DSP-inspired multirate wrappers for GPT with adaptive hyperparameters and faster training.

Autonomous Red Team: Multi-Agent Adversarial Security Testing — paper + proof-of-concept framework | DAI-2513 | Dissensus AI Working Paper

Adversarial robustness evaluation framework for ML-based NIDS. Categorical robustness framework, the False Champion Problem. Backs IEEE Access submission. DoD-funded research with West Point.

ASRI: Aggregated Systemic Risk Index for Cryptocurrency Markets — paper + real-time monitoring system | DAI-2509 | Dissensus AI Working Paper

Minimal Tensor Logic AI engine in PyTorch – Datalog reasoning as tensor operations (einsum) and neural networks in one framework.

Central index for my research projects, code, publications, and Zenodo‑archived materials, including work on spaceborne lidar, urban forestry, vegetation modeling, and open-source geospatial workflows.

Hybrid LSTM-Markov attack chain forecasting for MITRE ATT&CK. Learns from 4,849 campaign chains + 8,437 real intrusion traces. Generates 26,051 risk-ranked multi-step attack futures via constrained beam search. 86% next-step accuracy, 0.76 Pearson correlation with NCISS severity. SECRYPT 2026 submission.

Constraint-enforcing synthetic IoT packet generation. Two methods: statistical learning (PCA + dual OCSVM/IF gating, ~1,091 pkts/sec) and a genetic algorithm (composite fitness, ~5.7 pkts/sec, 0.62% anomaly). Amplifies the 5-sample ARP Spoofing class by 200x. All 12 ACI-IoT-2023 categories pass independent validators. ICCCN 2026 submission.

Official implementation of the Lattice Stabilization Protocol for AGI Alignment (Type-IV). Implements zero-knowledge tensor bridging for hyper-dimensional manifolds.

ANIT — Narrative Architecture of Textual Invariance: computational verification scripts and materials for a structural narrative model based on textual invariance. / ARQUITETURA NARRATIVA DE INVARIÂNCIA TEXTUAL (ANIT) Um Modelo Estrutural de Reorganização Narrativa com Preservação Integral da Materialidade Textual

Multimodal LLM hallucination quantification via KL-smoothed scores + spectral/energy models (RKHS, hypergraphs).

AI testbed for mission-critical software optimization using telemetry, ML, and Bayesian tuning (SmallSat 2025)

Scripts to interpret Mixture-of-Experts (MoE) language models at the expert level

Orchestrate multi-agent AI tasks in TypeScript, delegate work across models, and run on Telegram, WhatsApp, Discord, iMessage, CLI, and MCP

EEG subject identification project @ HERO Lab!!

Research-oriented implementation of SVM-X for tabular local explanations.

Code and experimental setup for investigating how exposure to social-media-style language affects the behavior of large language models, focusing on toxicity, sentiment, and coherence.

2.5 CNN: leverage 2D CNNs to pretrain 3D models for low-data COVID-19 CT diagnosis. Official code for Electronics (MDPI) 2025, 14(13):2571.

Empirical Validation of ROM Consent-Friction Dynamics — code companion to ROM (DAI-2503) and AoC (DAI-2601)

End-to-End Python Music Information Retrieval system for automated DJ mix segmentation via multi-cue novelty fusion (RMS, Chroma, Spectral Flux), Dynamic Programming optimization, and HMAC-SHA1 cryptographic identification through ACRCloud API integration. Solves automated track boundary detection in continuous audio streams.