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peterbamuhigire

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   IOS AI Ml · peterbamuhigire bundle

   Use when implementing or reviewing iOS AI and ML features with Apple on-device frameworks, model evaluation, and privacy controls; use ios-architecture for general module boundaries.
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   AI Security · peterbamuhigire bundle

   Use when securing an AI/LLM-powered feature against prompt injection, cross-tenant data leakage and tenant isolation failures, jailbreaks, and adversarial inputs. Covers PII scrubbing before model calls, output validation, rate limiting, audit logging, and DPPA/GDPR compliance for AI data flows.
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   AI Web Apps · peterbamuhigire bundle

   Use when designing or building an AI-enhanced web app with chat, RAG, MCP tools, streaming, provider abstraction, feature gates, token budgets, and output guardrails.
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   00 Meta Initialization · peterbamuhigire bundle

   Use when starting project documentation to detect project type, select Waterfall, Agile, or Hybrid delivery, and generate the documentation roadmap.
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   AI Analytics · peterbamuhigire bundle

   Use when designing AI analytics, dashboards, SaaS AI metrics, NLP analytics, predictive analytics, or executive AI insight workflows. Orchestrates the former granular AI analytics skills as references.
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   AI Evaluation · peterbamuhigire bundle

   Use when setting up quality assurance for AI features — defining evaluation criteria, measuring output quality, using AI-as-judge, monitoring production AI, detecting drift, and building user feedback loops
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