Tibsfox

Manages Aminet INDEX infrastructure: fetch, parse, cache, and incremental update of ~84,000-entry package database. Use when managing INDEX data, checking freshness, or parsing .readme files.

Bayesian approach to statistical inference and decision-making. Covers prior specification, likelihood functions, posterior computation, conjugate priors, Markov chain Monte Carlo (MCMC), credible intervals, Bayesian hypothesis comparison (Bayes factors), hierarchical models, and the philosophical contrast with frequentist methods. Use when updating beliefs with data, specifying priors, computing

Narrative construction techniques for fiction and creative nonfiction. Covers story structure (three-act, hero's journey, in medias res, frame narrative), character development (arc types, interiority, dialogue as characterization), point of view (first, second, third limited, omniscient, unreliable narrator), conflict and tension (external/internal, dramatic irony, stakes escalation), setting and

Provides dependency management and supply chain security practices for auditing vulnerabilities, checking licenses, assessing dependency health, and managing upgrades safely. Use when auditing packages, reviewing security, managing dependencies, or when user mentions 'audit', 'vulnerability', 'dependency', 'supply chain', 'npm audit', 'license', 'bundle size'.

Carbon allotropes and nanoscale materials — graphite, diamond, fullerenes (C60 and family), carbon nanotubes, graphene, and the broader class of low-dimensional materials. Covers synthesis routes (arc discharge, laser ablation, CVD, exfoliation), structural characterization, exceptional mechanical and electronic properties, and the gap between laboratory demonstrations and structural-scale applica

Primary and secondary source analysis for historical reasoning. Covers source classification, sourcing (author/context/purpose), corroboration across multiple sources, contextualization within time and place, and bias detection. Use when evaluating historical evidence, assessing source reliability, or constructing evidence-based historical arguments.

Provides Infrastructure as Code best practices for Terraform, Pulumi, CloudFormation, and OpenTofu. Use when provisioning infrastructure, writing IaC modules, managing cloud resources, scanning for misconfigurations, or when user mentions 'terraform', 'pulumi', 'cloudformation', 'IaC', 'opentofu', 'infrastructure', 'tfsec', 'checkov', 'drift'.

Evaluating online information for credibility, accuracy, and context. Covers the SIFT method (Stop, Investigate, Find, Trace), lateral reading, reverse image search, primary source verification, and common misinformation tactics. Use when assessing the trustworthiness of a web page, article, video, social media post, or any digital claim before relying on it or sharing it.

Thinking frameworks for decisions and problem analysis. Use when evaluating options, root causes, or prioritizing.

Emerging and transformative technologies -- artificial intelligence, biotechnology, quantum computing, blockchain, robotics, IoT, augmented/virtual reality, and nanotechnology. Covers how each technology works at a conceptual level, current capabilities vs hype, societal implications, and risk assessment frameworks. Use when evaluating new technologies, assessing technological claims, understandin

Domain knowledge for 10 specialized subjects: philosophy, theology, physical education, nature studies, home economics, visual arts, music, trades, astronomy, learning to learn. Use when generating Specialized & Deepening tier pack content.

Educational pack for holomorphic dynamics, complex iteration, fractal geometry, and data-driven dynamics (DMD/Koopman). Use this skill when the user asks about: complex dynamics, iteration on the complex plane, Julia sets, Mandelbrot sets, fixed points and stability, period doubling, bifurcation, topology of the complex plane, DMD (Dynamic Mode Decomposition), Koopman operator theory, skill dynami