From example-skills
Renames projects and content with dense, meaningful ontological titles that describe essence and function. Combines 3-4 words using separator conventions (- for compound/close words, -- for distant concepts). Provides translations to Latin and Greek. Use when naming projects, repositories, systems, or concepts.
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Create dense, meaningful names for projects, systems, and concepts using ontological principles and classical language translations.
Compares coding agents like Claude Code and Aider on custom YAML-defined codebase tasks using git worktrees, measuring pass rate, cost, time, and consistency.
Designs and optimizes AI agent action spaces, tool definitions, observation formats, error recovery, and context for higher task completion rates.
Designs, implements, and audits WCAG 2.2 AA accessible UIs for Web (ARIA/HTML5), iOS (SwiftUI traits), and Android (Compose semantics). Audits code for compliance gaps.
Create dense, meaningful names for projects, systems, and concepts using ontological principles and classical language translations.
What IS the thing? (noun/subject)
Questions:
- What category does it belong to?
- What is its fundamental nature?
- What metaphor best describes it?
Examples:
- A collection → repository, vault, archive
- A process → engine, forge, factory
- A connection → bridge, link, weave
What does it DO? (verb/action)
Questions:
- What transformation does it perform?
- What problem does it solve?
- What capability does it provide?
Examples:
- Creates → forge, builder, generator
- Connects → bridge, link, mesh
- Organizes → lattice, matrix, graph
What CONTEXT does it operate in?
Questions:
- What field or industry?
- What system or ecosystem?
- What users or actors?
Examples:
- AI/ML → agent, model, neural
- Development → code, build, deploy
- Knowledge → wisdom, expertise, craft
Form a 3-4 word compound that reads like a dense sentence.
Pattern: [Domain]-[Function]--[Essence]-[Modifier]
Examples:
- agent-skill--knowledge-forge
- code-craft--pattern-vault
- data-weave--insight-engine
Use for magnetically close concepts that form a compound:
skill-bundle → "bundle of skills" (compound noun)
agent-powered → "powered by agents" (adjective)
code-craft → "craft of coding" (compound noun)
knowledge-base → "base of knowledge" (compound noun)
Use for conceptual distance or category separation:
agent-skills--knowledge-engine
├── agent-skills (what it contains)
└── knowledge-engine (what it is)
frontend-toolkit--design-system
├── frontend-toolkit (domain)
└── design-system (function)
| Relationship | Separator | Example |
|---|---|---|
| Adjective + Noun | - | smart-agent |
| Noun + Noun (compound) | - | skill-bundle |
| Category + Instance | -- | dev-tools--linter |
| Domain + Function | -- | ml-ops--model-registry |
| What + How | -- | data--transform-engine |
When forming names, filter out:
Articles: a, an, the
Prepositions: of, for, to, in, on, by, with
Conjunctions: and, or, but
Strong Nouns:
✓ forge, vault, engine, lattice, codex
✗ thing, stuff, helper, manager
Active Verbs:
✓ forge, weave, craft, build
✗ do, make, handle, process
Specific Terms:
✓ authentication, pipeline, schema
✗ security, flow, structure
| Domain | Strong Words |
|---|---|
| AI/Agents | agent, model, neural, inference, swarm |
| Development | code, build, deploy, pipeline, stack |
| Data | schema, query, transform, pipeline |
| Security | vault, shield, guard, sentinel |
| Knowledge | codex, archive, wisdom, expertise |
| English | Latin | Greek |
|---|---|---|
| skill | ars, artis | technē |
| knowledge | scientia | epistēmē, gnōsis |
| agent | agens, agentis | praktōr |
| forge | fabrica | chalkeion |
| vault | camera | thalamos |
| codex | codex | biblos |
| mastery | magisterium | epistasia |
| bundle | fasciculus | desmos |
| craft | ars | technē |
| power | potestas | dynamis |
skill-codex--agent-mastery
├── Latin: artium-codex--agentis-magisterium
└── Greek: technōn-biblos--praktoros-epistasia
agent-skill--knowledge-forge
├── Latin: ars-agentis--scientia-fabrica
└── Greek: technē-praktor--epistēmē-chalkeion
Context: A repository of skills that extend AI agent capabilities.
Step 1: Essence
Step 2: Function
Step 3: Domain
Step 4: Generate Candidates
1. agent-skill--knowledge-forge
"A forge of knowledge for agent skills"
2. skill-codex--agent-mastery
"A codex of skills for agent mastery"
3. capability-weave--agent-loom
"A loom that weaves agent capabilities"
4. praxis-bundle--agent-expertise
"A bundle of practical expertise for agents"
5. craft-matrix--agent-powers
"A matrix of crafts that power agents"
Step 5: Evaluate
| Name | Clarity | Memorability | Domain Fit |
|---|---|---|---|
| skill-codex--agent-mastery | High | High | High |
| agent-skill--knowledge-forge | High | Medium | High |
| capability-weave--agent-loom | Medium | Medium | Medium |
Winner: skill-codex--agent-mastery
Context: A library for handling user authentication.
Candidates:
1. auth-guard--access-sentinel
"A sentinel guarding access through authentication"
2. identity-forge--credential-vault
"A vault of credentials from an identity forge"
3. login-shield--session-keeper
"A shield and keeper of login sessions"
When generating names, provide:
naming_proposal:
context: "Brief description of what's being named"
candidates:
- name: "english-compound--name"
meaning: "What this name conveys"
latin: "latin-translation"
greek: "greek-translation"
pros: ["list", "of", "strengths"]
cons: ["list", "of", "weaknesses"]
recommendation:
name: "recommended-name"
rationale: "Why this is the best choice"
❌ Generic Names
my-project, cool-tool, awesome-thing
❌ Overloaded Terms
manager, handler, service, util
❌ Acronyms Without Meaning
XYZPT, QWERT
❌ Too Long
super-advanced-machine-learning-based-intelligent-agent-system
❌ Unclear Separators
agent_skill-knowledge--forge (mixing _ and -)
✓ Evocative Metaphors
forge, vault, weave, lattice
✓ Domain-Specific Terms
codex, praxis, schema
✓ Clear Compound Structure
skill-bundle, knowledge-forge
✓ Balanced Length (2-5 words)
agent-skill--knowledge-forge
references/naming-patterns.md — Compound naming patternsreferences/separator-conventions.md — Detailed separator rulesreferences/translation-guide.md — Latin/Greek translation guidancereferences/workflow-integration.md — Ecosystem integrationassets/word-roots.md — Common Latin/Greek roots