yzmir-simulation-foundations
NewGame simulation mathematics - ODEs, stability, control theory - 9 skills
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
mkdir -p .claude/skillsmkdir -p .claude/skills && curl -o .claude/skills/yzmir-simulation-foundations.md https://raw.githubusercontent.com/tachyon-beep/skillpacks/main/SKILL.md/yzmir-simulation-foundationsFrequently Asked Questions
What is yzmir-simulation-foundations?
Game simulation mathematics - ODEs, stability, control theory - 9 skills
How to install yzmir-simulation-foundations?
To install yzmir-simulation-foundations, create the .claude/skills directory in your project, then run the curl command to download the skill file. Once installed, invoke it in Claude Code with /yzmir-simulation-foundations.
What is yzmir-simulation-foundations best for?
yzmir-simulation-foundations is a community categorized under General. It is designed for: yzmir, simulation, foundations. Created by tachyon-beep.