "https://v4py.github.io/unicode.html",
        "https://inventivehq.com/blog/encode-international-non-ascii-characters-in-urls",
        "https://www.openplzapi.org/en/url-encoding/",
        "https://www.icann.org/en/system/files/files/idns-where-are-we-now-16jun21-en.pdf",
        "https://lib.rs/text-processing",
        "https://github.com/turkic-nlp/turkicnlp",
        "https://ar.wikipedia.org/wiki/%D9%88%D8%AD%D8%AF%D8%A9:%D9%85%D9%86%D8%A7%D9%81%D8%B0\\_%D9%81%D8%B1%D9%8A\\_%D8%A8%D9%8A\\_%D8%A5%D8%B3\\_%D8%AF%D9%8A/%D8%A8%D9%8A%D8%A7%D9%86%D8%A7%D8%AA",
        "https://ar.wikipedia.org/wiki/%D9%88%D8%AD%D8%AF%D8%A9:%D9%85%D9%86%D8%A7%D9%81%D8%B0_%D9%81%D8%B1%D9%8A_%D8%A8%D9%8A_%D8%A5%D8%B3_%D8%AF%D9%8A/%D8%A8%D9%8A%D8%A7%D9%86%D8%A7%D8%AA",
        "https://www.researchgate.net/publication/363916897\\_Assessing\\_Readability\\_Formulas\\_in\\_the\\_Wild",
        "https://www.researchgate.net/publication/363916897_Assessing_Readability_Formulas_in_the_Wild",
        "https://stackoverflow.com/questions/26532058/html-language-code",
        "https://keyman.com/de/keyboards/?q=l:id:ang-runr",
        "https://en.wikipedia.org/wiki/Template:ISO\\_15924\\_script\\_codes\\_and\\_related\\_Unicode\\_data",
        "https://en.wikipedia.org/wiki/Template:ISO_15924_script_codes_and_related_Unicode_data",
        "https://arxiv.org/html/2407.16607v2",
        "https://www.cureusjournals.com/articles/13958-beyond-the-tokenization-bottleneck-a-conceptual-framework-for-efficiency-plasticity-trade-offs-in-asean-large-language-model-adaptation",
        "https://www.emergentmind.com/topics/byte-pair-encoding-bpe-tokenizers",
        "https://arxiv.org/html/2607.24276v1",
        "https://arxiv.org/pdf/2603.25309",
        "https://arxiv.org/pdf/2511.05578",
        "https://www.researchgate.net/publication/384115860\\_Egalitarian\\_Language\\_Representation\\_in\\_Language\\_Models\\_It\\_All\\_Begins\\_with\\_Tokenizers",
        "https://www.researchgate.net/publication/384115860_Egalitarian_Language_Representation_in_Language_Models_It_All_Begins_with_Tokenizers",
        "https://schema.org/Organization",
        "https://arxiv.org/html/2607.26497v3",
        "https://github.com/OmidZamani/perplexity-journey",
        "https://arxiv.org/html/2604.22095v1",
        "https://arxiv.org/html/2504.09554v2",
        "https://arxiv.org/html/2510.00908v1",
        "https://aclanthology.org/events/aacl-2025/",
        "https://arxiv.org/html/2507.18910v1",
        "https://huggingface.co/papers?q=content%20recognition",
        "https://huggingface.co/papers?q=content+recognition",
        "https://arxiv.org/pdf/2508.01918v1?utm\\_source=daily-mt-picks\\&utm\\_medium=email\\&utm\\_campaign=machine-translation-digest-for-aug-03-2025",
        "https://arxiv.org/pdf/2508.01918v1?utm_source=daily-mt-picks&utm_medium=email&utm_campaign=machine-translation-digest-for-aug-03-2025",
        "https://aclanthology.org/2026.unlp-1.19.pdf",
        "https://iprovonline.com/blog/seo-techniques-that-can-get-you-in-trouble-with-google/",
        "https://developers.google.com/search/docs/essentials/spam-policies",
        "https://dres.illinois.edu/accommodations/ams/assitive-technology/screen-reading-software/",
        "https://exceedability.com/screen-readers-compared.html",
        "https://doit.illinois.gov/initiatives/accessibility/testing/screen-reader-guide.html",
        "https://govtnz.github.io/web-a11y-guidance/ka/fundamental-concepts-in-web-a11y/accessible-names-and-descriptions/accessible-names.html",
        "https://www.getfancy.ai/article-platform-perplexity",
        "https://developers.openai.com/api/docs/bots",
        "https://crawlercheck.com/directory/ai-bots/oai-searchbot",
        "https://moz.com/learn/seo/title-tag",
        "https://blog.aspiration.marketing/en/why-page-and-serp-titles-dont-match-does-it-matter",
        "https://morningscore.io/title-tag-is-not-showing-up-in-google/",
        "https://www.taylorscherseo.com/blog/google-ignoring-title-tag-meta-description",
        "https://www.semrush.com/blog/meta-description/",
        "https://moz.com/learn/seo/meta-description",
        "https://www.conductor.com/academy/meta-description/",
        "https://morningscore.io/what-are-meta-descriptions-in-seo-and-how-do-they-work/",
        "https://developers.google.com/search/docs/appearance/snippet",
        "https://developers.google.com/search/docs/appearance/structured-data/paywalled-content",
        "https://rankstudio.net/articles/en/paywalled-content-seo-cloaking",
        "https://developers.google.com/search/docs/appearance/structured-data/sd-policies",
        "https://vaza.ai/blog/json-ld-schema-types-seo-guide",
        "https://huckabuy.com/technical-seo/structured-data/",
        "https://schema.org/workTranslation",
        "https://schema.org/inLanguage",
        "https://www.seoptimer.com/blog/schema-markup-for-ai-search/",
        "https://arxiv.org/pdf/2607.22456",
        "https://alevdigital.com/blog/faq-structured-data-2026/",
        "https://linkpanda.com/faq-schema/"
      ]
    },
    {
      "ᛏᚪᚳᛖᚾ": "ᚱ·0013",
      "ᚻᛖᚪᚠᚩᛞ": "ᛗᚪᚳᚻᛁᚾᛖ ᛁᚾᛋᛏᛁᛏᚢᛏᛁᚩᚾᛋ ᚪᚾᛞ ᛗᚢᛚᛏᛁ-ᚪᚷᛖᚾᛏ ᛖᚳᚩᚾᚩᛗᛁᛖᛋ",
      "ᚹᚩᚱᛞ": "ᛏᚻᛖ ᛏᚱᚪᚾᛋᛁᛏᛁᚩᚾ ᚠᚱᚩᛗ ᛁᛋᚩᛚᚪᛏᛖᛞ ᚪᚱᛏᛁᚠᛁᚳᛁᚪᛚ ᛁᚾᛏᛖᛚᛚᛁᚷᛖᚾᚳᛖ ᛗᚩᛞᛖᛚᛋ ᛏᚩ ᛗᚢᛚᛏᛁ-ᚪᚷᛖᚾᛏ ᛋᚣᛋᛏᛖᛗᛋ ᚱᛖᛈᚱᛖᛋᛖᚾᛏᛋ ᚪ ᛈᚪᚱᚪᛞᛁᚷᛗ ᛋᚻᛁᚠᛏ ᚠᚱᚩᛗ ᛋᛁᚾᚷᛚᛖ-ᛁᚾᚠᛖᚱᛖᚾᚳᛖ ᛖᚾᚷᛁᚾᛖᛋ ᛏᚩ ᚳᚩᛗᛈᛚᛖᛉ ᛗᚪᚳᚻᛁᚾᛖ ᚳᛁᚢᛁᛚᛁᛣᚪᛏᛁᚩᚾᛋ1. ᛞᛖᛈᛚᚩᚣᛖᛞ ᚱᛖᚪᛚᛁᛏᚣ ᚳᚢᚱᚱᛖᚾᛏᛚᚣ ᚠᛖᚪᛏᚢᚱᛖᛋ ᚪᚢᛏᚩᚾᚩᛗᚩᚢᛋ ᚪᚷᛖᚾᛏᛋ ᚢᛏᛁᛚᛁᛣᛁᚾᚷ ᛏᚩᚩᛚᛋ ᚢᛁᚪ ᚠᚱᚪᛗᛖᚹᚩᚱᚴᛋ ᛚᛁᚴᛖ ᛚᚪᚾᚷᚷᚱᚪᛈᚻ ᚪᚾᛞ ᚳᚱᛖᚹᚪᛁ1. ᛏᚻᛖᛋᛖ ᛋᚣᛋᛏᛖᛗᛋ ᚩᛈᛖᚱᚪᛏᛖ ᚹᛁᛏᚻᛁᚾ ᛋᛏᚱᛁᚳᛏ ᚳᚪᛈᚪᛒᛁᛚᛁᛏᚣ ᛒᚩᚢᚾᛞᚪᚱᛁᛖᛋ, ᛖᛉᛖᚳᚢᛏᛁᚾᚷ…",
      "ᚳᚣᚾ": "ᚷᛖᛋᛁᚦᚪᛋ",
      "ᚠᛁᛚᛖ": "/docs/long-term-memory/research/ᚱᛖᛈᚩᚱᛏᚪᛋ/ᚱ·0013.md",
      "ᚠᚱᚢᛗᚪ": "ᚦᚹᚳᚳᚳᚢᚱᚹᚢᚻᚾᛁᚢᛋᚳᛈᛉᚾᚩᛉᛇᛁᚩᛁᛈᚷᛇᚻᚩᛁᚳᛋᚢᚦᛁᛉᛋᚱᚱᛇᚠᚱᚩᚠᚻᛈᚩᚱᚢᚻᛇᛉᚱᚠᚻᚾᛃᚱᚾᛇᛈᛇᛇᚳ",
      "ᛈᚱᚩᚠ": "ᚷᛁᛁᚻᛁᚩᚻᚩᚠᛁᛃᛃᚳᛁᚹᚻᛁᚠᛈᚩᚦᛁᚩᛋᛃᚹᛈᛁᛈᚱᛇᚳᛋᛇᚹᚦᚳᛇᚦᚩᚢᛈᛋᛁᚳᚠᛉᚾᚳᚱᛃᚳᚹᛋᚢᛉᛉᛁᚱᚢᚦᚦᚩᚠ",
      "ᛋᚩᚢᚱᚳᚪ": [
        "https://www.meta-intelligence.tech/en/insight-ai-agent-frameworks",
        "https://arxiv.org/html/2504.21030v1",
        "https://arxiv.org/html/2512.10665v1",
        "https://arxiv.org/html/2504.16902v1",
        "https://arxiv.org/html/2505.02279v1",
        "https://www.researchgate.net/publication/391461179\\_A\\_survey\\_of\\_agent\\_interoperability\\_protocols\\_Model\\_Context\\_Protocol\\_MCP\\_Agent\\_Communication\\_Protocol\\_ACP\\_Agent-to-Agent\\_Protocol\\_A2A\\_and\\_Agent\\_Network\\_Protocol\\_ANP",
        "https://www.researchgate.net/publication/391461179_A_survey_of_agent_interoperability_protocols_Model_Context_Protocol_MCP_Agent_Communication_Protocol_ACP_Agent-to-Agent_Protocol_A2A_and_Agent_Network_Protocol_ANP",
        "https://www.ibm.com/think/topics/agent2agent-protocol",
        "https://atlan.com/know/google-a2a-protocol/",
        "https://arxiv.org/abs/2604.16339",
        "https://arxiv.org/pdf/2604.16339",
        "https://arxiv.org/html/2511.02841v2",
        "https://arxiv.org/pdf/2511.02841",
        "https://arxiv.org/html/2604.25189",
        "https://arxiv.org/pdf/2603.24775",
        "https://arxiv.org/pdf/2507.19550",
        "https://arxiv.org/abs/2605.00073",
        "https://arxiv.org/pdf/2607.23982",
        "https://arxiv.org/pdf/2601.08815",
        "https://arxiv.org/html/2512.10969",
        "https://arxiv.org/html/2511.13193v2",
        "https://arxiv.org/html/2605.30998v1",
        "https://arxiv.org/html/2507.19550v1",
        "https://arxiv.org/html/2601.08815v3",
        "https://thelawwaywithlawyers.com/legal-writing-in-the-blockchain-technology-era-e-contracts/",
        "https://limechain.tech/blog/what-is-ricardian-contract",
        "https://en.wikipedia.org/wiki/Ricardian\\_contract",
        "https://en.wikipedia.org/wiki/Ricardian_contract",
        "https://arxiv.org/html/2605.04522v1",
        "https://arxiv.org/html/2511.08641v1",
        "https://arxiv.org/html/2512.23618v1",
        "https://kanakasabesan.com/tag/technology/",
        "https://www.researchgate.net/publication/318584450\\_A\\_multi-agent\\_reinforcement\\_learning\\_model\\_of\\_common-pool\\_resource\\_appropriation",
        "https://www.researchgate.net/publication/318584450_A_multi-agent_reinforcement_learning_model_of_common-pool_resource_appropriation",
        "https://en.wikipedia.org/wiki/Self-organization",
        "https://www.mdpi.com/2079-8954/13/9/749",
        "https://arxiv.org/html/2606.12442v1",
        "https://uxdesign.cc/the-forgotten-science-behind-self-improving-companies-7af504269d52",
        "https://arxiv.org/html/2404.00806v1",
        "https://arxiv.org/pdf/2404.00806",
        "https://www.researchgate.net/publication/411181386\\_Microscopic\\_dynamics\\_of\\_consensus\\_formation\\_in\\_multi-agent\\_LLM\\_Naming\\_Games",
        "https://www.researchgate.net/publication/411181386_Microscopic_dynamics_of_consensus_formation_in_multi-agent_LLM_Naming_Games",
        "https://arxiv.org/html/2607.14119v2",
        "https://arxiv.org/html/2603.20281v1",
        "https://arxiv.org/pdf/2603.20281",
        "https://e-mindset.space/blog/engineering-robust-intelligence-ai-collectives/",
        "https://www.researchgate.net/publication/389947144\\_Why\\_Do\\_Multi-Agent\\_LLM\\_Systems\\_Fail",
        "https://www.researchgate.net/publication/389947144_Why_Do_Multi-Agent_LLM_Systems_Fail",
        "https://arxiv.org/html/2603.25100v1",
        "https://proceedings.neurips.cc/paper\\_files/paper/2024/file/1d3ea22480873b389a3365d711eb1e91-Paper-Datasets\\_and\\_Benchmarks\\_Track.pdf",
        "https://proceedings.neurips.cc/paper_files/paper/2024/file/1d3ea22480873b389a3365d711eb1e91-Paper-Datasets_and_Benchmarks_Track.pdf",
        "https://arxiv.org/html/2606.25876v1",
        "https://arxiv.org/html/arXiv:2411.05992v1",
        "https://arxiv.org/html/2601.16863v1",
        "https://arxiv.org/pdf/2411.05992",
        "https://arxiv.org/pdf/2604.02720",
        "https://arxiv.org/html/2604.16339v1",
        "https://arxiv.org/html/2607.09600v1",
        "https://arxiv.org/html/2410.01817v1",
        "https://www.preprints.org/manuscript/202606.0358",
        "https://arxiv.org/pdf/2511.08641"
      ]
    }
  ],
  "ᛒᛖᛒᚩᛞ": "ᚱᛖᛋᛠᚱᚳ · ᚾᚪ ᚳᚻᚱᚩᚾᛁᚳᛚᛖ ᛏᚱᚢᛏᚻ · ᛋᚩᚢᚱᚳᚪ ᛗᚢᛋᛏ ᛒᛖ ᚷᛖᛞᛖᛗᛞ"
}
