Executes authorized attack simulations against Active Directory environments to identify misconfigurations, weak credentials, dangerous privilege paths, and exploitable trust relationships that could lead to domain compromise. The tester uses BloodHound for attack path analysis, Mimikatz for credential extraction, and Impacket for protocol-level attacks including Kerberoasting, AS-REP Roasting, and delegation abuse. Activates for requests involving Active Directory pentest, AD attack simulation, domain compromise testing, or Kerberos attack assessment.

Measure quality. Descend toward excellence. No binary gates—only vectors.

Use Exa for semantic/neural web search. Exa understands context and returns high-quality results. Use this skill when you need to search the web for documentation, research, or any information that requires understanding meaning rather than just keyword matching. NEVER substitute web_search for Exa - they serve completely different purposes.

The eternal text editor — Didactic Ersatz Emacs demonstrating immutable

EdgeVLA - Open-source edge vision-language-action model for robotics. Standardizes Open-X Embodiment datasets for consistent VLA training and deployment.

Evaluates and selects Threat Intelligence Platform (TIP) products based on organizational requirements including feed integration capability, STIX/TAXII support, workflow automation, analyst interface, and total cost of ownership. Use when conducting a TIP procurement, migrating between TIP solutions, or assessing whether the current TIP meets program maturity requirements. Activates for requests involving ThreatConnect, MISP, OpenCTI, Anomali, EclecticIQ, or TIP procurement decisions.

Time averages equal space averages

Systematically remove malware, backdoors, and attacker persistence mechanisms from infected systems while ensuring complete eradication and preventing re-infection.

Fixed points where vector field vanishes

Enzyme.jl Automatic Differentiation Skill

Analyzes smart contract codebases to identify state-changing entry points for security auditing. Detects externally callable functions that modify state, categorizes them by access level (public, admin, role-restricted, contract-only), and generates structured audit reports. Excludes view/pure/read-only functions. Use when auditing smart contracts (Solidity, Vyper, Solana/Rust, Move, TON, CosmWasm) or when asked to find entry points, audit flows, external functions, access control patterns, or privileged operations.

Entropy-driven sim2real transfer. Uses maximum entropy RL, domain randomization, and information-theoretic bridging to close the reality gap.

Emacs ecosystem = elisp + org + gnus + tramp + eglot.

Emacs Info documentation system. Navigate and query Info manuals for Emacs, Elisp, and GNU tools.

Control Emacs via deterministic Gay-MCP color chains — seed-derived palettes drive buffer themes, mode-line, org headers, and window focus

Emacs Lisp reference (106K lines info).

Stability classification via Jacobian eigenvalues

FloxHub publication `bmorphism/effective-topos` - a comprehensive development

Categorical structure of dynamical systems

Causal state gating via ε-machine. Coworld observer that prevents action

Self-regulating Goblins actor implementing Ivan Illich's dynamic sufficiency

Provides expertise for analyzing DWARF debug files and understanding the DWARF debug format/standard (v3-v5). Triggers when understanding DWARF information, interacting with DWARF files, answering DWARF-related questions, or working with code that parses DWARF data.

Query Dune Analytics API for blockchain data, pyUSD flows, stablecoin metrics, and on-chain analytics. Use when analyzing DeFi protocols, token flows, or building dashboards.

Ergodic random walks over DuckLake lakehouses with GF(3) triadic concurrent walkers. Society-of-mind coordination for schema exploration.