LAWLIA is an open-source computational legal framework designed to revolutionize legal reasoning and analysis. It combines the power of large language models with a structured syntactical grammar to facilitate precise legal assessments, truth values, and verdicts. LAWLIA is the future of computational jurisprudence

Future Law at the MIT Media Lab

LawVM compiles human-written amendment acts into auditable point-in-time legal text-state. It treats legislation as executable state transitions, preserving provenance, replay evidence, and divergence findings across jurisdictions.

ProPublica’s claim about racial bias in COMPAS can be largely attributed to the bias of the Broward County dataset that they used for analysis, instead of COMPAS itself.

🏛️ Deterministic rejection layer for computational legal claims. Verifies dates, amounts, and structured constraints; blocks unproven legal outputs.

188 DIFC/ADGM/SICC judgments coded under a two-grader-type protocol (39 LLM + 149 regex; provenance per entry). 12 Catala rule modules, 7 case traces, pre-registered with H1–H8 stop rules. External correlate ρ=+0.32 vs appeal status. Reproducible via Docker.

Citation network analysis of 47 U.S.C. § 230 federal appellate doctrine, 1997-2025.

Methods to quantify and assess similarities in sentenced cases using vector-based analytics

Computational Decision Analysis of Eighth Amendment Violation

Finnish law encoded as executable logic with s(CASP) — Unemployment Security Act §6 entrepreneur definition with open-world reasoning and Finnish-language justification trees

Precedent decision retrieval system with BM25+BERT

A jurisdiction-agnostic symbolic legal reasoning & actuarial pricing engine. Features Fixpoint iteration, DAG-based audit trails, and Theil-Sen robust regression for billable hours.一个用于法律实务的跨法域符号化推理与精算定价引擎。支持不动点迭代、基于 DAG 的审计追踪，以及用于律所工时估算的 Theil-Sen 稳健回归。

Doctrine du Réciprocalisme Civique Algorithmique. Un nouveau pacte commercial fondé sur la réciprocité automatisée, les tarifs miroirs et le droit computationnel pour un capitalisme de bien commun.

A local-first natural-language Q&A engine for EU directives using on-device LLMs, hybrid search (Qdrant), and citation graphs.