yzmir-simulation-foundations
NewGame simulation mathematics - ODEs, stability, control theory - 9 skills
Summary
This skill provides expertise in game simulation mathematics, covering ordinary differential equations (ODEs), stability analysis, and control theory.
- It helps developers model dynamic systems, analyze equilibrium and stability, and design controllers for realistic game physics and simulations.
Overview
Professional AI/ML, Python & Rust engineering, web backend, DevOps, SDLC, solution architecture, game development, security, documentation, and UX skills for Claude Code
44 complete skillpacks • 200+ skills • Install what you need
Recent additions (May 2026): 6 new packs —
yzmir-morphogenetic-rl,
axiom-determinism-and-replay,axiom-audit-pipelines,
axiom-static-analysis-engineering,axiom-rust-workspaces,
axiom-pyo3-interop. Plus a 2026-era refresh sweep across the AI/ML cluster(PyTorch 2.9+, FSDP2, vLLM/SGLang, GRPO/DreamerV3, Mamba/SSM, modern PEFT) and
the design/security/quality packs (WCAG 2.2, Material 3, Pydantic v2,
Typst 0.14, SLSA/SBOM/Sigstore).
In-flight expansions:
lyra-creative-writingv0.2 — genre annex with 9genre sheets (mystery, thriller, sf, fantasy, horror, romance, literary-fiction,
memoir-and-personal-essay, literary-journalism) using a reader-contract
three-move discipline, plus 3 new agents (worldbuilding-consultant,
opening-and-ending-doctor, premise-stress-tester).
axiom-system-archaeologistv1.6 — ultralarge-tier per-module track for repos >100K LOC or >12 subsystems,
with calibration-driven YAML-parse self-validation.
Installation
Via Marketplace (Recommended)
# Add the skillpacks marketplace
/plugin marketplace add tachyon-beep/skillpacks
# Browse available plugins
/plugin
# Install specific packs
/plugin install yzmir-deep-rl
/plugin install lyra-ux-designer
/plugin install ordis-security-architectVia Git Clone (Development)
git clone https://github.com/tachyon-beep/skillpacks
cd skillpacks
/plugin marketplace add .Available Skillpacks
Skillpack groupings are inspired by the factions from [Altered TCG](https://www.altered.gg). See [FACTIONS.md](FACTIONS.md) for the philosophical connections between factions and skillpack domains.
🔒 Security (Ordis)
ordis-security-architect - 11 skills, 3 commands, 2 agents _(refreshed for 2026)_
- •Threat modeling (STRIDE / CWE / CVSS / ATT&CK), security controls
- •Compliance: NIST CSF 2.0, ISO 27001:2022, PCI-DSS v4.0.1, GDPR, NIS2, EU AI Act
- •LLM/AI security (OWASP LLM Top 10:2025, MITRE ATLAS), supply-chain
(SLSA, SBOM, Sigstore), ATO/RMF
- •
/plugin install ordis-security-architect
📝 Documentation (Muna) - 4 Packs
muna-document-designer - 1 skill, 1 agent, 1 command
- •Professional document design with Pandoc and Typst
- •Typography, layout, templates, branded document systems
- •Reports, proposals, specifications, resumes, brochures
- •
/plugin install muna-document-designer
muna-technical-writer - 10 skills, 4 commands, 3 agents
- •Documentation structure, clarity & style, diagram conventions
- •Security-aware docs, incident response, ITIL/governance
- •Includes
complex-writer/complex-revieweragent pair for surgical edits
in large files (≥2000 lines), cross-language
- •
/plugin install muna-technical-writer
muna-panel-review - 3 agents, 1 skill, 3 commands
- •Simulated audience panel review with persona-driven editorial intelligence
- •Spawn reader personas, collect mood journals, synthesize cross-panel feedback
- •
/plugin install muna-panel-review
muna-wiki-management - 7 skills, 4 commands, 2 agents
- •Document set management as wikis with architecture and governance
- •Derivation tracking, consistency auditing, evolution management
- •
/plugin install muna-wiki-management
🔬 Development (Axiom) - 16 Packs
axiom-python-engineering - 10 skills
- •Modern Python 3.13: uv-first tooling, ty/pyrefly, current pre-commit revs
- •Testing, async, debugging, profiling, delinting
- •Scientific computing (NumPy/pandas), ML workflows
- •
/plugin install axiom-python-engineering
axiom-rust-engineering - router + 11 reference sheets, 5 commands, 3 agents
- •Rust 2024 edition: ownership, traits, async (tokio), testing
- •Clippy/cargo tooling, performance, unsafe/FFI, AI/ML interop (PyO3, candle)
- •Single-crate-shaped — composes with
axiom-rust-workspacesandaxiom-pyo3-interop - •
/plugin install axiom-rust-engineering
axiom-rust-workspaces - router + 13 sheets, 3 commands, 1 agent _(new — May 2026)_
- •Rust at workspace scope: multi-crate composition,
[workspace.dependencies],
[workspace.lints], deny.toml with waiver lifecycle
- •Feature unification (resolver-2/3), Miri-on-subset, public-vs-internal crate
boundaries (internal-traits-crate / sealed-trait), 10-pattern anti-pattern list
- •
/plugin install axiom-rust-workspaces
axiom-pyo3-interop - router + 13 sheets, 3 commands, 1 agent _(new — May 2026)_
- •Python ↔ Rust FFI discipline:
Bound<'py, T>, GIL release, abi3, maturin - •Batched FFI to amortise crossing cost, zero-copy NumPy buffer protocol,
Gymnasium environments backed by Rust, async across the boundary
- •Wheel matrix (cibuildwheel, manylinux), interpreter-teardown discipline
- •
/plugin install axiom-pyo3-interop
axiom-system-archaeologist - 5 commands, 4 agents _(v1.6 ultralarge-tier — May 2026)_
- •Deep codebase architecture analysis through subagent coordination
- •C4 diagrams (Context, Container, Component levels), subsystem catalogs,
security surface mapping, test infrastructure analysis, dependency visualization
- •Incremental delta analysis, cross-pack specialist integration
- •Ultralarge-tier per-module track for repos >100K LOC or >12 subsystems, with
calibration-driven YAML-parse self-validation (v1.6.0 + v1.6.1)
- •Stakeholder-ready architecture documentation with output-contract validation gates
- •
/plugin install axiom-system-archaeologist
axiom-system-architect - 4 skills
- •TDD-validated architectural assessment with professional discipline
- •Prevents diplomatic softening, analysis paralysis, security compromise
- •Router + 3 specialist skills for technical debt and architecture review
- •
/plugin install axiom-system-architect
axiom-solution-architect - 9 skills, 2 agents, 2 commands
- •Forward solution architecture: brief/HLD/epic → traceable artifact set
- •ADRs, C4, NFRs, RTM, integration/migration, risks, TOGAF/ArchiMate
- •Consolidated Solution Architecture Document (SAD) with consistency gate
- •
/plugin install axiom-solution-architect
axiom-web-backend - 12 skills
- •FastAPI, Django, Express.js development patterns
- •REST/GraphQL API design, microservices architecture
- •Authentication, database integration, message queues
- •API testing, documentation, production deployment
- •
/plugin install axiom-web-backend
axiom-devops-engineering - 1 skill
- •CI/CD pipeline architecture, deployment strategies
- •Zero-downtime deployments, infrastructure reliability
- •
/plugin install axiom-devops-engineering
axiom-sdlc-engineering - 8 skills + 4 agents
- •CMMI-based SDLC framework (Levels 2-4) with GitHub/Azure DevOps integration
- •Requirements lifecycle, design/build, quality assurance, governance & risk
- •Platform integration, quantitative management, lifecycle adoption
- •Specialist agents for architecture decisions, bug triage, QA, and process routing
- •
/plugin install axiom-sdlc-engineering
axiom-planning - 2 skills, 5 agents, 1 command
- •TDD-validated implementation planning with plan review quality gate
- •Plan review spawns 4 parallel reviewers (reality, architecture, quality, systems) + synthesizer
- •Catches hallucinations, convention violations, and risks before code execution
- •
/plugin install axiom-planning
axiom-program-management - router + 13 sheets, 3 commands, 2 agents _(new — June 2026)_
- •Project & program management as a delivery discipline — lean/agile-leaning,
honest about where program scale needs predictive structure
- •Project tier: flow metrics & WIP, scope/backlog control, Monte-Carlo
forecasting, stakeholder management, operational RAID logs, watermelon-resistant status reporting, dependency coordination
- •Program tier: governance, benefits realization & OKRs, now/next/later
roadmapping with WSJF, cross-project dependencies, capacity & stable teams, scaling without framework dogma
- •Leans on
axiom-planning(implementation plans) andaxiom-sdlc-engineering
(process maturity, traceability, formal governance)
- •
/plugin install axiom-program-management
axiom-product-management - router + 8 sheets, 3 commands, 2 agents _(new — June 2026)_
- •Product management as standing ownership — take control of a software
product and own it end-to-end across sessions
- •A git-versioned product workspace (vision, intent-roadmap, Product Decision
Records, current-state, falsifiable metrics) + a resume→decide→dispatch→accept→ checkpoint loop + an authority boundary that escalates anything irreversible
- •Discovery & opportunity, vision/strategy/positioning, PRDs with falsifiable
acceptance criteria, delivery orchestration & acceptance, product-value metrics
- •Orchestrates, doesn't reimplement: routes sequencing/WSJF to
axiom-program-management, plans to axiom-planning, solution design to axiom-solution-architect, research method to lyra-ux-designer
- •
/plugin install axiom-product-management
axiom-embedded-database - router + 13 sheets, 3 commands, 2 agents
- •SQLite & DuckDB as application-embedded databases at production scale
- •PRAGMA discipline, migrations under SQLite's ALTER constraints, WAL tuning,
transactions & isolation, single-writer concurrency, optimistic locking
- •Parameterized-SQL enforcement, JSON1, FTS5, DuckDB for OLAP, SQLCipher,
online backup & corruption recovery
- •
/plugin install axiom-embedded-database
axiom-procedural-architecture - router + 13 sheets, 3 commands, 2 agents
- •Structural reasoning for staged procedures — design, critique, and analyze
decompositions into composable stages with explicit dependencies, decision points, and flow properties
- •Pattern pack for wizards, troubleshooting trees, training curricula,
configuration flows, decision pipelines, and workflows
- •
/plugin install axiom-procedural-architecture
axiom-mcp-engineering - router skill _(early access)_
- •Engineering MCP (Model Context Protocol) servers as production-grade agent
interfaces — tool API surface design, idempotency & atomic claim semantics under agent retry, structured error envelopes, schema versioning, transport reliability
- •
/plugin install axiom-mcp-engineering
axiom-engineering-foundations - 6 skills
- •Universal software engineering methodology (language-agnostic)
- •Systematic debugging, safe refactoring, code review, incident response
- •Technical debt triage, codebase confidence building
- •
/plugin install axiom-engineering-foundations
axiom-audit-pipelines - router + 11 sheets, 3 commands, 2 agents _(new — May 2026)_
- •Audit-grade decision pipelines: canonical encoding (RFC 8785 JCS), append-only
decision logs, fingerprint chains (linked-hash and Merkle)
- •HMAC and Ed25519 signed exports, immutable storage, decision provenance
(inputs/ruleset/code closure), threat model for the log itself
- •Retention reconciled with right-to-be-forgotten, partial replay, performance budgets
- •
/plugin install axiom-audit-pipelines
axiom-determinism-and-replay - router + 13 sheets, 3 commands, 2 agents _(new — May 2026)_
- •Architecture-level determinism and replay for RL substrates, multi-agent
systems, multiplayer lockstep engines, replay-debuggable services
- •Seed governance, RNG isolation, snapshot strategy, divergence detection,
rollback, concurrency strategies, floating-point and GPU determinism
- •External-effects substitution, canonical state encoding, property tests,
cost-of-determinism accounting
- •
/plugin install axiom-determinism-and-replay
axiom-static-analysis-engineering - router + 13 sheets, 3 commands, 2 agents _(new — May 2026, v0.2)_
- •Building static analyzers as engines, not running them as users
- •AST visitation, taint-lattice (abstract-domain) design with monotonicity,
three-phase inference (variable → function → callgraph) with termination proofs
- •Plugin architecture for rules, false-positive economics with auditable
suppression lifecycle, the static-vs-runtime boundary
- •Callgraph construction (Rung 0–4 resolution, dynamic-feature handling),
cross-module flow with stub libraries, decorator-as-assertion (runtime + static agreement contract), manifest-driven configuration with coherence validation, SARIF / CI integration, incremental analysis at scale, LLM-assisted finding explanations as a substitutable pattern
- •
/plugin install axiom-static-analysis-engineering
🤖 AI/ML Engineering (Yzmir) - 11 Packs
yzmir-ai-engineering-expert - 1 router skill
- •Primary router that directs to specialized AI/ML packs
- •
/plugin install yzmir-ai-engineering-expert
yzmir-pytorch-engineering - 9 skills _(refreshed for PyTorch 2.9+)_
- •Tensors, modules, distributed training, profiling, debugging
- •torch.compile, FSDP1/FSDP2, FlexAttention, torch.amp
- •
/plugin install yzmir-pytorch-engineering
yzmir-training-optimization - 11 skills _(refreshed)_
- •Modern optimizers, schedules, mixed-precision, batch-size strategy
- •Learning rates, convergence, hyperparameter tuning
- •
/plugin install yzmir-training-optimization
yzmir-deep-rl - 13 skills _(refreshed)_
- •DQN, PPO, SAC, reward shaping, exploration
- •Modern offline RL, GRPO, DreamerV3 / TD-MPC2, REDQ/DroQ/CrossQ,
MAPPO/IPPO, BBF/Agent57, Go-Explore
- •
/plugin install yzmir-deep-rl
yzmir-morphogenetic-rl - router + 7 sheets, 2 commands, 2 agents _(new — May 2026)_
- •RL controllers that decide WHEN/HOW to mutate a network's topology during training
- •Controller action/observation/reward design, governor and safety gates
- •Rollback-as-RL-signal, deterministic morphogenesis, ablation under topology change
- •Companion to
yzmir-dynamic-architectures - •
/plugin install yzmir-morphogenetic-rl
yzmir-neural-architectures - 9 skills _(refreshed)_
- •CNNs, Transformers, RNNs, attention mechanisms, architecture selection
- •Mamba/SSM, MoE (Mixtral/DeepSeek/OLMoE), modern diffusion (SDXL/FLUX/DiT/SD3),
multimodal (CLIP/SigLIP/LLaVA), SAM/SAM-2, ConvNeXt v2, equivariant GNNs
- •
/plugin install yzmir-neural-architectures
yzmir-llm-specialist - 8 skills _(refreshed)_
- •Reasoning models, agentic + MCP, modern serving stack, DPO/GRPO
- •RAG with contextual retrieval, fine-tuning, inference optimization
- •
/plugin install yzmir-llm-specialist
yzmir-ml-production - 11 skills _(refreshed)_
- •torch.ao.quantization, vLLM/SGLang/TensorRT-LLM serving
- •LLM observability, MLOps, monitoring, debugging
- •
/plugin install yzmir-ml-production
yzmir-simulation-foundations - 9 skills
- •Differential equations, stability analysis, control theory (game math)
- •
/plugin install yzmir-simulation-foundations
yzmir-systems-thinking - 6 skills
- •Systems thinking methodology, patterns, leverage points
- •Archetypes, modeling, visualization
- •
/plugin install yzmir-systems-thinking
yzmir-dynamic-architectures - 6 skills, 1 agent, 2 commands _(refreshed)_
- •Dynamic/morphogenetic neural networks: grow, prune, adapt topology
- •Continual learning, gradient isolation, lifecycle orchestration
- •Modern PEFT (VeRA/PiSSA/LoftQ/LoRA+/rsLoRA/LongLoRA), post-Mixtral MoE,
adapter merging (TIES/DARE/SLERP/MergeKit)
- •
/plugin install yzmir-dynamic-architectures
🎮 Game Development (Bravos) - 2 Packs
bravos-simulation-tactics - 11 skills
- •Physics simulation, ecosystem simulation, crowd simulation
- •
/plugin install bravos-simulation-tactics
bravos-systems-as-experience - 9 skills
- •Emergent gameplay, player-driven narratives, strategic depth
- •
/plugin install bravos-systems-as-experience
🎨 UX, Site Design & Creative Writing (Lyra) - 3 Packs
lyra-creative-writing - 1 router + 13 craft + 9 genre sheets, 3 commands, 11 agents _(v0.2 genre annex — May 2026)_
- •Workshop-voiced craft pack for prose narrative — fiction and creative nonfiction
- •Three explicit modes (draft, critique, plan) with mode-switching protocol
- •Craft coverage: POV and voice, scene construction, dialogue, character interiority,
showing-vs-telling, prose rhythm, pacing and tension, story structure, openings and endings, worldbuilding by implication, research and verisimilitude, revision and cutting, creative nonfiction craft
- •Genre coverage (v0.2): mystery, thriller, sf, fantasy, horror, romance,
literary-fiction, memoir-and-personal-essay, literary-journalism — each presenting conventions through a uniform reader-contract three-move discipline (name the contract → name the cost of breaking → name books worth the cost). Literary fiction is one mode among nine, not the unmarked default
- •
/critique-prosefans out 5 coach-mode agents in parallel and synthesises a
prioritised revision-pass plan via revision-coach
- •v0.2 agents:
worldbuilding-consultant(world abstraction),opening-and-ending-doctor
(promise-ledger output, first-5/last-5 pages), premise-stress-tester (adversarial pre-outline interrogation)
- •Composes with
muna-panel-reviewfor beta-reader simulation - •
/plugin install lyra-creative-writing
lyra-site-designer - 1 skill, 1 agent, 1 command, 6 reference sheets
- •Static site design for developer tools and documentation sites
- •Information architecture, HTML/CSS craftsmanship, design tokens
- •Developer UX patterns: code blocks, dark mode, search, responsive layouts
- •Static site tooling guidance (Hugo, Astro, Eleventy)
- •
/plugin install lyra-site-designer
lyra-ux-designer - 12 reference sheets _(refreshed for 2026)_
- •WCAG 2.2 accessibility, modern web platform primitives (dialog, popover,
:has(), container queries)
- •iOS 17+ and Material 3 mobile patterns, AI-experience patterns
- •
/plugin install lyra-ux-designer
✅ Quality Engineering (Ordis)
ordis-quality-engineering - 21 skills
- •E2E testing, API testing, integration testing, performance testing
- •Chaos engineering, flaky test diagnosis, mutation testing
- •Observability, test automation architecture, coverage gap analysis
- •
/plugin install ordis-quality-engineering
🛠️ Meta Packs
meta-sme-protocol - 1 skill
- •SME (Subject Matter Expert) Agent Protocol
- •Mandatory protocol for all specialist agents: fact-finding, confidence/risk assessment
- •
/plugin install meta-sme-protocol
meta-skillpack-maintenance - 3 skills
- •Systematic maintenance and enhancement of skill packs
- •Investigative domain analysis, RED-GREEN-REFACTOR testing
- •Automated quality improvements
- •
/plugin install meta-skillpack-maintenance
Quick Examples
AI/ML Engineering
/plugin install yzmir-deep-rl
/deep-rl # Use slash command to load router skillClaude will guide you to the right specialized skill:
I'm using yzmir/deep-rl/policy-gradient-methods to implement PPO for continuous character controlWeb Backend Development
/plugin install axiom-web-backend
/web-backend # Use slash command to load routerI'm using axiom/web-backend/fastapi-development to build production-ready async APIs with dependency injectionGame Development
/plugin install bravos-systems-as-experience
/systems-as-experience # Use slash command to load routerI'm using bravos/systems-as-experience/emergent-gameplay-design to create systemic interactions in my RPGSecurity Architecture
/plugin install ordis-security-architect
/security-architect # Use slash command to load routerI'm using ordis/security-architect/threat-modeling to analyze this authentication system with STRIDEUX Design
/plugin install lyra-ux-designer
/ux-designer # Use slash command to load routerI'm using lyra/ux-designer/accessibility-and-inclusive-design to ensure WCAG 2.1 AA complianceArchitecture Analysis
/plugin install axiom-system-archaeologist
/system-archaeologist # Use slash command to load routerThen Claude routes you to specialized analysis skills for C4 diagrams, subsystem catalogs, etc.Using Router Skills: Slash Commands vs Direct Invocation
Slash Commands (Recommended)
All router skills (using-X skills) are available as slash commands to avoid skill context limits:
/ai-engineering # Route to AI/ML specialized packs
/deep-rl # Route to RL algorithm skills
/system-archaeologist # Route to architecture analysis
/python-engineering # Route to Python skills
/web-backend # Route to web backend skills
/ux-designer # Route to UX design skills
# ... and 12 moreWhy slash commands? Router skills are comprehensive guides that exceeded the context budget for automatic skill discovery. Slash commands provide explicit, user-controlled invocation without context limits.
See `.claude/SLASH_COMMANDS.md` for the complete list of all router commands.
Direct Skill Invocation
If you have only a few plugins installed, direct skill invocation still works:
I'm using yzmir/deep-rl/policy-gradient-methods to implement PPOCaveat: With many plugins installed (5+), you may hit skill discovery context limits. In this case, use slash commands for routers and direct invocation for specialized skills.
Best Practice:
- •Use slash commands for router skills (
/ai-engineering,/deep-rl, etc.) - •Use direct invocation for specialized skills after the router guides you
What's Inside
- •200+ Skills: Production-ready guidance across 7 domains
- •38 Packs: Install only what you need
- •Per-Pack Plugins: Independent versioning, clean dependencies
- •Complete Coverage: Design → Foundation → Training → Production
Repository Structure
skillpacks/
├── .claude-plugin/
│ └── marketplace.json # Marketplace catalog
├── plugins/ # All 38 skillpacks
│ ├── axiom-*/ # Development (15 packs)
│ ├── bravos-*/ # Game development (2 packs)
│ ├── lyra-*/ # UX & site design (2 packs)
│ ├── meta-*/ # Meta utilities (2 packs)
│ ├── muna-*/ # Documentation (4 packs)
│ ├── ordis-*/ # Quality & security (2 packs)
│ └── yzmir-*/ # AI/ML (11 packs)
└── docs/ # Planning documentsContributing
See CONTRIBUTING.md for guidelines on adding skills or creating new packs.
License
CC BY-SA 4.0 (Creative Commons Attribution-ShareAlike 4.0 International) - See LICENSE for details.
Note: Faction names (Axiom, Bravos, Lyra, Muna, Ordis, Yzmir) from Altered TCG are NOT covered by this license - see LICENSE_ADDENDUM.md.
About
Built by @tachyon-beep
Skillpacks provides modular, production-ready expertise for Claude Code across professional domains. Each skillpack is independently versioned and installable, containing systematically validated skills that guide Claude through expert-level implementations.
Install & Usage
~/.claude.jsonAdd the configuration to "mcpServers": { "yzmir-simulation-foundations": { "command": "...", "args": [] } }
/mcpUse Cases
Usage Examples
/yzmir-simulation-foundations Implement a Runge-Kutta 4th order integrator for a 3D projectile with air resistance.
Model a simple pendulum with damping and plot its phase portrait using ODE solvers.
Design a LQR controller for a quadcopter simulation and test its stability under disturbances.
Security Audits
Frequently Asked Questions
What is yzmir-simulation-foundations?
This skill provides expertise in game simulation mathematics, covering ordinary differential equations (ODEs), stability analysis, and control theory. It helps developers model dynamic systems, analyze equilibrium and stability, and design controllers for realistic game physics and simulations.
How to install yzmir-simulation-foundations?
To install yzmir-simulation-foundations: open your mcp config (~/.claude.json), then add the config to "mcpServers": { "yzmir-simulation-foundations": { "command": "...", "args": [] } }. Finally, /mcp in Claude Code.
What is yzmir-simulation-foundations best for?
yzmir-simulation-foundations is a mcp categorized under General. It is designed for: yzmir, simulation, foundations. Created by tachyon-beep.
What can I use yzmir-simulation-foundations for?
yzmir-simulation-foundations is useful for: Implement numerical integration of ODEs for physics-based character movement or projectile trajectories.; Analyze the stability of a game's economy or resource system using linear stability analysis.; Design a PID controller for an autonomous vehicle or drone in a simulation environment.; Model predator-prey dynamics or population growth in a strategy game using differential equations.; Simulate spring-mass-damper systems for realistic vehicle suspension or cloth physics.; Validate control system performance through phase portraits and bifurcation analysis..