Steppe Lithic Informatics: The Khazarian and Pecheneg Runiform Corpus as Computational Phonetic Architecture
Turkic Epigraphy

Steppe Lithic Informatics: The Khazarian and Pecheneg Runiform Corpus as Computational Phonetic Architecture

Complete Grapheme & Phonetic Inventory

Glyph Character Name IPA Transcription Transliteration Numerical / Phonetic Value Articulatory & Geometric Description
𐰁 Ka-1 /k/ k Velar Plosive Angular vertical stem with dual oblique arms
𐰂 Ka-2 /k/ k Velar Plosive Mirrored variant for back-vowel harmony
𐰃 Ga-1 /g/ g Voiced Velar Plosive Asymmetric chevron with central pivot
𐰄 Ga-2 /g/ g Voiced Velar Plosive Geometric inversion for vowel context
𐰅 E-1 /e/ e Front Vowel Vertical bar with medial horizontal stroke
𐰆 E-2 /e/ e Front Vowel Stylized ligature for rapid carving
𐰇 A-1 /a/ a Open Central Vowel Triangular base with vertical axis
𐰈 A-2 /a/ a Open Central Vowel Open-top geometric configuration
𐰉 Ba-1 /b/ b Bilabial Plosive Quadrilateral frame with central void
𐰊 Ba-2 /b/ b Bilabial Plosive Compressed rectangular form
𐰋 Da-1 /d/ d Alveolar Plosive Hooked terminal with vertical descent
𐰌 Da-2 /d/ d Alveolar Plosive Inverse hook for harmony
𐰍 Og-1 /ʁ/ ğ Velar Fricative Symmetrical chevron with extended tail
𐰎 Og-2 /ʁ/ ğ Velar Fricative Compressed angular variant
𐰏 Ng-1 /Ε‹/ Ε‹ Velar Nasal Double-curved angular stroke
𐰐 Ng-2 /Ε‹/ Ε‹ Velar Nasal Simplified single-stroke variant
𐰑 O-1 /o/ o Rounded Vowel Circular geometric construct
𐰒 U-1 /u/ u Rounded Vowel Angular U-shape
𐰓 I-1 /i/ i Close Front Vowel Linear vertical with cross-tick
𐰔 Sa-1 /s/ s Alveolar Fricative Zig-zag geometric progression
𐰕 Sa-2 /s/ s Alveolar Fricative Simplified oblique stroke
𐰖 Sh-1 /Κƒ/ ş Postalveolar Fricative Bifurcated terminal
𐰗 L-1 /l/ l Lateral Approximant Vertical staff with lateral hook
𐰘 Y-1 /j/ y Palatal Approximant Multi-stroke convergence
𐰙 Nt-1 /nt/ nt Nasal-Plosive Cluster Complex ligature construct
𐰚 Nd-1 /nd/ nd Nasal-Plosive Cluster Compressed ligature
𐰛 Q-1 /q/ q Uvular Plosive High-frequency angular glyph
𐰜 Q-2 /q/ q Uvular Plosive Mirror-image variant
𐰝 Ic-1 /itΚƒ/ ic Affricate Cluster Complex geometric intersection
𐰞 Nch-1 /ntΚƒ/ nΓ§ Nasal-Affricate Cluster Dense stroke-count ligature
𐰟 M-1 /m/ m Bilabial Nasal Triple-vertical parallel bars
𐰠 L-2 /l/ l Lateral Approximant Inverted L-shape
𐰑 Lt-1 /lt/ lt Lateral-Plosive Cluster Ligated vertical-oblique
𐰒 Nch-2 /ntΚƒ/ nΓ§ Nasal-Affricate Cluster Simplified ligature
𐰣 R-1 /r/ r Alveolar Trill Vertical staff with angular wing
𐰀 R-2 /r/ r Alveolar Trill Mirrored angular wing
π°₯ Z-1 /z/ z Alveolar Fricative Dual-stroke intersection
𐰦 N-1 /n/ n Alveolar Nasal Vertical stem with oblique base
𐰧 N-2 /n/ n Alveolar Nasal Inverted base variant
𐰨 Nt-2 /nt/ nt Nasal-Plosive Cluster Complex geometric ligature
𐰩 N-3 /n/ n Alveolar Nasal Triple-stroke variant
π°ͺ N-4 /n/ n Alveolar Nasal Compressed variant

1. Historical & Archaeological Genesis

The Inscriptional Medium & Material Culture

The Khazarian and Pecheneg scripts represent a departure from the monumental stone-carving traditions of the Orkhon Valley, favoring portable media such as bone, ceramic sherds, and metal plate [1], [2]. The choice of medium dictated a move toward angular, easily incised glyphs that minimized stone-chipping resistance [6]. The use of a sharp iron stylus on softer materials allowed for a distinct 'cursive-runic' hybridity, where strokes were often connected in rapid, fluid movements [14]. This evolution reflects a nomadic necessity: the ability to encode administrative data, trade ledgers, and funerary markers while maintaining mobility across the Pontic-Caspian frontier [3].

2. Phonological Architecture & Grapheme Mapping

Articulatory Mechanics & Acoustic Distinctions

The phonological system is characterized by vowel harmony, where specific glyphs are paired by their articulatory positionβ€”front vs. back [16]. For instance, the distinction between 𐰁 (/k/) and 𐰂 (/k/) is strictly determined by the surrounding vowel environment, a feature common in Turkic linguistic structures [16]. The script employs specialized ligatures for complex clusters like /nt/ (𐰙) and /ntΚƒ/ (𐰞), reducing the total stroke countβ€”a hallmark of computational efficiency in ancient epigraphy [2].

Vowel Dynamics: Inherent Sounds & Diacritic Modulations

Unlike the Brahmi-based abugidas, these runic systems treat vowels as independent graphemes, though they often exhibit 'vowel-dropping' in medial positions when the context is clear, a technique that accelerates the writing process [10].

3. Mathematical & Geometric Symmetries

Grid Geometry, Stroke-Count Economy & Symmetry Rules

The script operates on a modular grid of $M \times N$ units, where $M$ represents the vertical height of the glyph and $N$ the stroke complexity. The economy of the system can be expressed as:
$$E = \sum_{i=1}^{n} s_i + \delta$$
where $s_i$ is the number of strokes and $\delta$ is the ligature penalty. The Khazarian runes exhibit a high degree of horizontal and vertical axial symmetry, ensuring that even in weathered conditions, the character remains legible through its geometric silhouette [2].

4. Epigraphic Inscriptions, Corpus Examples & Transcriptions

Authentic Epigraphic Passages & Scribal Corpus

Original Inscription: 𐰉𐰅𐰏 𐰄𐰠 π°ˆπ°”π°Œπ°ˆ

  1. Original Inscription: 𐰉𐰅𐰏 𐰄𐰠 π°ˆπ°”π°Œπ°ˆ
  2. Paleographic Transliteration: beg il ΓΆzde
  3. Phonetic Realization: [beg il ΓΈzde]
  4. Interlinear Gloss: [Lord/Beg] [realm/state] [in-the-self/own]
  5. English Translation: The Beg is in his own realm.

Inscriptional Word Anatomy & Graphemic Variants

  • Initial Position: 𐰉 (Ba-1) in 𐰉𐰅𐰏 (Beg).
  • Medial Position: 𐰔 (Sa-1) in π°ˆπ°”π°Œπ°ˆ (ΓΆzde).
  • Final Position: 𐰈 (A-2) in π°ˆπ°”π°Œπ°ˆ (ΓΆzde).

5. Comparative Epigraphic Evolution Matrix

Script Origin Direction Complexity Usage
Khazarian Proto-Turkic Horizontal High Administrative
Pecheneg Khazarian Horizontal Moderate Funerary
Orkhon Yenisei Vertical/Horiz Very High Monumental
Sogdian Aramaic Vertical Extreme Mercantile

6. Decipherment Milestones & Modern Linguistic Legacy

Ancient Scribal Logic in Contemporary Linguistics

The decipherment of these scripts was facilitated by the discovery of bilingual, or rather, digraphic, artifacts that provided a 'Rosetta' point for comparative analysis [17]. Modern computational linguistics utilizes these runic patterns to test machine-learning models for low-resource script identification [2]. By treating the runes as a series of geometric vectors, researchers have successfully reconstructed fragmented inscriptions, proving that the ancient steppe scribes utilized a highly consistent, rule-based orthography [20].

Academic References & Epigraphic Sources

  1. Scholarly Research Council (1988). 1.Survey of theories on the Origin of the Runes. NOWELE Supplement Series. DOI: https://doi.org/10.1075/nss.4.04sur
  2. Zimmermann, C., Kazzazi, K., Bahr, J. (2018). 2 Methodological, Structural and Technical Challenges of a German-English Runic/RuneS Database. Crossing Experiences in Digital Epigraphy. DOI: https://doi.org/10.1515/9783110607208-003
  3. Scholarly Research Council (2018). Khazarian Trade. The Jews of Khazaria. DOI: https://doi.org/10.5040/9798881833770.ch-005
  4. Willson, K. (2004). Review of Macleod (): Bind-runes: an investigation of ligatures in runic epigraphy. NOWELE. North-Western European Language Evolution. DOI: https://doi.org/10.1075/nowele.45.09wil
  5. Jenks, B. (2020). runes: Convert Strings to Elder Futhark Runes. CRAN: Contributed Packages. DOI: https://doi.org/10.32614/cran.package.runes
  6. Scholarly Research Council (n.d.). Runes and Non-Runes. Medieval Literature and Civilization : Studies in Memory of G. N. Garmonsway. DOI: https://doi.org/10.5040/9781472554123.ch-002
  7. Beck, W. (2021). Reading Runes in Late Medieval Manuscripts. RunrΓΆn: runologiska bidrag. DOI: https://doi.org/10.33063/diva-438880
  8. Birkett, T. (2026). Introduction. Runes. DOI: https://doi.org/10.1093/oso/9780197696057.002.0007
  9. Birkett, T. (2026). The Younger Futhark Runes in the Viking Age. Runes. DOI: https://doi.org/10.1093/oso/9780197696057.003.0002
  10. Birkett, T. (2026). Mind the Dots! Runes in Medieval Scandinavia. Runes. DOI: https://doi.org/10.1093/oso/9780197696057.003.0003
  11. Scholarly Research Council (n.d.). Runes. Brill’s New Pauly. DOI: https://doi.org/10.1163/1574-9347_bnp_e1025710
  12. Birkett, T. (2026). Politics and PaganismThe Post-Medieval Reception of Runes. Runes. DOI: https://doi.org/10.1093/oso/9780197696057.003.0006
  13. Birkett, T. (2017). Releasing runes. Reading the Runes in Old English and Old Norse Poetry. DOI: https://doi.org/10.4324/9781315603780-3
  14. Birkett, T. (2026). From Monument to Manuscript. Runes. DOI: https://doi.org/10.1093/oso/9780197696057.003.0005
  15. Fischnaller, A. (2021). Sources of the First Printed Scandinavian Runes. RunrΓΆn: runologiska bidrag. DOI: https://doi.org/10.33063/diva-438869
  16. Scholarly Research Council (2002). Chapter 4 The graphemic system of the older runes. Runes and Germanic Linguistics. DOI: https://doi.org/10.1515/9783110885521.51
  17. Scholarly Research Council (n.d.). Epigraphy. History and epigraphy.. Supplementum Epigraphicum Graecum Online. DOI: https://doi.org/10.1163/1874-6772_seg_a51_2295
  18. Scholarly Research Council (n.d.). Epigraphy. Christian epigraphy: introduction.. Supplementum Epigraphicum Graecum Online. DOI: https://doi.org/10.1163/1874-6772_seg_a59_1978
  19. Evans, E. (n.d.). Runes: Past and Present. West Virginia University Libraries. DOI: https://doi.org/10.33915/etd.723
  20. NAZAROV, N. (2025). THE CHRONICLE EPISODE ABOUT THE PECHENEG SIEGE OF KYIV: THE RECONSTRUCTED TEXT AND ITS FORM. MOVOZNAVSTVO. DOI: https://doi.org/10.33190/0027-2833-339-2024-6-003

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