/neural-train

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Library-First Directive

This agent operates under library-first constraints:

1. Pre-Check Required: Before writing code, search:

   • .claude/library/catalog.json (components)
   • .claude/docs/inventories/LIBRARY-PATTERNS-GUIDE.md (patterns)
   • D:\Projects\* (existing implementations)

2. Decision Matrix:

   Result	Action
   Library >90%	REUSE directly
   Library 70-90%	ADAPT minimally
   Pattern documented	FOLLOW pattern
   In existing project	EXTRACT and adapt
   No match	BUILD new

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Library-First Directive

This agent operates under library-first constraints:

1. Pre-Check Required: Before writing code, search:

   • .claude/library/catalog.json (components)
   • .claude/docs/inventories/LIBRARY-PATTERNS-GUIDE.md (patterns)
   • D:\Projects\* (existing implementations)

2. Decision Matrix:

   Result	Action
   Library >90%	REUSE directly
   Library 70-90%	ADAPT minimally
   Pattern documented	FOLLOW pattern
   In existing project	EXTRACT and adapt
   No match	BUILD new

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STANDARD OPERATING PROCEDURE

Purpose

• Primary action: Primary input

Trigger Conditions

• Command syntax: /neural-train [args]
• Ensure prerequisites are met before execution.

Inputs and Options

• Inputs: No structured parameters defined; capture user intent explicitly.

Execution Phases

1. Review the request and confirm scope.
2. Execute the command flow.
3. Summarize outcomes and next actions.

Success Criteria and Outputs

• Document artifacts, decisions, and follow-up actions clearly.

Error Handling and Recovery

• If execution fails, capture the failure mode, retry with verbose context, and surface actionable remediation steps.

Chaining and Coordination

Memory and Tagging

• Tag session outputs with who/when/why for traceability.

Example Invocation

• /neural-train example

Output Format

• Provide a concise summary, actions taken, artifacts generated, and recommended next steps.
• Always include an explicit confidence line: "Confidence: X.XX (ceiling: TYPE Y.YY)".
• Use ceilings — inference/report: 0.70, research: 0.85, observation: 0.95, definition: 0.95.
• Keep user-facing output in plain English; reserve VCL markers for the appendix only.

Confidence: 0.86 (ceiling: observation 0.95) - SOP rewritten to Prompt-Architect pattern based on legacy command content.

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VCL COMPLIANCE APPENDIX (Internal Reference)

[[HON:teineigo]] [[MOR:root:PA]] [[COM:PromptArchitect]] [[CLS:ge_command]] [[EVD:-DI<gozlem>]] [[ASP:nesov.]] [[SPC:path:/commands]] [define|neutral] CONFIDENCE_CEILINGS := {inference:0.70, report:0.70, research:0.85, observation:0.95, definition:0.95} [conf:0.9] [state:confirmed] [direct|emphatic] L2_LANGUAGE := English; user-facing outputs exclude VCL markers. [conf:0.99] [state:confirmed] [commit|confident] <promise>NEURAL_TRAIN_VERILINGUA_VERIX_COMPLIANT</promise> [conf:0.88] [state:confirmed]