cure-product-engineering

Designs and analyzes A/B tests — experiment design, sample size calculation, statistical significance testing, guardrail metrics, and result interpretation with actionable recommendations.

Automated WCAG 2.2 accessibility validation for UI changes. Checks semantic HTML, ARIA labels, color contrast, keyboard navigation, and screen reader compatibility.

Validates API implementations match OpenAPI/GraphQL schemas. Checks endpoint coverage, request/response contracts, error handling consistency, and documentation completeness.

Enforces brand consistency across the product — validates voice/tone, visual identity, naming conventions, microcopy, and style guide adherence in UI code and content.

Analyzes marketing campaign performance — attribution, conversion funnels, A/B test results, CAC/LTV, channel ROI, and campaign optimization recommendations.

Diagnoses failed CI/CD pipeline runs by analyzing logs, identifying root causes, and suggesting targeted fixes. Supports GitHub Actions, Firebase Deploy, Fastlane, and Docker builds.

Security and quality code review agent that audits code against Cure Consulting Group standards

Onboarding agent that answers questions about the codebase, explains architecture, traces data flows, and helps new developers understand how things work.

Competitive intelligence agent that analyzes market positioning, feature gaps, pricing strategies, and differentiation opportunities by examining product code and public data.

Plans and generates content strategy — editorial calendars, blog posts, social media plans, SEO content, email sequences, and content audits aligned with product and growth goals.

Reviews contracts, SOWs, NDAs, and legal documents for risk, scope gaps, unfavorable terms, IP issues, and liability exposure. Flags items requiring legal counsel.

Data analysis agent that explores schemas, writes queries, analyzes data patterns, identifies anomalies, and generates visualization recommendations from database and analytics code.

Audits project dependencies for security vulnerabilities, outdated packages, license compliance, and supply chain risks. Use after installing or updating packages.

Pre-deployment checklist validator. Verifies environment variables, secrets management, feature flags, smoke tests, and rollback readiness before any deployment.

Generates and maintains technical documentation from code — API docs, architecture decision records, changelogs, onboarding guides, and inline documentation.

Financial modeling agent that builds revenue forecasts, unit economics, scenario analyses, cost structures, and P&L projections from product data and business logic in code.

Audits Firestore security rules for overly permissive access, missing validations, and data model mismatches. Use after modifying security rules or Firestore schema.

Analyzes growth metrics — activation funnels, retention cohorts, viral coefficients, revenue attribution, and identifies growth levers from product data and code.

Generates investor-facing materials — board updates, quarterly reports, KPI dashboards, fundraising narratives, and cap table scenarios from product and financial data.

Market intelligence agent for TAM/SAM/SOM analysis, industry trends, regulatory landscape, market timing, and investment thesis validation.

Designs KPI dashboards with metric definitions, alert thresholds, SLO/SLI targets, and visualization specs for engineering, product, and business stakeholders.

Validates database migrations for correctness, rollback safety, naming conventions, and zero-downtime compatibility. Use before applying migrations to staging or production.

Automated pull request reviewer that analyzes diffs for quality, security, performance, and adherence to Cure standards. Suggests improvements and flags blockers before merge.

Analyzes product usage patterns, feature adoption, user journeys, and product-market fit signals from analytics data, code instrumentation, and user feedback.

Sets up new projects with correct architecture, configuration, and Cure Consulting Group standards

QA engineer agent that performs comprehensive quality assurance — test plan generation, edge case discovery, regression analysis, exploratory testing checklists, bug triage, and quality gate enforcement across all platforms.

Safe refactoring agent that restructures code while maintaining behavior. Runs tests before and after every change to ensure nothing breaks.

Orchestrates the full release process — version bump, changelog generation, tagging, deploy validation, and rollback readiness. Coordinates across mobile, web, and backend releases.

Builds and validates product roadmaps using RICE scoring, dependency mapping, capacity planning, and strategic alignment. Generates quarterly plans and milestone tracking.

Validates test suite health, runs tests, checks coverage thresholds, and flags flaky tests. Use after writing new code or before commits.

Synthesizes UX research — analyzes UI code for usability issues, maps user flows for friction points, evaluates information architecture, and generates research plans.

Audit apps and websites for WCAG 2.2 compliance, screen reader support, and inclusive design across Android, iOS, and Web

Build production AI features with LLM integration, RAG pipelines, prompt engineering, and guardrails

Design event taxonomy, tracking plans, funnels, dashboards, and privacy/consent flows

Expert Android design guidance following Material Design 3 — dynamic color, component tokens, adaptive layouts, motion system, and Jetpack Compose implementation patterns

Scaffold Android features with Clean Architecture, MVI, Jetpack Compose, Hilt, and Kotlin

Design REST/GraphQL APIs with versioning, auth, rate limiting, and error standards

Design API gateway and BFF layers — rate limiting, request transformation, auth middleware, GraphQL federation, and mobile-optimized backends

Model burn rates, runway scenarios, break-even analysis, and cash flow projections for multi-product venture studios

Design resilience testing — failure injection, graceful degradation, game days, and fault tolerance verification for distributed systems

Generate GitHub Actions workflows for build, test, deploy with environment configs and secrets management

Generate client-facing artifacts — sprint demo scripts, stakeholder updates, risk escalation reports, and executive status summaries

Generate client handoff packages — architecture docs, runbooks, credential transfers, maintenance SLAs, and knowledge transfer plans for consulting engagements

Architect compliance frameworks for HIPAA, COPPA, GDPR, CCPA, and PCI — consent flows, audit trails, data classification, and privacy-by-design

Design activation flows, empty states, email sequences, and retention metrics

Plan and execute data migrations — ETL pipelines, zero-downtime cutover, validation, rollback strategies, and legacy system integration

Design database schemas, plan migrations, optimize queries, define indexing strategies for Firestore, PostgreSQL, and SQLite

Build cross-platform design systems — design tokens, component libraries, Storybook/Catalog setup, theme architecture, and platform consistency

Design disaster recovery and business continuity plans — RTO/RPO targets, backup strategies, failover architecture, and DR testing runbooks

Implement DORA and SPACE metrics — deployment frequency, lead time, MTTR, change failure rate, and developer experience dashboards

Generate end-to-end test suites with page objects, CI integration, visual regression, and cross-platform test strategies

Architect edge computing solutions — edge functions, CDN strategies, cache invalidation, edge middleware, and global latency optimization

Estimate project costs, infrastructure spend, build vs buy decisions, and SOW pricing

Run a 5-phase post-completion audit with scored gap report and test scaffolds

Implement feature flag systems — progressive rollouts, A/B testing, kill switches, and experimentation frameworks with Firebase Remote Config or LaunchDarkly

Optimize cloud costs — budget alerts, resource right-sizing, usage analysis, FinOps practices, and cost allocation for Firebase and GCP

Design Firestore schemas, security rules, Cloud Functions, and data layer architecture

Generate pitch decks, investor updates, data room checklists, cap table scenarios, and fundraising pipeline management for venture-backed startups

Build GTM plans, launch strategies, channel selection, and growth playbooks

Apply sustainable software practices — carbon-aware computing, energy-efficient architecture, resource optimization, and sustainability reporting

Build growth systems — activation funnels, referral programs, lifecycle automation, cohort analysis, and product-led growth patterns

Implement internationalization and localization — string extraction, RTL support, locale-aware formatting, translation workflows, and platform i18n patterns

Create incident runbooks, severity classification, on-call procedures, post-mortems, and escalation paths

Generate cloud infrastructure configs for Firebase, GCP, Vercel, and Docker with IaC templates and environment management

Generate investor updates, board decks, portfolio financial reports, cap table scenarios, runway modeling, and fundraising pipeline tracking

Scaffold iOS features with Swift/SwiftUI, Clean Architecture, MVVM, and structured concurrency

Expert iOS design guidance following Apple Human Interface Guidelines (HIG) — SF Symbols, Dynamic Type, navigation patterns, SwiftUI components, and platform-native interactions

Generate Terms of Service, Privacy Policy, SOW, and NDA scaffolds with attorney disclaimer

Operationalize LLM features — prompt versioning, evaluation pipelines, cost optimization, guardrails, RAG monitoring, and model lifecycle management

Conduct TAM/SAM/SOM analysis, competitive research, ICP definition, and pricing research

Architect micro-frontend systems — module federation, monorepo management, shared dependencies, independent deployments, and cross-team coordination

Scaffold Next.js features with App Router, Server/Client components, Tailwind, and data fetching patterns

Design notification systems — push (FCM/APNs), in-app messaging, email transactional flows, preference management, and delivery optimization

Set up observability stacks — structured logging, distributed tracing, alerting, SLO/SLI definition, and dashboards with Crashlytics, Sentry, or Datadog

Architect offline-first mobile apps — local storage, sync strategies, conflict resolution, optimistic UI, and background sync patterns

Define performance budgets, load testing plans, optimization strategies, and monitoring dashboards across mobile, web, and backend

Generate and maintain a structured product portfolio registry — the single source of truth for all products, stacks, teams, stages, and shared infrastructure across the venture studio

Create design specs following Apple HIG, Material Design 3, design tokens, and accessibility standards

Define product strategy, OKRs, roadmaps, RICE prioritization, and feature briefs

Product voice and content marketing expert — generates platform-native content packages across Instagram, YouTube, LinkedIn, and X/Twitter for portfolio brands

Bootstrap any project repo with CLAUDE.md and STATE.md — interviews the developer, inspects the codebase, and generates agent coordination files

Run sprint planning, RACI matrices, risk registers, retrospectives, and velocity tracking

Generate consulting proposals and SOWs — project scoping, milestone-based pricing, deliverable definitions, and engagement structure

Manage release workflows — app store submissions, staged rollouts, versioning strategy, changelogs, and ASO for Android and iOS

Model unit economics, MRR/ARR projections, pricing tiers, runway, and break-even analysis

Generate SDLC artifacts — PRDs, ADRs, RFCs, Epics, Stories, Task specs, and test specs

Run OWASP security checklist covering auth, data, API, mobile, web, and supply chain

Plan technical SEO, structured data, content strategy, and keyword research

AI-native UI design and screen generation via Stitch MCP — vibe design, mockup creation, screen generation, UI prototyping, design system management, DESIGN.md authoring, component export, screen-to-code handoff, design token sync, visual consistency audits, Stitch canvas manipulation, and high-fidelity wireframe production

Integrate Stripe payments and subscriptions via Firebase Cloud Functions with webhook handling

Generate and maintain a ThoughtWorks-style technology radar — track Adopt/Trial/Assess/Hold decisions across the portfolio with rationale and migration plans

Generate test account strategies, seed data scripts, test user personas, and environment-scoped credentials for all platforms

Define testing pyramid, platform standards, coverage rules, and CI integration plans

Generate UAT plans, acceptance criteria checklists, stakeholder sign-off workflows, and go/no-go release gates

Expert web design guidance — responsive design, CSS architecture, design tokens, container queries, accessibility-first patterns, dark mode, and Tailwind/CSS implementation

20 hooks across 12 events

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