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dustinhaggett/README.md

Dustin Haggett

Email Portfolio Parallax Lab LinkedIn

Applied AI & Systems Engineer

Applied AI engineer focused on agentic systems, multimodal models, and signal intelligence.

MEng Applied Artificial Intelligence (2026), Data Engineering.

Building systems that perceive, interpret, and act.


Currently Building

  • SentinelDNS — An applied ML system for domain risk scoring and anomaly detection, focused on extracting signal from noisy network and behavioral data under real-world constraints.

Activity Graph


Selected Work

AI & Signal Systems

  • RegimeAlpha — LSTM + attention time-series system for identifying BTC market regimes, with drift detection and a walk-forward evaluation engine.

  • SpinOut Radar — RAG-powered deep-tech scouting system using embeddings, Supabase, and AI summaries to surface emerging spinouts and trends.

  • DeepFile — Intelligence document extraction and retrieval system combining OCR, embeddings, and retrieval-augmented QA.

  • Landflip — Geospatial pipeline for Brazilian coastal land intelligence built on OpenStreetMap data and Python.

  • ShopperOS — Cross-web personal shopping AI using taste graphs and fit-profile embeddings to improve purchase decisions.

  • LabelFlow — GenAI-native labeling platform with RAG evaluation, hallucination testing, and instant payouts.

Research

  • Chart Vision — Deep learning study on candlestick chart prediction comparing CNN architectures; a simple 4-layer CNN achieved 0.892 AUC-ROC, outperforming ResNet, EfficientNet, and Vision Transformers.

  • BioLink — Drug–disease modeling research using BioBERT / PubMedBERT embeddings and knowledge-graph propagation.

  • Federated IDs — Research on federated learning for intrusion detection, evaluating privacy-preserving distributed training across network security datasets.


What I’m Working On

  • Chasing weak signal in noisy data and turning it into leverage
  • Bringing recent ML research into existing systems where it creates real value
  • Iterating quickly with AI-assisted workflows to test and refine ideas
  • Choosing projects where small improvements compound into real impact
  • Building security-minded, end-to-end systems meant to hold up in practice

Background & Experience

  • Founder & Applied AI Engineer at Parallax Lab, applying state-of-the-art machine learning methods to extract signal from complex data and build end-to-end AI systems that improve operational and financial outcomes.
  • Focus: signal systems, agent workflows, multimodal perception, decision-architecture
  • Professional experience in cyber security, infrastructure, and machine learning

See my detailed professional profile on LinkedIn:
🔗 https://www.linkedin.com/in/dustinhaggett/


Contact

📫 Email: dustin@parallaxlab.ai
🌐 Portfolio: https://dustinhaggett.com
🏢 Parallax Lab: https://parallaxlab.ai
💼 LinkedIn: https://www.linkedin.com/in/dustinhaggett/

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    Minimal Federated Learning Simulation Framework (FedAvg Baseline with Client/Server Abstractions, Metrics & Plotting)

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    AI-Driven Drug–Disease Modeling with CTD using BioWordVec and Transformer embeddings

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    A Systematic Study of Visual Chart Representations for Cryptocurrency Regime Prediction

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  6. dustinhaggett dustinhaggett Public

    Applied Intelligence Engineer | I build systems that perceive, reason, and act — engineered end-to-end.