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Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

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--- paths: - "**/*.md" - "**/*.txt" - "docs/**" - "content/**" - "agentic/code/addons/voice-framework/**" --- # Voice Framework Rules These rules apply when working with markdown, documentation, or content files. ## Voice Profiles The Voice Framework provides consistent, authentic writing through predefined profiles. ### Built-in Profiles Located in `agentic/code/addons/voice-framework/voices/templates/`: | Profile | Use For | Characteristics | |---------|---------|-----------------| | `technical-authority` | Docs, architecture, API refs | Direct, precise, confident | | `friendly-explainer` | Tutorials, onboarding, guides | Approachable, encouraging | | `executive-brief` | Business cases, summaries | Concise, outcome-focused | | `casual-conversational` | Blogs, newsletters, community | Relaxed, personal | ### Profile Priority (First Found Wins) 1. Project: `.aiwg/voices/` (project-specific) 2. User: `~/.config/aiwg/voices/` (user-wide) 3. Built-in: `voice-framework/voices/templates/` (AIWG defaults) ## Voice Skills | Skill | Purpose | |-------|---------| | `voice-apply` | Apply voice profile to content | | `voice-create` | Generate new voice from description | | `voice-blend` | Combine multiple profiles (e.g., 70% technical + 30% casual) | | `voice-analyze` | Analyze content's current voice characteristics | ### Usage Examples Natural language (skills auto-trigger): - "Write this in technical-authority voice" - "Make it more casual" - "Create a voice for API docs - precise, no-nonsense" - "Blend 70% technical with 30% friendly" ## Writing Principles When generating or reviewing content: 1. **Apply appropriate voice**: Match audience and context 2. **Maintain sophistication**: Preserve domain-appropriate vocabulary - don't dumb down 3. **Include authenticity markers**: Add opinions, acknowledge trade-offs, reference constraints 4. **Vary structure**: Mix sentence lengths, paragraph structures, transition styles 5. **Be specific**: Replace vague claims with exact metrics and concrete examples ## Content Quality Guidelines Authority comes from expertise (not formality), sophistication from precision (not complexity), and authenticity from honesty (not casualness). ### Avoid - Performative language ("It's important to note...") - Excessive hedging ("might", "could potentially") - Empty superlatives ("very", "really", "extremely") - Passive constructions where active works better ### Prefer - Direct statements - Concrete examples - Measured confidence - Technical precision when warranted ## AI Pattern Detection Use `/ai-pattern-detection` skill or `/writing-validator` command to identify and fix: - Overused AI-characteristic phrases - Repetitive sentence structures - Generic language lacking specificity - Missing authenticity markers