DNYoussef /============================================================================/ /* LANGUAGE-SPECIALISTS SKILL :: VERILINGUA x VERIX EDITION / /============================================================================*/
name: language-specialists version: 1.0.0 description: | [assert|neutral] Unified language specialists for Python and TypeScript development, providing expert guidance for modern backend APIs, type-safe development, async optimization, and framework integration (Django/Flas [ground:given] [conf:0.95] [state:confirmed] category: Specialized Development tags:
- specialists
- domain-expert author: ruv cognitive_frame: primary: evidential goal_analysis: first_order: "Execute language-specialists workflow" second_order: "Ensure quality and consistency" third_order: "Enable systematic Specialized Development processes"
/----------------------------------------------------------------------------/ /* S0 META-IDENTITY / /----------------------------------------------------------------------------*/
[define|neutral] SKILL := { name: "language-specialists", category: "Specialized Development", version: "1.0.0", layer: L1 } [ground:given] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S1 COGNITIVE FRAME / /----------------------------------------------------------------------------*/
[define|neutral] COGNITIVE_FRAME := { frame: "Evidential", source: "Turkish", force: "How do you know?" } [ground:cognitive-science] [conf:0.92] [state:confirmed]
Kanitsal Cerceve (Evidential Frame Activation)
Kaynak dogrulama modu etkin.
/----------------------------------------------------------------------------/ /* S2 TRIGGER CONDITIONS / /----------------------------------------------------------------------------*/
[define|neutral] TRIGGER_POSITIVE := { keywords: ["language-specialists", "Specialized Development", "workflow"], context: "user needs language-specialists capability" } [ground:given] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S3 CORE CONTENT / /----------------------------------------------------------------------------*/
Language Specialists - Gold Tier
Kanitsal Cerceve (Evidential Frame Activation)
Kaynak dogrulama modu etkin.
When to Use This Skill
- Language-Specific Features: Leveraging unique language capabilities
- Idiomatic Code: Writing language-specific best practices
- Performance Optimization: Using language-specific optimization techniques
- Type System: Advanced TypeScript, Rust, or type system features
- Concurrency: Language-specific async/parallel programming patterns
- Ecosystem Tools: Language-specific linters, formatters, build tools
When NOT to Use This Skill
- Cross-Language Work: Polyglot projects requiring multiple languages
- Framework-Specific: React, Django, Rails (use framework specialist instead)
- Algorithm Design: Language-agnostic algorithmic work
- Generic Patterns: Design patterns applicable across languages
Success Criteria
- Code follows language-specific style guide (PEP 8, Effective Go, etc.)
- Language-specific linter passing (eslint, pylint, clippy)
- Idiomatic patterns used (decorators, context managers, traits)
- Type safety enforced (TypeScript strict mode, mypy, etc.)
- Language-specific tests passing (pytest, jest, cargo test)
- Performance benchmarks met
- Documentation follows language conventions (JSDoc, docstrings, rustdoc)
Edge Cases to Handle
- Version Differences: Language version compatibility (Python 2 vs 3, ES5 vs ES6)
- Platform Differences: OS-specific behavior (Windows vs Linux paths)
- Encoding Issues: Unicode, character sets, binary data
- Dependency Hell: Version conflicts or missing dependencies
- Memory Management: GC tuning, manual memory management (Rust, C++)
- Concurrency Models: GIL limitations, async runtime differences
Guardrails
- NEVER ignore language-specific warnings or deprecations
- ALWAYS use language version managers (nvm, pyenv, rustup)
- NEVER reinvent standard library functionality
- ALWAYS follow language security best practices
- NEVER disable type checking to make code compile
- ALWAYS use language-native package managers
- NEVER commit language-specific artifacts (node_modules, pycache)
Evidence-Based Validation
- Language-specific linter passes with zero warnings
- Type checker passes (tsc --strict, mypy --strict)
- Tests pass on target language version
- Benchmarks show performance within acceptable range
- Code review by language expert
- Security scanner passes (npm audit, safety, cargo audit)
- Documentation generated successfully
Expert multi-language development suite for Python and TypeScript backend systems with comprehensive tooling, testing, and examples.
Purpose
This Gold tier skill provides unified access to Python and TypeScript specialists with production-ready resources, automated linting/validation scripts, configuration templates, comprehensive test suites, and real-world examples for multi-language repository development.
When to Use This Skill
Activate this skill when:
- Building multi-language backend services (Python + TypeScript)
- Setting up monorepo with Python and Node.js components
- Migrating between Python and TypeScript
- Requiring language-specific best practices and tooling
- Setting up CI/CD for polyglot projects
- Implementing type-safe APIs across languages
Nested Specialist Skills
This parent skill orchestrates two specialized sub-skills:
Python Specialist (
python-specialist/)- FastAPI, Django, Flask backend development
- Async/await optimization with asyncio
- Type hints and mypy validation
- Performance profiling with cProfile
- pytest testing and coverage
TypeScript Specialist (
typescript-specialist/)- Nest.js and Express API development
- Advanced TypeScript types (generics, mapped types, conditional types)
- npm package creation and monorepo management
- Jest/Vitest tes
/----------------------------------------------------------------------------/ /* S4 SUCCESS CRITERIA / /----------------------------------------------------------------------------*/
[define|neutral] SUCCESS_CRITERIA := { primary: "Skill execution completes successfully", quality: "Output meets quality thresholds", verification: "Results validated against requirements" } [ground:given] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S5 MCP INTEGRATION / /----------------------------------------------------------------------------*/
[define|neutral] MCP_INTEGRATION := { memory_mcp: "Store execution results and patterns", tools: ["mcp__memory-mcp__memory_store", "mcp__memory-mcp__vector_search"] } [ground:witnessed:mcp-config] [conf:0.95] [state:confirmed]
/----------------------------------------------------------------------------/ /* S6 MEMORY NAMESPACE / /----------------------------------------------------------------------------*/
[define|neutral] MEMORY_NAMESPACE := { pattern: "skills/Specialized Development/language-specialists/{project}/{timestamp}", store: ["executions", "decisions", "patterns"], retrieve: ["similar_tasks", "proven_patterns"] } [ground:system-policy] [conf:1.0] [state:confirmed]
[define|neutral] MEMORY_TAGGING := { WHO: "language-specialists-{session_id}", WHEN: "ISO8601_timestamp", PROJECT: "{project_name}", WHY: "skill-execution" } [ground:system-policy] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S7 SKILL COMPLETION VERIFICATION / /----------------------------------------------------------------------------*/
[direct|emphatic] COMPLETION_CHECKLIST := { agent_spawning: "Spawn agents via Task()", registry_validation: "Use registry agents only", todowrite_called: "Track progress with TodoWrite", work_delegation: "Delegate to specialized agents" } [ground:system-policy] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S8 ABSOLUTE RULES / /----------------------------------------------------------------------------*/
[direct|emphatic] RULE_NO_UNICODE := forall(output): NOT(unicode_outside_ascii) [ground:windows-compatibility] [conf:1.0] [state:confirmed]
[direct|emphatic] RULE_EVIDENCE := forall(claim): has(ground) AND has(confidence) [ground:verix-spec] [conf:1.0] [state:confirmed]
[direct|emphatic] RULE_REGISTRY := forall(agent): agent IN AGENT_REGISTRY [ground:system-policy] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* PROMISE / /----------------------------------------------------------------------------*/
[commit|confident] LANGUAGE_SPECIALISTS_VERILINGUA_VERIX_COMPLIANT [ground:self-validation] [conf:0.99] [state:confirmed]