ril-agents

Structured frameworks for competitive intelligence, gap analysis, and market positioning. Use when mapping the competitive landscape, building feature comparison matrices, or defining differentiation strategy.

TAM/SAM/SOM estimation, ICP definition, and customer segment sizing. Use when estimating market opportunity, defining ideal customer profiles, or sizing addressable segments.

Strategy definition, unit economics, monetization models, and roadmap sequencing frameworks. Use when defining product strategy, modeling business economics, or sequencing roadmap priorities.

Qualitative and quantitative user research synthesis techniques. Use when processing raw user interviews, survey data, usability tests, support tickets, or app reviews into structured insights.

KPI hierarchy definition, north star metrics, OKR trees, and leading vs. lagging indicator frameworks. Use when defining success metrics for a product, building a measurement plan, or evaluating whether current metrics actually reflect business health.

Phased rollout strategy, feature flag patterns, rollback trigger definition, and canary deployment criteria. Use when planning a product launch, designing a progressive rollout, or defining rollback thresholds.

Post-mortem structure, 5 Whys root cause analysis, blameless retrospective patterns, and improvement recommendation formats. Use when facilitating a cycle retrospective, conducting a post-mortem, or generating structured improvement recommendations.

The Freebird product development pipeline — phases, agent roles, artifact flow, and input/output mapping between steps. Use when understanding the full pipeline structure, determining what inputs a phase needs, or identifying what artifacts each agent produces.

MoSCoW, value vs. effort, dependency sequencing, and trade-off documentation for backlog management. Use when stack-ranking a feature backlog, managing capacity constraints, or documenting prioritization rationale.

PRD structure, writing patterns, and success metric definition. Use when authoring a product requirements document, writing a PRFAQ, or defining success criteria for a development cycle.

RICE scoring framework, effort estimation, and impact modeling for feature prioritization. Use when scoring a feature backlog, estimating effort, or modeling expected outcomes before committing to a development cycle.

Journey map formats, edge case discovery, and KPI definition per flow step. Use when mapping user flows from a PRD, identifying where things can go wrong, or defining measurable success criteria per journey.

Given/When/Then format, BDD patterns, quality gates, and definition of done templates. Use when writing acceptance criteria for features, defining quality gates, or specifying what "done" means for a development cycle.

Design brief structure, interaction specification patterns, and design-engineering handoff formats. Use when translating feature specs into briefs for design teams or documenting design requirements for handoff.

Feature specification structure, API contract patterns, and state definition templates. Use when writing implementation-ready feature specs that development agents can execute without ambiguity.

Test pyramid structure, boundary analysis, equivalence partitioning, and coverage threshold guidelines. Use when defining what to test and how much coverage to require for a feature.

Master iOS Human Interface Guidelines and SwiftUI patterns for building native iOS apps. Use when designing iOS interfaces, implementing SwiftUI views, or ensuring apps follow Apple's design principles.

Coordinate parallel feature development with file ownership strategies, conflict avoidance rules, and integration patterns for multi-agent implementation. Use this skill when decomposing features for parallel development, establishing file ownership boundaries, or managing integration between parallel work streams.

Structured messaging protocols for agent team communication including message type selection, plan approval, shutdown procedures, and anti-patterns to avoid. Use this skill when establishing team communication norms, handling plan approvals, or managing team shutdown.

Design optimal agent team compositions with sizing heuristics, preset configurations, and agent type selection. Use this skill when deciding team size, selecting agent types, or configuring team presets for multi-agent workflows.