DNYoussef /============================================================================/ /* PLATFORM SKILL :: VERILINGUA x VERIX EDITION / /============================================================================*/
name: platform version: 2.1.0 description: | [assert|neutral] Platform services hub routing to Flow Nexus platform skills. Use for cloud AI platform management, neural network training, swarm deployment, and platform authentication. Routes to flow-nexus-neural, [ground:given] [conf:0.95] [state:confirmed] category: platforms tags:
- general author: system cognitive_frame: primary: aspectual goal_analysis: first_order: "Execute platform workflow" second_order: "Ensure quality and consistency" third_order: "Enable systematic platforms processes"
/----------------------------------------------------------------------------/ /* S0 META-IDENTITY / /----------------------------------------------------------------------------*/
[define|neutral] SKILL := { name: "platform", category: "platforms", version: "2.1.0", layer: L1 } [ground:given] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S1 COGNITIVE FRAME / /----------------------------------------------------------------------------*/
[define|neutral] COGNITIVE_FRAME := { frame: "Aspectual", source: "Russian", force: "Complete or ongoing?" } [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: ["platform", "platforms", "workflow"], context: "user needs platform capability" } [ground:given] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S3 CORE CONTENT / /----------------------------------------------------------------------------*/
Platform
Kanitsal Cerceve (Evidential Frame Activation)
Kaynak dogrulama modu etkin.
Central hub for Flow Nexus platform services and cloud AI capabilities.
Phase 0: Expertise Loading
expertise_check:
domain: platform
file: .claude/expertise/platform.yaml
if_exists:
- Load platform configurations
- Load API patterns
- Apply service quotas
if_not_exists:
- Flag discovery mode
- Document patterns learned
When to Use This Skill
Use platform when:
- Training neural networks in cloud sandboxes
- Deploying AI swarms to cloud
- Managing Flow Nexus platform services
- Setting up platform authentication
- Integrating payment systems
Sub-Skills
| Skill | Use Case |
|---|---|
| flow-nexus-neural | Neural network training |
| flow-nexus-platform | Platform management |
| flow-nexus-swarm | Cloud swarm deployment |
Routing Logic
routing:
if "neural" or "training" or "ml":
route_to: flow-nexus-neural
if "swarm" or "deploy":
route_to: flow-nexus-swarm
if "auth" or "payment" or "sandbox":
route_to: flow-nexus-platform
default:
route_to: flow-nexus-platform
MCP Requirements
- claude-flow: Platform coordination
- memory-mcp: State management
Recursive Improvement Integration (v2.1)
Eval Harness Integration
benchmark: platform-benchmark-v1
tests:
- plat-001: Platform routing
- plat-002: Service availability
minimum_scores:
routing_accuracy: 0.90
service_uptime: 0.99
Memory Namespace
namespaces:
- platform/services/{id}: Service configs
- platform/metrics: Performance tracking
- improvement/audits/platform: Skill audits
Uncertainty Handling
confidence_check:
if confidence >= 0.8:
- Route to appropriate service
if confidence 0.5-0.8:
- Present service options
if confidence < 0.5:
- Ask clarifying questions
Cross-Skill Coordination
Works with: flow-nexus-neural, flow-nexus-platform, flow-nexus-swarm
!! SKILL COMPLETION VERIFICATION (MANDATORY) !!
- Agent Spawning: Spawned agent via Task()
- Agent Registry Validation: Agent from registry
- TodoWrite Called: Called with 5+ todos
- Work Delegation: Delegated to agents
Remember: Skill() -> Task() -> TodoWrite() - ALWAYS
Core Principles
Service Abstraction: Platform services abstract away infrastructure complexity (E2B sandboxes, QUIC synchronization, GPU allocation) behind unified API interfaces, allowing agents to focus on neural network design rather than cloud resource management.
Resource Efficiency Through Routing: Intelligent routing minimizes unnecessary service hops - neural training requests go directly to flow-nexus-neural, swarm deployments to flow-nexus-swarm, avoiding generic platform overhead when domain-specific paths are available.
Graceful Degradation with Confidence Scoring: When routing confidence falls below 0.8, the system presents service options rather than making incorrect assumptions, preventing wasted computation on misrouted requests while maintaining user control.
Anti-Patterns
| Anti-Pattern | Why It Fails | Correct Approach |
|---|---|---|
| Hardcoding service endpoints | Breaks when Flow Nexus platform migrates infrastructure or updates API versions | Use platform routing logic to resolve services dynamically, load from expertise files |
| Skipping Phase 0 expertise loading | Every request re-discovers service quotas, rate limits, and authentication patterns | Always check .claude/expertise/platform.yaml first, cache service configs in memory-mcp namespace |
| Bypassing confidence checks (forcing routes <0.5) | Routes neural training to generic platform service, wasting GPU time on incorrect setup | Respect confidence thresholds, present options or ask clarifying questions when uncertain |
Conclusion
The
/----------------------------------------------------------------------------/ /* 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/platforms/platform/{project}/{timestamp}", store: ["executions", "decisions", "patterns"], retrieve: ["similar_tasks", "proven_patterns"] } [ground:system-policy] [conf:1.0] [state:confirmed]
[define|neutral] MEMORY_TAGGING := { WHO: "platform-{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] PLATFORM_VERILINGUA_VERIX_COMPLIANT [ground:self-validation] [conf:0.99] [state:confirmed]