peterbamuhigire
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- ▌ AI LLM Integration · peterbamuhigire bundleUse when integrating an LLM provider into an application with streaming, structured outputs, tool calls, embeddings, multi-model routing, retries, caching, and usage metering.
- ▌ AI App Architecture · peterbamuhigire bundleUse when designing or building AI-powered application systems — choosing architecture style, selecting components, structuring the AI stack, making build-vs-buy decisions, and planning multi-tenant AI module gating
- ▌ Execution Plan Scripts · peterbamuhigireUse when converting an approved long-running plan into self-contained execution prompts across sessions or workers. Covers dependency order, checkpoints, capability fallback and evidence handoff; use world-class-engineering for a single implementation slice.
- ▌ Anti AI Slop · peterbamuhigireUse when producing any human-facing artefact. Applies real-time anti-slop controls for specificity, verification, authored intent, hard cases, language, code, UI, and release quality.
- ▌ AI Cost And Metering · peterbamuhigire bundleUse when modeling, metering, attributing, billing, or controlling AI usage costs across tenants, plans, features, providers, and agent workloads.
- ▌ AI Incident Response · peterbamuhigire bundleUse when preventing, detecting, triaging, communicating, recovering from, or reviewing AI incidents, AI errors, RCA, and postmortems.
- ▌ AI Slop Audit · peterbamuhigireUse when auditing or scoring an artefact for AI slop after a major iteration or before release. Produces evidence-backed findings, severity, fixes, genericness score, and an A/B/C/F verdict.
- ▌ Doc Architect · peterbamuhigire bundleUse when generating or repairing layered AGENTS.md project guidance from verified repository structure, technology, data, and planning conventions.
- ▌ Skill Writing · peterbamuhigire bundleUse when creating or upgrading reusable skills, specialist-role instructions, or vendor adapters. Covers agent-versus-skill boundaries, model-neutral canonical sources, triggers, capability and output contracts, progressive disclosure, validation, and repository quality gates.
- ▌ Dpia Generator · peterbamuhigireUse when producing or reviewing a Data Protection Impact Assessment (DPIA) for a new feature or for Uganda DPPA-regulated, large-scale, sensitive, monitored, or high-risk personal-data processing.
- ▌ AI Opportunity Canvas · peterbamuhigire bundleUse when discovering and ranking AI use cases for a project or module and producing an opportunity register with impact, effort, cost, risk, and evidence gaps.
- ▌ AI Prompt Engineering · peterbamuhigire bundleUse when writing, refining, or structuring prompts for AI-powered app features — system prompts, user prompt templates, few-shot examples, chain-of-thought, prompt versioning, and defensive prompting
- ▌ Tailwind CSS · peterbamuhigire bundleUse when implementing or reviewing Tailwind CSS styling, responsive layouts, state variants, theme tokens, layers, grids, or build configuration. Use a design-system skill for visual direction and accessibility-wcag for formal accessibility review.
- ▌ IOS Data Persistence · peterbamuhigire bundleUse when designing iOS persistence, SwiftData migrations, Keychain storage, files, offline sync, or searchable app entities; use ios-architecture for broader module design.
- ▌ Gis Enterprise Domain · peterbamuhigire bundleUse when administering ArcGIS Enterprise or building real-estate-specific GIS features — ArcGIS components, publishing services, security/roles, backup/DR, plus property search, neighbourhood analysis, catchment/isochrones, market heatmaps, and real-estate-SaaS integration.
- ▌ Skills Web Dev · peterbamuhigire bundleTop-level router for the Chwezi Core Systems web-development and software-engineering skills engine. Use for AI systems, SaaS, architecture, APIs, databases, security, frontend engineering, mobile, DevOps, reliability, product engineering, SDLC documentation, catalog maintenance, delivery evidence packs, routing fixtures, and world-class engineering quality gates.
- ▌ IOS AI Ml · peterbamuhigire bundleUse 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.
- ▌ AI Security · peterbamuhigire bundleUse 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.
- ▌ AI Web Apps · peterbamuhigire bundleUse when designing or building an AI-enhanced web app with chat, RAG, MCP tools, streaming, provider abstraction, feature gates, token budgets, and output guardrails.
- ▌ 00 Meta Initialization · peterbamuhigire bundleUse when starting project documentation to detect project type, select Waterfall, Agile, or Hybrid delivery, and generate the documentation roadmap.
- ▌ AI Analytics · peterbamuhigire bundleUse 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.
- ▌ AI Evaluation · peterbamuhigire bundleUse 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