Kayıt Sistemlerinin Ötesinde
Bir Bağlam Sistemi
Ajan Tabanlı Kurumsal Yapay Zeka için

Mecellem transforms al-Farabi's distinction between first and second intelligibles into a contemporary legal knowledge graph architecture. The plane of first intelligibles constitutes the layer of conceptual constants where fundamental legal concepts are defined with ontological precision and their hierarchical relations are determined. The plane of second intelligibles represents the contextual layer where concrete documents, party relations, event elements, and evidence are positioned and interrelated. The semantic layer between these two planes is where meaning is computed in real time and each new query creates a unique semantic path.

The protocol decomposes legal texts into meaning units appropriate to their ontological function. Unlike classical approaches that segment texts solely by technical rules, Mecellem evaluates each document type within its own ontological class. A contract is divided around structural axes such as parties, obligations, breach mechanisms, and termination; whereas an administrative decision is structured in terms of procedure, legal basis, reasoning, and avenues of appeal. The embedding layer then positions these chunks within domain-specific vectorial topology, enabling the same concept to carry different meaning neighborhoods in different legal domains.

The protocol's most distinctive element is that legal meaning is produced not according to a fixed hierarchy, but through a multi-layered weighing system rebalanced in each query. Four knowledge planes exist: legislation, case law, doctrine, and the institutional corpus. Where a clear statutory provision exists, legislation becomes dominant; where interpretative ambiguity exists, case law and doctrine gain weight; in questions of institutional contracts, the institutional corpus becomes determinative. Methodological tools such as knowledge graphs, ontological inference, and vector-based similarity are activated with different weights according to the structural nature of the query.

The protocol rests on three principles. Ontological consistency requires every norm to conform to the order of being it represents. Dynamic meaning flow recognizes that legal meaning is continuously repositioned as new documents, norms, and conditions enter the system. Epistemic verification requires every judgment to pass knowledge-context alignment and temporality tests, ensuring that the normative and institutional corpus grounding any response is both substantively relevant and legally current. The ultimate vision, reflecting al-Farabi's principle that a corrupted order of knowledge corrupts the order of justice, concretizes the chain of accurate knowledge, accurate context, accurate meaning, accurate judgment, and just society.