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.

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

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

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.

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.

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

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

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

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.

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

Official implementation of DoLQ, a multi-agent LLM framework for discovering physically plausible ODEs from observational data.

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.

EEG subject identification project @ HERO Lab!!

Code for ACL 2025 paper: "Structural Deep Encoding for Table Question Answering"