peterbamuhigire/chwezi-dev-engine

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ux-writing Microcopy and UX writing standards for buttons, error messages, empty states, loading states, form labels, confirmati…

peterbamuhigire/chwezi-dev-engine

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web-usability-krug Steve Krug's web and mobile usability principles from Don't Make Me Think (3rd ed.). Load when designing web or mobil…

peterbamuhigire/chwezi-dev-engine

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ai-agent-approval-audit-completeness Use when proving that every irreversible agent action in the audit window had a documented, signed approval — complet…

peterbamuhigire/chwezi-dev-engine

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ai-agent-ux Use when designing UX for agentic AI, AI copilots, agent status, approvals, uncertainty, mobile and web agent workflo…

peterbamuhigire/chwezi-dev-engine

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blog-writer Generate SEO-optimised, bilingual blog articles with featured images, in-article photography, and distinctive per-art…

peterbamuhigire/chwezi-dev-engine

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csharp-dotnet-development Use when building, reviewing, modernizing, or debugging C# and .NET applications across .NET 8/9/10, C# 12/13/14, ASP…

peterbamuhigire/chwezi-dev-engine

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database-internals Deep database internals: B-tree storage, WAL/REDO logging, MVCC, buffer pool mechanics, transaction isolation, and di…

peterbamuhigire/chwezi-dev-engine

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engineering-management-system Use when designing or improving engineering management, team operating rhythm, prioritization, delegation, delivery h…

peterbamuhigire/chwezi-dev-engine

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enterprise-ux-process Operationalize Synechron's enterprise UX process for premium-priced enterprise engagements (financial services, insur…

peterbamuhigire/chwezi-dev-engine

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ios-project-setup iOS project setup with Xcode: project structure, SPM dependencies, build schemes (Dev/Staging/Prod), xcconfig files, …

peterbamuhigire/chwezi-dev-engine

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postgresql-ai-platform PostgreSQL as an AI data platform, sourced from "Building a Data and AI Platform with PostgreSQL" (2025). Covers pgve…

peterbamuhigire/chwezi-dev-engine

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responsive-design Mobile-first responsive design standards covering content-driven breakpoints, container queries, pointer/hover detect…

peterbamuhigire/chwezi-dev-engine

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typescript-design-patterns All 23 GoF design patterns implemented in TypeScript — Creational (Singleton, Factory Method, Abstract Factory, Build…

peterbamuhigire/chwezi-dev-engine

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ai-agent-drill-evidence-and-cadence Use when capturing kill-switch, red-team, and eval-drift drills as audit-ready compliance evidence — minimum-cadence …

peterbamuhigire/chwezi-dev-engine

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ai-agent-memory-erasure-proof Use when proving agent-memory erasure was complete and verifiable for GDPR / CCPA / POPIA / KE DPA requests — the 9-s…

peterbamuhigire/chwezi-dev-engine

4

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ai-agents-tools Use when building AI features that need to take actions, use multiple tools, or execute multi-step workflows — agent …

peterbamuhigire/chwezi-dev-engine

4

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ai-analytics-dashboards Design AI-powered analytics dashboards — what metrics to show, how to display AI predictions and confidence, drill-do…

peterbamuhigire/chwezi-dev-engine

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ai-analytics-saas Use when adding AI-powered analytics to a SaaS platform — semantic search over business data, natural language querie…

peterbamuhigire/chwezi-dev-engine

4

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ai-analytics-strategy Business strategy for AI-powered analytics — analytics maturity model, KDD and CRISP-DM process frameworks, data qual…

peterbamuhigire/chwezi-dev-engine

4

20

ai-architecture-patterns Integration architecture for AI-powered features — AI Module Gate, Token Ledger schema, Budget Guard, provider abstra…

peterbamuhigire/chwezi-dev-engine

4

21

ai-cost-modeling Token economics for AI-powered features — estimate raw token cost per user and per tenant, compare providers, model r…

peterbamuhigire/chwezi-dev-engine

4

22

ai-integration-section Generate a complete "AI Integration" section for any SRS, PRD, HLD, LLD, or design document. Covers AI opportunities,…

peterbamuhigire/chwezi-dev-engine

4

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ai-metering-billing Token metering and billing for multi-tenant AI SaaS — token ledger schema, metering middleware, per-user and per-tena…

peterbamuhigire/chwezi-dev-engine

4

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ai-nlp-analytics Text analytics using LLM APIs — sentiment analysis, customer feedback classification, document entity extraction, mul…

peterbamuhigire/chwezi-dev-engine

4

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ai-predictive-analytics Implement predictive analytics features using LLM APIs — classification (risk scoring, churn, anomaly), regression (d…

peterbamuhigire/chwezi-dev-engine

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ai-saas-billing Use when implementing AI features in multi-tenant SaaS — AI module gating (off by default), per-tenant and per-user t…

peterbamuhigire/chwezi-dev-engine

4

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ai-slop-audit Analyse, evaluate, and audit any artefact for AI slop and score it. Runs after EACH major iteration of work and AUTO-…

peterbamuhigire/chwezi-dev-engine

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ai-ux-patterns UX design patterns for AI-powered features — loading states, streaming display, confidence indicators, progressive di…

peterbamuhigire/chwezi-dev-engine

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android-ui-ux-design Specialized Android UI/UX design skill for premium Jetpack Compose apps. Use alongside android-development when Andro…

peterbamuhigire/chwezi-dev-engine

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anti-ai-slop NON-NEGOTIABLE real-time guardrail. Apply on EVERY generated output (text, document, UI, code, image brief, social po…

peterbamuhigire/chwezi-dev-engine

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api-testing-verification Enforce thorough API endpoint testing before any API-dependent feature is complete. Use before merging features with …

peterbamuhigire/chwezi-dev-engine

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avalonia-desktop-development Building cross-platform .NET desktop apps with Avalonia UI (Windows/macOS/Linux). Use when working with Avalonia, AXA…

peterbamuhigire/chwezi-dev-engine

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capability-matrix Use when starting a new project, scoping a feature, or deciding which skill stack to load — provides the canonical Fo…

peterbamuhigire/chwezi-dev-engine

4

34

competitive-analysis-pm Competitive analysis toolkit for product managers. Covers Porter's Five Forces applied to software product decisions,…

peterbamuhigire/chwezi-dev-engine

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35

deepseek-integration Integrate DeepSeek AI models into apps — DeepSeek V3 (general), R1 (reasoning/CoT), API setup (OpenAI-compatible), lo…

peterbamuhigire/chwezi-dev-engine

4

36

graphql-security Use when building or auditing GraphQL APIs — comprehensive security hardening covering introspection exposure, DoS at…

peterbamuhigire/chwezi-dev-engine

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ios-architecture-advanced Expert iOS app architecture patterns — dependency injection containers with scoped lifetimes, MVVM navigation via sta…

peterbamuhigire/chwezi-dev-engine

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ios-at-scale Production iOS engineering for large teams and apps — modular architecture (RIBLETS, ComponentKit), Buck/Bazel build …

peterbamuhigire/chwezi-dev-engine

4

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ios-debugging-mastery Expert LLDB debugging for iOS — non-obvious commands (regex breakpoints, breakpoint persistence, register manipulatio…

peterbamuhigire/chwezi-dev-engine

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ios-networking-advanced Production-grade iOS networking — URLSession async/await with typed errors, interceptor/middleware pattern (auth toke…

peterbamuhigire/chwezi-dev-engine

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ios-production-patterns Production-grade iOS patterns that separate good apps from great apps — UIViewController lifecycle gotchas, sensor li…

peterbamuhigire/chwezi-dev-engine

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ios-push-notifications APNs push notifications, rich notifications, notification extensions, background push, and notification categories fo…

peterbamuhigire/chwezi-dev-engine

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ios-stability-solutions Crash-prevention and production stability patterns for iOS. Use when hardening an app, designing features for stabili…

peterbamuhigire/chwezi-dev-engine

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ios-swift-design-patterns Swift-idiomatic design patterns for iOS — VC containment to eliminate Massive ViewController, hand-rolled MVVM Observ…

peterbamuhigire/chwezi-dev-engine

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ios-swift-recipes Production Swift recipes from real App Store apps. Covers safe numeric conversion, Codable tricks, custom decoders, t…

peterbamuhigire/chwezi-dev-engine

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ios-uikit-advanced Advanced UIKit for production iOS apps — UICollectionViewDiffableDataSource with NSDiffableDataSourceSnapshot, UIColl…

peterbamuhigire/chwezi-dev-engine

4

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llm-security Use when building any AI-powered feature or LLM-integrated endpoint — covers OWASP Top 10 for LLMs, trust boundaries,…

peterbamuhigire/chwezi-dev-engine

4

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microservices-architecture-models The three NGINX Microservices Reference Architecture networking models — Proxy, Router Mesh, and Fabric — with a mode…

peterbamuhigire/chwezi-dev-engine

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49

microservices-communication Inter-service communication patterns — synchronous (HTTP/REST, gRPC) vs asynchronous (events, message queues), servic…

peterbamuhigire/chwezi-dev-engine

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microservices-fundamentals Core microservices concepts — monolith vs microservices trade-offs, decomposition patterns, the 12-Factor App adapted…

peterbamuhigire/chwezi-dev-engine

4