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dr-gareth-roberts/README.md

Dr. Gareth Roberts

Bridging how brains think and machines learn

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Current Work

insideLLMs

insideLLMs is a Python library and CLI for comparing LLM behaviour across models using shared probes and datasets. The harness is deterministic by design, so you can store run artefacts and reliably diff behaviour in CI.

adversarial-debate

Multi‑agent AI security testing framework that orchestrates red‑team analyses, consolidates findings with an arbiter, and records an immutable audit ledger—plus a deterministic demo mode for repeatable results.

context-engineering

Context engineering toolkit for LLMs — pack, cache, debug, red-team, and orchestrate context windows. Council of Experts, adversarial testing, immune system, context compiler, drift detection, multi-agent entanglement. TypeScript + Python.

mineral-prospectivity-mapper

Professional open-source platform for statistical mineral prospectivity mapping (MPM) in Western Australia. Enterprise-grade features: provenance, uncertainty, CV, CLI, QGIS, 2.5D depth, ML explainability, sensitivity analysis, project


Background

PhD in Cognitive Neuroscience & AI · 15+ years in human-centred AI · 14 publications · h-index 12 · Learning · Unlearning · Intelligence · Behavioural Control · Latent Measuremnent · 40/30/30 Applied/Academic/Managerial

Hyperpriors · Culture Amp · NEOS Life Insurance · Source Localisation · Woolcock Institute of Medical Research · University of Sydney · Murdoch University · University of Cambridge University of Western Australia


Stack

Python PyTorch LangChain HuggingFace R TypeScript

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  1. chief-wiggum-loop chief-wiggum-loop Public

    Hardened, sandbox-safe variation on Anthropic's Ralph Loop for Claude Code: stuck classifier, worktree sandboxing, /wiggum-doctor preflight, /wiggum-resume, project-only lessons DB.

    Python

  2. harness-engineering harness-engineering Public

    Opensource toolbox for harness engineering

    Python 2

  3. dendritic-coincidence dendritic-coincidence Public

    Playable CA1 pyramidal neuron simulator in the browser: dendritic coincidence detection (Polsky 2004 / Poirazi 2001)

    TypeScript

  4. nextacular/nextacular nextacular/nextacular Public template

    An open-source starter kit that will help you build full-stack multi-tenant SaaS platforms efficiently and help you focus on developing your core SaaS features. Built on top of popular and modern t…

    TypeScript 1.4k 240